A flowsheet by hand
A Process turns its device roles and steps into a network of unit models, the device settings of each stage, and a Jutul simulation case. This example builds the four-stage VSA cycle of Haghpanah et al. (2013) directly from that layer, and checks that it gives the same results as the process. A fixed bed is connected to three flow devices:
feed ──V_feed──┐ ┌──V_product── raffinate
bottom Bed top
extract ──V_vacuum──┘Each stage of the cycle is a set of device settings (valve open or closed, flow controller rate, boundary pressure profile). Nothing inside the bed changes between stages, so the same bed model can be wired into larger flowsheets. This is the layer to work in when adding a kind of unit, device law or step (see Extending Mocca).
julia
import Mocca
using Mocca.Units1. The process
four_stage_vsa_process builds the flowsheet and its cycle of steps. The run uses steps of 1 s and starts from nitrogen at 1 bar.
julia
ncells = 200
process = Mocca.four_stage_vsa_process(ncells = ncells, timestepping = Mocca.TimeStepping(max_dt = 1.0, first_dt = 1.0),
initial_state = Dict(:Bed => (pressure = 1bar,)))Process four-stage VSA: CO2/N2 feed at 1.0 bar, 298.15 K, capturing CO2
Bed: fixed bed of zeolite 13X, 200 cells
bottom V_feed (feed), from boundary at 1.0 bar; V_vacuum (extract), to boundary at 0.1 bar
top V_product (product), to boundary at 1.0 bar
cycle of 4 stages, 100.0 s:
pressurisation 15.0 s V_feed
adsorption 15.0 s V_feed, V_product
blowdown 30.0 s V_product
evacuation 40.0 s V_vacuumThe steps compile into stages, each a set of device settings:
julia
for st in Mocca.stages(process)
println(st.name, " (", st.duration, " s): ")
for (d, s) in st.settings
println(" ", d, " => ", s)
end
endpressurisation (15.0 s):
V_feed => (law = LinearValve{Float64}(0.005191703919295869, 1.0), inlet = PortCondition{ExponentialRamp{Float64}, Float64, Vector{Float64}}(ExponentialRamp{Float64}(10000.0, 100000.0, 0.5, 0.0), 298.15, [0.15, 0.85]))
adsorption (15.0 s):
V_feed => (law = VolumetricFlow{Float64}(0.02427097880189376), inlet = PortCondition{Float64, Float64, Vector{Float64}}(100000.0, 298.15, [0.15, 0.85]))
V_product => (law = LinearValve{Float64}(0.005191703919295869, 1.0), outlet = PortCondition{Float64, Float64, Vector{Float64}}(100000.0, 298.15, [1.0e-10, 0.9999999999000001]))
blowdown (30.0 s):
V_product => (law = LinearValve{Float64}(0.005191703919295869, 1.0), outlet = PortCondition{ExponentialRamp{Float64}, Float64, Vector{Float64}}(ExponentialRamp{Float64}(100000.0, 20000.0, 0.5, 0.0), 298.15, [1.0e-10, 0.9999999999000001]))
evacuation (40.0 s):
V_vacuum => (law = LinearValve{Float64}(0.005191703919295869, 1.0), outlet = PortCondition{ExponentialRamp{Float64}, Float64, Vector{Float64}}(ExponentialRamp{Float64}(20000.0, 10000.0, 0.5, 0.0), 298.15, [0.15, 0.85]))julia
result = Mocca.simulate(process; cycles = 3, info_level = 0)
bed = process.flowsheet[:Bed]
bed_states = [s[:Bed] for s in result.states]302-element Vector{OrderedCollections.OrderedDict{Symbol, Any}}:
OrderedCollections.OrderedDict(:Pressure => [45469.00982894076, 45581.6193034709, 45693.308062181866, 45804.08416937538, 45913.95554627361, 46022.929974395556, 46131.01509881623, 46238.21843132601, 46344.54735349392, 46450.00911963836 … 55283.25600534442, 55287.175625867974, 55290.65941451006, 55293.70748512776, 55296.319936890344, 55298.49685429175, 55300.23830716111, 55301.544350671415, 55302.415025346316, 55302.85035706496], :y => [1.4492303385740136e-10 1.448187061789605e-10 … 1.3580516215103016e-10 1.3580472973515816e-10; 0.9999999998550769 0.9999999998551813 … 0.9999999998641949 0.9999999998641952], :AdsorbedConcentration => [3.0708676774209724e-5 3.070877806593399e-5 … 3.0716492398653286e-5 3.071649268076415e-5; 230.75816664039505 231.06171812556582 … 256.96470063866434 256.9658475284164], :Temperature => [296.0745738682131, 296.0790931082619, 296.08358666842116, 296.0880425125939, 296.0924609500678, 296.09684231814106, 296.10118694830715, 296.105495166257, 296.10976729200786, 296.11400364003094 … 296.4655054671911, 296.46566002163263, 296.4657973952023, 296.46591759277726, 296.4660206186076, 296.466106476318, 296.4661751689148, 296.46622669884124, 296.4662610684006, 296.4662782826941], :WallTemperature => [298.149809099928, 298.14976180646346, 298.14975635495074, 298.1497561337138, 298.1497565628855, 298.14975706958677, 298.14975758218833, 298.14975809176326, 298.149758597228, 298.1497590984794 … 298.14980068883045, 298.14980070711994, 298.14980072339273, 298.14980073776326, 298.1498007511407, 298.1498007707906, 298.1498008547902, 298.1498014674057, 298.14980631997514, 298.14984508089907])
OrderedCollections.OrderedDict(:Pressure => [66888.82036425835, 66884.45579299508, 66879.75132528969, 66874.7238765151, 66869.41204514375, 66863.86410817262, 66858.13053085734, 66852.25905324257, 66846.29198467497, 66840.26515852175 … 66411.181219363, 66411.05261886575, 66410.93837513348, 66410.83846422503, 66410.7528651942, 66410.68156008905, 66410.6245339512, 66410.58177481517, 66410.55327370805, 66410.539024649], :y => [0.08336954412143228 0.05509347551815641 … 1.359111181013218e-10 1.3591100059794874e-10; 0.9166304558785675 0.9449065244818435 … 0.9999999998640888 0.9999999998640889], :AdsorbedConcentration => [62.344647206726606 41.49223989147911 … 3.071678714760161e-5 3.071678730022354e-5; 46.715255067630586 65.19551977075939 … 259.14309361936046 259.14333111915346], :Temperature => [295.49186875482155, 294.9270443786534, 294.81005830983963, 294.8769436195598, 295.0401117431688, 295.2429708456224, 295.4496122437202, 295.6399731622865, 295.80505134454006, 295.94268415106734 … 296.4990688442075, 296.4991004660998, 296.49912857934277, 296.49915318414463, 296.49917428068477, 296.4991918691192, 296.49920594961696, 296.4992165226079, 296.49922359041835, 296.49922716657034], :WallTemperature => [298.14959568024796, 298.1494054522338, 298.14936790319, 298.14937132007606, 298.14938953867056, 298.1494132781441, 298.1494378291805, 298.14946067394675, 298.1494806596326, 298.1494974687086 … 298.1496053801116, 298.14960540215793, 298.14960542188476, 298.149605440089, 298.14960546242867, 298.14960552848345, 298.1496059094931, 298.1496084127734, 298.149624600396, 298.14972383205577])
OrderedCollections.OrderedDict(:Pressure => [79911.81542568341, 79899.0794951342, 79886.55013073412, 79874.14192228789, 79861.7745681562, 79849.37654401748, 79836.88756498185, 79824.26007648047, 79811.45948828325, 79798.46337134088 … 78253.94622185288, 78253.1807494776, 78252.50034659744, 78251.90500717169, 78251.39472592606, 78250.96949835277, 78250.62932071053, 78250.37419002464, 78250.2041040869, 78250.11906145568], :y => [0.12851973787696647 0.1111648310751193 … 1.2322017107533097e-10 1.2322023456131283e-10; 0.8714802621230334 0.8888351689248807 … 0.9999999998767798 0.9999999998767797], :AdsorbedConcentration => [172.55056259529263 138.05309312443103 … 3.072081601438643e-5 3.072081612237448e-5; 27.07063413645849 31.167370353326866 … 290.2105357761954 290.2103748280772], :Temperature => [298.7448084833795, 297.6385407104086, 296.8228250533182, 296.22716661364007, 295.7930764560241, 295.4841941014955, 295.2755755979941, 295.1483419276305, 295.08710669179436, 295.0787526871766 … 296.96556615623103, 296.96554398128313, 296.9655242759575, 296.9655070400547, 296.9654922734036, 296.96547997587925, 296.9654701475125, 296.9654627891445, 296.9654579061134, 296.9654555254362], :WallTemperature => [298.14970739174515, 298.149374708752, 298.1492236374235, 298.14915007988907, 298.1491142922808, 298.14910011149516, 298.14909915860915, 298.149106439528, 298.14911885881145, 298.14913447143846 … 298.14946529845366, 298.1494653179499, 298.14946533584526, 298.1494653552191, 298.14946539572503, 298.1494655792362, 298.1494666334454, 298.1494726851994, 298.14950545564125, 298.1496664355261])
OrderedCollections.OrderedDict(:Pressure => [87813.07809608657, 87799.68306630211, 87786.56907279693, 87773.71637560705, 87761.0869744006, 87748.64383717625, 87736.35288625151, 87724.18310271512, 87712.10659352064, 87700.0987468851 … 86479.93412703346, 86479.3220340858, 86478.77794981016, 86478.30187476921, 86477.89380946184, 86477.55375432318, 86477.2817097246, 86477.07767597373, 86476.94165331447, 86476.87364192685], :y => [0.1308222790078782 0.11516791079079816 … 1.1371139827099956e-10 1.1371146801336816e-10; 0.8691777209921216 0.8848320892092018 … 0.9999999998862886 0.9999999998862885], :AdsorbedConcentration => [290.1717794719112 243.25862307156572 … 3.072417167374998e-5 3.072417178330603e-5; 28.12875340192537 31.467162426848773 … 318.16500429203006 318.16479741473427], :Temperature => [302.0178679323321, 301.1185919858374, 299.9479840583708, 298.94341729733935, 298.11870548170543, 297.44787261488176, 296.90859801290964, 296.4836780692822, 296.15909258975773, 295.9226783267473 … 297.38474250074813, 297.38471414414903, 297.38468894328105, 297.3846668981055, 297.3846480085984, 297.3846322747961, 297.3846196970432, 297.3846102773021, 297.3846040255386, 297.3846009843433], :WallTemperature => [298.1500818245457, 298.1497359829896, 298.1494509026714, 298.14925396431533, 298.1491174413628, 298.1490219953665, 298.1489560372976, 298.14891223710947, 298.1488856807325, 298.1488728895907 … 298.1493748361701, 298.14937485254603, 298.14937486887794, 298.1493748938617, 298.1493749778047, 298.1493754002173, 298.14937763452537, 298.1493889119725, 298.14944122164883, 298.14965416177535])
OrderedCollections.OrderedDict(:Pressure => [92606.88633206609, 92595.96838783444, 92585.29748735075, 92574.87950558888, 92564.68693675476, 92554.69084446909, 92544.86593417307, 92535.19103203196, 92525.64889457433, 92516.2259212075 … 91712.22752591592, 91711.8296544692, 91711.4759866992, 91711.16652410149, 91710.90126798731, 91710.68021948363, 91710.50337953302, 91710.37074889375, 91710.28232813973, 91710.23811766037], :y => [0.12751623515735971 0.1099438119903908 … 1.0801388284299433e-10 1.080139289030913e-10; 0.8724837648426402 0.8900561880096092 … 0.9999999998919862 0.9999999998919861], :AdsorbedConcentration => [405.3278279901639 344.3830029749146 … 3.0726379634994e-5 3.072637975340042e-5; 30.873751689668563 35.43367559955111 … 337.5234007019598 337.52324445771546], :Temperature => [304.93372515244846, 304.43884629547404, 302.99935037723236, 301.6222031408458, 300.4436438883957, 299.45951903731117, 298.65043785120344, 297.9981745312228, 297.4862722573207, 297.0992541010177 … 297.67480259344705, 297.67478109455607, 297.6747619890936, 297.6747452770891, 297.67473095859077, 297.67471903376025, 297.6747095033407, 297.6747023708627, 297.6746976520735, 297.6746954052404], :WallTemperature => [298.1506423080684, 298.15044512770623, 298.15003378922785, 298.1496776517382, 298.14939944893666, 298.1491853937553, 298.1490221364157, 298.1489000183174, 298.14881201214223, 298.14875270097986 … 298.14931870836386, 298.14931872278913, 298.1493187401337, 298.14931878044246, 298.149318949614, 298.14931977961623, 298.14932377356445, 298.14934170789104, 298.14941433259713, 298.14966601070864])
OrderedCollections.OrderedDict(:Pressure => [95515.15091451691, 95507.10868394541, 95499.27653301503, 95491.66657308192, 95484.25587499217, 95477.02005409088, 95469.93963553749, 95463.0007620587, 95456.19477715349, 95449.51746340135 … 94951.97778721518, 94951.73349305148, 94951.51633938785, 94951.32632738443, 94951.16345805734, 94951.02773227863, 94950.91915077624, 94950.8377141341, 94950.78342279197, 94950.7562770454], :y => [0.1211110753809187 0.10028775071102522 … 1.0471275809354872e-10 1.0471278578075417e-10; 0.8788889246190813 0.8997122492889749 … 0.9999999998952872 0.9999999998952872], :AdsorbedConcentration => [512.6470992046541 435.15697979708784 … 3.072774149661629e-5 3.07277416218475e-5; 34.42123515316459 41.15165542027828 … 349.84327336732315 349.84317119039525], :Temperature => [307.56055810928245, 307.3989153713441, 305.68832608153235, 303.94191758283586, 302.4278733444179, 301.16849439037696, 300.14628972483536, 299.3382818218087, 298.7202343611696, 298.2668770091389 … 297.8593204351805, 297.85930626451244, 297.8592936729643, 297.8592826605697, 297.8592732274033, 297.85926537375207, 297.8592591008942, 297.8592544144001, 297.8592513366373, 297.85924994038277], :WallTemperature => [298.1513358030695, 298.1514381918338, 298.1509212947039, 298.15037728740367, 298.1499206633298, 298.1495555718044, 298.14926941284983, 298.14905007621826, 298.148887566363, 298.1487733803183 … 298.149284421873, 298.1492844359031, 298.1492844582909, 298.1492845290294, 298.1492848423329, 298.1492862871495, 298.1492926320632, 298.1493182712072, 298.149410371624, 298.1496881787885])
OrderedCollections.OrderedDict(:Pressure => [97279.44218994371, 97273.84668352938, 97268.42958817995, 97263.19931232293, 97258.13716775856, 97253.2258405666, 97248.45471339542, 97243.81965068943, 97239.32135068279, 97234.96317372382 … 96935.2541794848, 96935.10665252096, 96934.97551534124, 96934.860768686, 96934.76241320344, 96934.68044944952, 96934.61487788799, 96934.56569889038, 96934.53291273599, 96934.51651961167], :y => [0.11145144867619224 0.08695495473038314 … 1.0279134533066286e-10 1.0279136183460286e-10; 0.8885485513238078 0.9130450452696168 … 0.9999999998972087 0.9999999998972087], :AdsorbedConcentration => [608.2415331812552 511.5997777962235 … 3.0728565552807915e-5 3.0728565682102385e-5; 39.13447689133402 49.13541090234209 … 357.43930734779445 357.43924363616725], :Temperature => [309.9305162697816, 309.9174659333128, 307.90465031256, 305.8106535367976, 304.01508701695735, 302.55790986824496, 301.4131554623923, 300.54062390834684, 299.8952402438225, 299.4306180121982 … 297.9730603830714, 297.9730514413929, 297.9730434978576, 297.97303655249186, 297.9730306054008, 297.97302565705024, 297.97302170944425, 297.9730187706564, 297.9730168701812, 297.97301609339064], :WallTemperature => [298.15212179368785, 298.1526469318074, 298.1520500068333, 298.15129813484697, 298.15063493781145, 298.15009595765144, 298.14967182322624, 298.1493467959982, 298.1491056619349, 298.14893442452075 … 298.1492635989106, 298.14926361435005, 298.1492636474919, 298.1492637699142, 298.1492643029709, 298.14926659595665, 298.1492758438602, 298.14930981927256, 298.1494195592687, 298.1497130917237])
OrderedCollections.OrderedDict(:Pressure => [98349.72406494287, 98345.99695817161, 98342.42012185014, 98338.9971175848, 98335.71602310972, 98332.56938256888, 98329.55612040644, 98326.67874293623, 98323.93967926849, 98321.3383156808 … 98142.51743621321, 98142.42867925743, 98142.34978292277, 98142.28074765461, 98142.22157384279, 98142.17226182157, 98142.13281186967, 98142.10322421027, 98142.08349901087, 98142.07363638327], :y => [0.0981603869284537 0.0707826322396771 … 1.0166119881681811e-10 1.0166120886394074e-10; 0.9018396130715464 0.9292173677603228 … 0.9999999998983389 0.9999999998983389], :AdsorbedConcentration => [689.0083655673931 571.451223252999 … 3.072906181510037e-5 3.0729061946469164e-5; 45.74003254940049 60.50124024396131 … 362.06547463775985 362.0654352455409], :Temperature => [312.0180260211734, 311.95991145279356, 309.6391452080318, 307.26417048281223, 305.28308070504147, 303.7270392461448, 302.5382784641221, 301.6414075151872, 300.9631835045515, 300.44182727636667 … 298.0423211418444, 298.04231552426546, 298.04231053551945, 298.0423061756341, 298.04230244477094, 298.04229934365424, 298.0422968752268, 298.04229505047283, 298.0422939062039, 298.04229353812474], :WallTemperature => [298.1529637445118, 298.1540045748952, 298.1533568913819, 298.1523897955818, 298.15150511114297, 298.15078124064166, 298.15021290491103, 298.14977799784225, 298.14945319169675, 298.1492173030264 … 298.1492509747766, 298.1492509938937, 298.1492510456714, 298.1492512477876, 298.14925209117035, 298.14925547794434, 298.1492681055387, 298.1493106652338, 298.14943571892235, 298.1497370785646])
OrderedCollections.OrderedDict(:Pressure => [98998.98218979033, 98996.59333503974, 98994.33005244494, 98992.19433923716, 98990.18171367548, 98988.29111341393, 98986.52249081324, 98984.87278850477, 98983.33394778632, 98981.89347017139 … 98875.14790816669, 98875.09450097271, 98875.04702716404, 98875.00548700435, 98874.96988072446, 98874.94020852222, 98874.91647056257, 98874.89866697753, 98874.88679786607, 98874.88086329406], :y => [0.08170391150073486 0.053754364858717193 … 1.0099042927980416e-10 1.0099043563309348e-10; 0.9182960884992651 0.9462456351412828 … 0.9999999998990097 0.9999999998990097], :AdsorbedConcentration => [752.9622951267427 614.640075763635 … 3.072936058076956e-5 3.072936071294582e-5; 55.2132554584155 76.36767202721774 … 364.86939395945495 364.86936927828384], :Temperature => [313.7781627190402, 313.5460163395848, 310.9631537900925, 308.4015287651659, 306.31914419506904, 304.70554183744053, 303.4599876800159, 302.4836672663718, 301.7017737143621, 301.0640758323227 … 298.0842967719028, 298.08429318382156, 298.0842899991034, 298.0842872177916, 298.08428484013854, 298.0842828672194, 298.0842813031289, 298.0842801620889, 298.08427948815074, 298.0842793850238], :WallTemperature => [298.1538270654608, 298.1554517455623, 298.1547886776007, 298.15361313328333, 298.1525033259514, 298.15158853867604, 298.15086811352234, 298.1503126571668, 298.1498909717772, 298.14957603617887 … 298.14924332012004, 298.149243345921, 298.14924342684594, 298.14924374360487, 298.149244999914, 298.1492497250362, 298.1492661131175, 298.1493171881519, 298.14945509790607, 298.1497586302745])
OrderedCollections.OrderedDict(:Pressure => [99392.82423355928, 99391.34268376074, 99389.96615853586, 99388.6959970013, 99387.52939311841, 99386.46192883534, 99385.485259151, 99384.58691782969, 99383.75239553522, 99382.96760424442 … 99318.97939978361, 99318.94722928274, 99318.91863283984, 99318.89361061098, 99318.87216273273, 99318.8542893222, 99318.83999047698, 99318.82926627508, 99318.822116775, 99318.8185420155], :y => [0.06406183743136884 0.03858750205666237 … 1.0058972344825548e-10 1.0058972768878887e-10; 0.9359381625686313 0.9614124979433376 … 0.9999999998994104 0.9999999998994104], :AdsorbedConcentration => [800.0926903260477 643.4893812903744 … 3.072954059644839e-5 3.072954072863976e-5; 68.3610207954703 96.63301811141734 … 366.5656927658899 366.5656768137332], :Temperature => [315.19370218044867, 314.7465713931319, 311.96927162623075, 309.28125557406344, 307.10917197448794, 305.4037140447749, 304.0507014083736, 302.9596603676739, 302.0700895160696, 301.34149800858984 … 298.10968981885054, 298.1096874535839, 298.1096853558387, 298.10968352568904, 298.1096819635178, 298.10968067084957, 298.109679653133, 298.1096789280651, 298.1096785466559, 298.1096786184025], :WallTemperature => [298.1546820015157, 298.1569412022714, 298.1563035757708, 298.15493497169575, 298.1535990774581, 298.1524840046191, 298.15159808839604, 298.1509075852423, 298.1503755295952, 298.1499702146421 … 298.1492386725555, 298.14923870903937, 298.14923883258575, 298.14923930559524, 298.14924108580726, 298.1492473813654, 298.14926780737255, 298.1493270887088, 298.1494754899883, 298.1497773424121])
⋮
OrderedCollections.OrderedDict(:Pressure => [10000.005362600605, 9999.99038992319, 9999.962142368775, 9999.925293319546, 9999.883251102618, 9999.838589753714, 9999.792992692364, 9999.747285259415, 9999.701606163282, 9999.6556461428 … 9998.669921620836, 9998.670152228256, 9998.670357321034, 9998.670536879366, 9998.670690880821, 9998.670819299805, 9998.670922106903, 9998.670999268086, 9998.671050743991, 9998.671076492665], :y => [0.6362107738662037 0.6315668661665274 … 5.908026123577859e-8 5.532057759391447e-8; 0.3637892261337979 0.36843313383347465 … 0.9999999409197379 0.9999999446794222], :AdsorbedConcentration => [3155.587285099789 2891.1220314652633 … 0.0023690165263432757 0.002174711588541485; 2.2862739303600463 2.573103787734144 … 43.763009801454 43.762689714326484], :Temperature => [303.02443728307304, 309.1049205235206, 315.97206601779885, 322.40486059624186, 328.0360427061571, 332.71653765305877, 336.4214515313536, 339.2189217338785, 341.23462383331014, 342.613501163566 … 293.3889333727981, 293.38899143716054, 293.3890719772839, 293.38917698581247, 293.38930892925254, 293.3894708490656, 293.38966656806866, 293.38990111537225, 293.3901794669779, 293.3904707824257], :WallTemperature => [298.2192467535884, 298.3550477010123, 298.48547589420326, 298.60737673327895, 298.7179973729482, 298.8152331268044, 298.897715199308, 298.96480725906866, 299.01653063059166, 299.053442494634 … 298.0598784497566, 298.06373013705166, 298.06839035653746, 298.0739977633302, 298.0807194637205, 298.08876115418497, 298.0983784045787, 298.1098866206098, 298.1236659304645, 298.14015675135516])
OrderedCollections.OrderedDict(:Pressure => [10000.004158781843, 9999.987962293377, 9999.958680095899, 9999.920881102733, 9999.877882543642, 9999.832200237428, 9999.785495684384, 9999.738601779887, 9999.69168250419, 9999.644460014122 … 9998.602698059145, 9998.602901667165, 9998.60308275813, 9998.603241313165, 9998.603377310621, 9998.603490725545, 9998.603581529003, 9998.603649687293, 9998.603695161233, 9998.603717908984], :y => [0.6354638346710955 0.6308678102577706 … 5.9089833619753075e-8 5.53310549327317e-8; 0.36453616532890615 0.3691321897422314 … 0.9999999409101655 0.9999999446689448], :AdsorbedConcentration => [3154.426380656545 2890.4916663081185 … 0.002369279602751811 0.0021750774848663342; 2.2928241699564897 2.5795298526634056 … 43.76186144845197 43.76154016012401], :Temperature => [303.01612876976975, 309.0881082615657, 315.95598967191853, 322.3911374787573, 328.0243609207524, 332.7062517175233, 336.4119212078975, 339.2096229966114, 341.22518169406675, 342.6036864250675 … 293.38964518346665, 293.3897038367346, 293.38978508917086, 293.3898909548779, 293.3900239263857, 293.39018707756446, 293.39038427218594, 293.39062058083556, 293.3909008675204, 293.3911932659741], :WallTemperature => [298.2193729449663, 298.35543433369634, 298.48613904258974, 298.6083318506721, 298.71925721679423, 298.8168074405768, 298.89961037310314, 298.9670256030848, 299.0190694640956, 299.0562934161575 … 298.0594425818001, 298.06331310254996, 298.0679954645302, 298.07362957440927, 298.08038413695965, 298.08846659491775, 298.0981340097344, 298.10970243131806, 298.1235511390619, 298.14011780939893])
OrderedCollections.OrderedDict(:Pressure => [10000.003349974148, 9999.986356051397, 9999.956459666679, 9999.918128789817, 9999.87459058462, 9999.828301918391, 9999.780900353151, 9999.733223712774, 9999.685458708464, 9999.637356923575 … 9998.556127907268, 9998.55631235128, 9998.55647640604, 9998.556620053307, 9998.55674327197, 9998.556846037493, 9998.556928321248, 9998.556990089715, 9998.557031303792, 9998.557051921685], :y => [0.6347161921018002 0.6301658168472551 … 5.909926340860515e-8 5.534139865545577e-8; 0.3652838078982013 0.36983418315274685 … 0.9999999409007357 0.9999999446586011], :AdsorbedConcentration => [3153.2795272427265 2889.8709325571463 … 0.002369542748862543 0.0021754432956980524; 2.2994102619575254 2.5860101292591144 … 43.76081781207802 43.76049531475509], :Temperature => [303.0081990421656, 309.0716194676236, 315.94005340282064, 322.37741368132606, 328.01259252669405, 332.69584547915605, 336.40227752825405, 339.20024199842334, 341.2156970961512, 342.5938668261248 … 293.3903583944787, 293.39041764015406, 293.3904996088518, 293.39060633632613, 293.3907403413751, 293.39090473053994, 293.39110340871474, 293.39134148730955, 293.3916237147385, 293.39191720646943], :WallTemperature => [298.21949943899955, 298.3558215301549, 298.48680270055587, 298.60928726301654, 298.720517041478, 298.8183812902606, 298.9015044535673, 298.96924202563446, 299.02160539265503, 299.05914037933417 … 298.0590072751762, 298.0628967685949, 298.0676014728015, 298.0732625373786, 298.08005023174206, 298.0881736794569, 298.0978913402596, 298.10951981023317, 298.12343746359335, 298.14007927449313])
OrderedCollections.OrderedDict(:Pressure => [10000.00280339473, 9999.985312190305, 9999.955095954607, 9999.916525469938, 9999.87273962165, 9999.826136402417, 9999.77832811655, 9999.730155407722, 9999.681825503965, 9999.63311759288 … 9998.524196495891, 9998.524367342754, 9998.524519310207, 9998.524652380444, 9998.524766532699, 9998.524861742706, 9998.524937982012, 9998.524995217185, 9998.525033409118, 9998.525052516023], :y => [0.6339705084360018 0.6294638420239963 … 5.910859231250846e-8 5.5351647445805505e-8; 0.3660294915639998 0.3705361579760057 … 0.9999999408914069 0.9999999446483523], :AdsorbedConcentration => [3152.1461065478757 2889.2592830443155 … 0.002369805962372582 0.0021758090192188183; 2.3060062536136945 2.5925133669413984 … 43.75984847066446 43.759524755720555], :Temperature => [303.0006292302041, 309.0554391159399, 315.9242481060493, 322.36368353587847, 328.00073296486863, 332.6853135147127, 336.3925130469676, 339.19076903100853, 341.206158484616, 342.5840296632284 … 293.39107254723734, 293.3911323886716, 293.3912150774576, 293.39132267119305, 293.39145771518304, 293.3916233488919, 293.3918235184863, 293.3920633755274, 293.39234754929544, 293.3926421443845], :WallTemperature => [298.21962622492873, 298.3562092761697, 298.48746685595944, 298.6102429520433, 298.72177681517826, 298.81995463256686, 298.90339739595237, 298.97145649199877, 299.02413839921667, 299.0619833866683 … 298.0585725384212, 298.0624811446526, 298.06720838914174, 298.0728966543195, 298.0797177395507, 298.08788238463075, 298.09765035811864, 298.1093387113895, 298.12332486480085, 298.1400411308309])
OrderedCollections.OrderedDict(:Pressure => [10000.00243188054, 9999.984654031772, 9999.954322882997, 9999.915715883508, 9999.87188591672, 9999.825172734323, 9999.777162569206, 9999.728697170282, 9999.680002331133, 9999.630883166134 … 9998.502633964794, 9998.502795167638, 9998.50293856209, 9998.503064130626, 9998.503171852708, 9998.503261704225, 9998.503333656809, 9998.503387677036, 9998.503423725755, 9998.503441761142], :y => [0.6332285816483092 0.6287639038277417 … 5.9117849958557674e-8 5.5361828781970846e-8; 0.36677141835169236 0.3712360961722602 … 0.9999999408821493 0.999999944638171], :AdsorbedConcentration => [3151.0255743983735 2888.656255045087 … 0.0023700692416198355 0.0021761746541778424; 2.312594340487724 2.599018023444082 … 43.75893182129732 43.75860687956647], :Temperature => [302.9934027818674, 309.0395541621628, 315.908566891259, 322.34994403880387, 327.98878079966215, 332.6746538978375, 336.3826240557453, 339.18119822489206, 341.1965581337773, 342.574165984085 … 293.39178731612265, 293.3918477565668, 293.39193116918966, 293.39203963362263, 293.3921757219112, 293.3923426066844, 293.3925442755153, 293.39278591942093, 293.39307204506343, 293.39336775341076], :WallTemperature => [298.219753292592, 298.3565975568853, 298.4881314947843, 298.6111988980862, 298.7230365061871, 298.82152742544724, 298.90528915681557, 298.9736689679702, 299.0266684661552, 299.06482243919316 … 298.0581383798201, 298.06206623972326, 298.0668162206594, 298.0725319265211, 298.07938665124414, 298.08759268727476, 298.0974110263793, 298.1091590910385, 298.1232133058775, 298.1400033637451])
OrderedCollections.OrderedDict(:Pressure => [10000.002177849257, 9999.9842605095, 9999.953956033161, 9999.915452400675, 9999.871719071536, 9999.8250385651, 9999.776970593723, 9999.728356599107, 9999.679439202364, 9999.630047891731 … 9998.48840932744, 9998.488563692803, 9998.488701009252, 9998.488821259436, 9998.488924422953, 9998.489010475765, 9998.489079389532, 9998.489131130784, 9998.489165660287, 9998.489182936159], :y => [0.6324916098157668 0.6280673677466544 … 5.9127057385253936e-8 5.537196217737689e-8; 0.36750839018423476 0.3719326322533475 … 0.9999999408729419 0.9999999446280377], :AdsorbedConcentration => [3149.9174428058222 2888.06144812101 … 0.0023703325853976394 0.0021765401997272597; 2.3191623875022307 2.605509321076641 … 43.7580525269908 43.75772634897363], :Temperature => [302.98650489752464, 309.0239530424974, 315.8930044213724, 322.3361939949895, 327.9767367028012, 332.6638670842534, 336.37260943131616, 339.17152640522585, 341.1868910357226, 342.5642695163275 … 293.3925024699977, 293.39256351263754, 293.39264765279887, 293.3927569923348, 293.3928941302589, 293.39306227259635, 293.39326544844477, 293.3935088875608, 293.39379697056154, 293.39409380189403], :WallTemperature => [298.2198806323163, 298.35698635697895, 298.48879660155603, 298.6121550804467, 298.724296083111, 298.8230996282218, 298.907179694193, 298.9758794201213, 299.02919557561773, 299.0676575368477 … 298.0577048074108, 298.06165206235346, 298.06642497381137, 298.0721683545366, 298.07905695713856, 298.08730456430743, 298.097173309217, 298.1089809075229, 298.1231027522551, 298.13996595958616])
OrderedCollections.OrderedDict(:Pressure => [10000.002003066233, 9999.984048464084, 9999.953867466487, 9999.915562400201, 9999.872022049434, 9999.825472955583, 9999.777448123381, 9999.728787508217, 9999.679748995373, 9999.630185001766 … 9998.479372544209, 9998.479522063542, 9998.47965507237, 9998.479771553451, 9998.479871486445, 9998.479954847342, 9998.480021607771, 9998.480071734188, 9998.480105187247, 9998.480121924993], :y => [0.6317603729149848 0.6273751434445121 … 5.9136229524792164e-8 5.5382061482430794e-8; 0.3682396270850169 0.37262485655548994 … 0.9999999408637698 0.9999999446179384], :AdsorbedConcentration => [3148.8212672017808 2887.47450844774 … 0.0023705959928231766 0.002176905655305639; 2.325702224269626 2.611977217944513 … 43.75719970495889 43.756872280967904], :Temperature => [302.9799221283687, 309.00862532088325, 315.877556451928, 322.3224334217586, 327.96460274349823, 332.6529551289336, 336.36246982173395, 339.16175227952596, 341.17715410821154, 342.55433590225465 … 293.3932178448901, 293.39327949287156, 293.3933643642479, 293.3934745832798, 293.3936127761708, 293.3937821825638, 293.3939868731836, 293.39423211579134, 293.3945221615879, 293.3948201254661], :WallTemperature => [298.2200082348262, 298.3573756607853, 298.4894621596637, 298.6131114776712, 298.72555551500034, 298.8246712016317, 298.9090689676852, 298.97808781597496, 299.0317197097687, 299.0704886787571 … 298.05727182898573, 298.06123862064715, 298.06603465443067, 298.07180593823625, 298.07872864708133, 298.08701799279396, 298.0969371719086, 298.10880412115495, 298.12299317141293, 298.13992890561707])
OrderedCollections.OrderedDict(:Pressure => [10000.001881998829, 9999.983960597989, 9999.953968275891, 9999.91592543404, 9999.872643010063, 9999.826292976317, 9999.77838163091, 9999.729746446106, 9999.680659153099, 9999.630993746343 … 9998.473998889283, 9998.474144975151, 9998.474274932123, 9998.474388743007, 9998.474486387484, 9998.474567841526, 9998.474633076701, 9998.474682059366, 9998.474714750046, 9998.474731106699], :y => [0.6310353598749956 0.6266878225643777 … 5.914537697119711e-8 5.539213652430621e-8; 0.36896464012500596 0.3733121774356243 … 0.9999999408546223 0.9999999446078633], :AdsorbedConcentration => [3147.7366373134264 2886.895117697026 … 0.002370859463243719 0.0021772710205549715; 2.3322084531437675 2.6184149869361306 … 43.75636563584973 43.75603695611152], :Temperature => [302.97364208963023, 308.993561438536, 315.862219509301, 322.3086631342783, 327.95238189385515, 332.6419211380339, 336.3522070733896, 339.1518758626734, 341.1673456317626, 342.5443621537658 … 293.3939333245288, 293.39399558097574, 293.394081187234, 293.39419229015533, 293.3943315433494, 293.39450222028853, 293.3947084334126, 293.3949554877338, 293.39524750172166, 293.3955466075456], :WallTemperature => [298.2201360911702, 298.35776545238974, 298.4901281516109, 298.6140680677635, 298.7268147714289, 298.8262421078429, 298.91095693848325, 298.980294124106, 299.0342408509621, 299.07331586344276 … 298.0568394520922, 298.06082592227506, 298.06564526775327, 298.07144467685674, 298.0784017105172, 298.0867329499985, 298.09670258081803, 298.1086286941006, 298.1228845327075, 298.1398921899228])
OrderedCollections.OrderedDict(:Pressure => [10000.001797506018, 9999.983957339142, 9999.95419661986, 9999.916457442507, 9999.87347574497, 9999.82737043003, 9999.779621224925, 9999.731062266426, 9999.68197783564, 9999.63226223644 … 9998.471207491697, 9998.471351145685, 9998.471478941201, 9998.471590861072, 9998.471686884961, 9998.471766988796, 9998.471831144065, 9998.471879317003, 9998.47191146799, 9998.471927554892], :y => [0.6303168574717302 0.6260057752074886 … 5.915450723782266e-8 5.540219427310703e-8; 0.36968314252827134 0.37399422479251343 … 0.999999940845492 0.9999999445978056], :AdsorbedConcentration => [3146.6631706002136 2886.322985117001 … 0.0023711229961699627 0.0021776362952616486; 2.338677613656884 2.6248182193258502 … 43.75554484621838 43.755214900945], :Temperature => [302.9676532544743, 308.97875253513763, 315.8469906659717, 322.29488445804583, 327.9400776855, 332.63076888639364, 336.34182382845125, 339.141898070479, 341.1574648499941, 342.5343462644047 … 293.3946488265087, 293.39471169453583, 293.3947980393442, 293.3949100305578, 293.39505034940254, 293.39522230338275, 293.3954300467268, 293.39567892092776, 293.3959729084636, 293.3962731654779], :WallTemperature => [298.2202641926629, 298.35815571570055, 298.49079455921463, 298.6150248283499, 298.72807382254075, 298.8278123104196, 298.9128435693566, 298.9824983141951, 299.0367589818621, 299.0761390889816 … 298.05640768403214, 298.06041397448405, 298.0652568184436, 298.07108456904774, 298.0780761365482, 298.0864494134276, 298.0964695033758, 298.1084545902693, 298.12277680721877, 298.13985580133146])2. The same flowsheet by hand
A Flowsheet holds a UnitNetwork: the units, the connections between their ports and the boundary conditions of device ports that are not connected. Building the network directly means giving everything the process filled in from the device roles and steps: the bed model, the boundaries, the valve sizes and the device settings of every stage.
julia
gas = Mocca.haghpanah_2013_gas()
feed = Mocca.Feed(gas; composition = [0.15, 0.85], pressure = 1bar)
bed_model = Mocca.fixed_bed_model(gas, feed, Mocca.load_adsorbent("zeolite_13x_haghpanah_2013"),
Mocca.haghpanah_2013_column(); ncells = ncells, dispersion_velocity = 1.0)
net = Mocca.UnitNetwork()
Mocca.add_unit!(net, :Bed, bed_model)
for d in (:V_feed, :V_product, :V_vacuum)
Mocca.add_unit!(net, d, Mocca.setup_device_model(gas.names))
end
Mocca.connect!(net, (:Bed, :bottom) => (:V_feed, :outlet))
Mocca.connect!(net, (:Bed, :top) => (:V_product, :inlet))
Mocca.connect!(net, (:Bed, :bottom) => (:V_vacuum, :inlet))UnitNetwork with 1 unit and 3 devices
Bed: FixedBed
bottom V_feed; V_vacuum
top V_productThe free ports are the feed, the raffinate line and the vacuum line:
julia
T, y_feed, y_light = 298.15, feed.composition, feed.light_product
condition(P, y) = Mocca.PortCondition(pressure = P, temperature = T, composition = y)
Mocca.set_boundary!(net, :V_feed, :inlet, condition(1bar, y_feed))
Mocca.set_boundary!(net, :V_product, :outlet, condition(1bar, y_light))
Mocca.set_boundary!(net, :V_vacuum, :outlet, condition(0.1bar, y_feed))UnitNetwork with 1 unit and 3 devices
Bed: FixedBed
bottom V_feed, from boundary at 1.0 bar; V_vacuum, to boundary at 0.1 bar
top V_product, to boundary at 1.0 barEach stage gives the settings of the devices it opens; the others stay closed. Valves have the conductance of the half cell at the bed end they are attached to, and pressures follow exponential ramps at 0.5 s⁻¹.
julia
C_in, C_out = Mocca.port_conductance(bed_model, 1), Mocca.port_conductance(bed_model, ncells)
ramp(from, to) = Mocca.ExponentialRamp(from, to, 0.5)
rate = Mocca.interstitial_flow_rate(bed_model, 1.0)
stages = [
Mocca.Stage("pressurisation", 15.0;
V_feed = (law = Mocca.LinearValve(C_in), inlet = condition(ramp(0.1bar, 1bar), y_feed))),
Mocca.Stage("adsorption", 15.0;
V_feed = (law = Mocca.VolumetricFlow(rate), inlet = condition(1bar, y_feed)),
V_product = (law = Mocca.LinearValve(C_out), outlet = condition(1bar, y_light))),
Mocca.Stage("blowdown", 30.0;
V_product = (law = Mocca.LinearValve(C_out), outlet = condition(ramp(1bar, 0.2bar), y_light))),
Mocca.Stage("evacuation", 40.0;
V_vacuum = (law = Mocca.LinearValve(C_in), outlet = condition(ramp(0.2bar, 0.1bar), y_feed))),
]4-element Vector{Stage}:
Stage("pressurisation", 15.0, Dict{Symbol, Any}(:V_feed => (law = LinearValve{Float64}(0.005191703919295869, 1.0), inlet = PortCondition{ExponentialRamp{Float64}, Float64, Vector{Float64}}(ExponentialRamp{Float64}(10000.0, 100000.0, 0.5, 0.0), 298.15, [0.15, 0.85]))))
Stage("adsorption", 15.0, Dict{Symbol, Any}(:V_feed => (law = VolumetricFlow{Float64}(0.02427097880189376), inlet = PortCondition{Float64, Float64, Vector{Float64}}(100000.0, 298.15, [0.15, 0.85])), :V_product => (law = LinearValve{Float64}(0.005191703919295869, 1.0), outlet = PortCondition{Float64, Float64, Vector{Float64}}(100000.0, 298.15, [1.0e-10, 0.9999999999000001]))))
Stage("blowdown", 30.0, Dict{Symbol, Any}(:V_product => (law = LinearValve{Float64}(0.005191703919295869, 1.0), outlet = PortCondition{ExponentialRamp{Float64}, Float64, Vector{Float64}}(ExponentialRamp{Float64}(100000.0, 20000.0, 0.5, 0.0), 298.15, [1.0e-10, 0.9999999999000001]))))
Stage("evacuation", 40.0, Dict{Symbol, Any}(:V_vacuum => (law = LinearValve{Float64}(0.005191703919295869, 1.0), outlet = PortCondition{ExponentialRamp{Float64}, Float64, Vector{Float64}}(ExponentialRamp{Float64}(20000.0, 10000.0, 0.5, 0.0), 298.15, [0.15, 0.85]))))The network becomes a Jutul MultiModel, the stages its forces, and it runs like any Jutul case:
julia
model = Mocca.setup_flowsheet_model(net)
bed0 = Mocca.setup_unit_state(bed_model; pressure = 1bar, temperature = T, composition = y_light)
state0 = Mocca.setup_flowsheet_state(net; Bed = bed0)
parameters = Mocca.setup_flowsheet_parameters(net)
forces, dt = Mocca.setup_schedule(net, model, stages; num_cycles = 3, max_dt = 1.0)
states, timesteps = Mocca.simulate_process(Mocca.MoccaCase(model, dt, forces; state0 = state0, parameters = parameters);
info_level = 0, output_substates = true)(OrderedCollections.OrderedDict{Symbol, Any}[OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [45469.00982894076, 45581.6193034709, 45693.308062181866, 45804.08416937538, 45913.95554627361, 46022.929974395556, 46131.01509881623, 46238.21843132601, 46344.54735349392, 46450.00911963836 … 55283.25600534442, 55287.175625867974, 55290.65941451006, 55293.70748512776, 55296.319936890344, 55298.49685429175, 55300.23830716111, 55301.544350671415, 55302.415025346316, 55302.85035706496], :y => [1.4492303385740136e-10 1.448187061789605e-10 … 1.3580516215103016e-10 1.3580472973515816e-10; 0.9999999998550769 0.9999999998551813 … 0.9999999998641949 0.9999999998641952], :AdsorbedConcentration => [3.0708676774209724e-5 3.070877806593399e-5 … 3.0716492398653286e-5 3.071649268076415e-5; 230.75816664039505 231.06171812556582 … 256.96470063866434 256.9658475284164], :Temperature => [296.0745738682131, 296.0790931082619, 296.08358666842116, 296.0880425125939, 296.0924609500678, 296.09684231814106, 296.10118694830715, 296.105495166257, 296.10976729200786, 296.11400364003094 … 296.4655054671911, 296.46566002163263, 296.4657973952023, 296.46591759277726, 296.4660206186076, 296.466106476318, 296.4661751689148, 296.46622669884124, 296.4662610684006, 296.4662782826941], :WallTemperature => [298.149809099928, 298.14976180646346, 298.14975635495074, 298.1497561337138, 298.1497565628855, 298.14975706958677, 298.14975758218833, 298.14975809176326, 298.149758597228, 298.1497590984794 … 298.14980068883045, 298.14980070711994, 298.14980072339273, 298.14980073776326, 298.1498007511407, 298.1498007707906, 298.1498008547902, 298.1498014674057, 298.14980631997514, 298.14984508089907]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [45412.24062586299], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [45469.00982894076], :OutletTemperature => [296.0745738682131], :OutletComposition => [1.4492303385740136e-10; 0.9999999998550769;;], :MolarFlow => [-5.443811272323288]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [55302.85035706496], :InletTemperature => [296.4662782826941], :InletComposition => [1.3580472973515816e-10; 0.9999999998641952;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [45469.00982894076], :InletTemperature => [296.0745738682131], :InletComposition => [1.4492303385740136e-10; 0.9999999998550769;;], :OutletPressure => [10000.0], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [0.0])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [66888.82036425835, 66884.45579299508, 66879.75132528969, 66874.7238765151, 66869.41204514375, 66863.86410817262, 66858.13053085734, 66852.25905324257, 66846.29198467497, 66840.26515852175 … 66411.181219363, 66411.05261886575, 66410.93837513348, 66410.83846422503, 66410.7528651942, 66410.68156008905, 66410.6245339512, 66410.58177481517, 66410.55327370805, 66410.539024649], :y => [0.08336954412143228 0.05509347551815641 … 1.359111181013218e-10 1.3591100059794874e-10; 0.9166304558785675 0.9449065244818435 … 0.9999999998640888 0.9999999998640889], :AdsorbedConcentration => [62.344647206726606 41.49223989147911 … 3.071678714760161e-5 3.071678730022354e-5; 46.715255067630586 65.19551977075939 … 259.14309361936046 259.14333111915346], :Temperature => [295.49186875482155, 294.9270443786534, 294.81005830983963, 294.8769436195598, 295.0401117431688, 295.2429708456224, 295.4496122437202, 295.6399731622865, 295.80505134454006, 295.94268415106734 … 296.4990688442075, 296.4991004660998, 296.49912857934277, 296.49915318414463, 296.49917428068477, 296.4991918691192, 296.49920594961696, 296.4992165226079, 296.49922359041835, 296.49922716657034], :WallTemperature => [298.14959568024796, 298.1494054522338, 298.14936790319, 298.14937132007606, 298.14938953867056, 298.1494132781441, 298.1494378291805, 298.14946067394675, 298.1494806596326, 298.1494974687086 … 298.1496053801116, 298.14960540215793, 298.14960542188476, 298.149605440089, 298.14960546242867, 298.14960552848345, 298.1496059094931, 298.1496084127734, 298.149624600396, 298.14972383205577]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [66890.85029457019], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [66888.82036425835], :OutletTemperature => [295.49186875482155], :OutletComposition => [0.08336954412143228; 0.9166304558785675;;], :MolarFlow => [0.28437336079616793]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [66410.539024649], :InletTemperature => [296.49922716657034], :InletComposition => [1.3591100059794874e-10; 0.9999999998640889;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [66888.82036425835], :InletTemperature => [295.49186875482155], :InletComposition => [0.08336954412143228; 0.9166304558785675;;], :OutletPressure => [10000.0], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [0.0])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [79911.81542568341, 79899.0794951342, 79886.55013073412, 79874.14192228789, 79861.7745681562, 79849.37654401748, 79836.88756498185, 79824.26007648047, 79811.45948828325, 79798.46337134088 … 78253.94622185288, 78253.1807494776, 78252.50034659744, 78251.90500717169, 78251.39472592606, 78250.96949835277, 78250.62932071053, 78250.37419002464, 78250.2041040869, 78250.11906145568], :y => [0.12851973787696647 0.1111648310751193 … 1.2322017107533097e-10 1.2322023456131283e-10; 0.8714802621230334 0.8888351689248807 … 0.9999999998767798 0.9999999998767797], :AdsorbedConcentration => [172.55056259529263 138.05309312443103 … 3.072081601438643e-5 3.072081612237448e-5; 27.07063413645849 31.167370353326866 … 290.2105357761954 290.2103748280772], :Temperature => [298.7448084833795, 297.6385407104086, 296.8228250533182, 296.22716661364007, 295.7930764560241, 295.4841941014955, 295.2755755979941, 295.1483419276305, 295.08710669179436, 295.0787526871766 … 296.96556615623103, 296.96554398128313, 296.9655242759575, 296.9655070400547, 296.9654922734036, 296.96547997587925, 296.9654701475125, 296.9654627891445, 296.9654579061134, 296.9654555254362], :WallTemperature => [298.14970739174515, 298.149374708752, 298.1492236374235, 298.14915007988907, 298.1491142922808, 298.14910011149516, 298.14909915860915, 298.149106439528, 298.14911885881145, 298.14913447143846 … 298.14946529845366, 298.1494653179499, 298.14946533584526, 298.1494653552191, 298.14946539572503, 298.1494655792362, 298.1494666334454, 298.1494726851994, 298.14950545564125, 298.1496664355261]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [79918.28558664132], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [79911.81542568341], :OutletTemperature => [298.7448084833795], :OutletComposition => [0.12851973787696647; 0.8714802621230334;;], :MolarFlow => [1.0829347972620615]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [78250.11906145568], :InletTemperature => [296.9654555254362], :InletComposition => [1.2322023456131283e-10; 0.9999999998767797;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [79911.81542568341], :InletTemperature => [298.7448084833795], :InletComposition => [0.12851973787696647; 0.8714802621230334;;], :OutletPressure => [10000.0], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [0.0])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [87813.07809608657, 87799.68306630211, 87786.56907279693, 87773.71637560705, 87761.0869744006, 87748.64383717625, 87736.35288625151, 87724.18310271512, 87712.10659352064, 87700.0987468851 … 86479.93412703346, 86479.3220340858, 86478.77794981016, 86478.30187476921, 86477.89380946184, 86477.55375432318, 86477.2817097246, 86477.07767597373, 86476.94165331447, 86476.87364192685], :y => [0.1308222790078782 0.11516791079079816 … 1.1371139827099956e-10 1.1371146801336816e-10; 0.8691777209921216 0.8848320892092018 … 0.9999999998862886 0.9999999998862885], :AdsorbedConcentration => [290.1717794719112 243.25862307156572 … 3.072417167374998e-5 3.072417178330603e-5; 28.12875340192537 31.467162426848773 … 318.16500429203006 318.16479741473427], :Temperature => [302.0178679323321, 301.1185919858374, 299.9479840583708, 298.94341729733935, 298.11870548170543, 297.44787261488176, 296.90859801290964, 296.4836780692822, 296.15909258975773, 295.9226783267473 … 297.38474250074813, 297.38471414414903, 297.38468894328105, 297.3846668981055, 297.3846480085984, 297.3846322747961, 297.3846196970432, 297.3846102773021, 297.3846040255386, 297.3846009843433], :WallTemperature => [298.1500818245457, 298.1497359829896, 298.1494509026714, 298.14925396431533, 298.1491174413628, 298.1490219953665, 298.1489560372976, 298.14891223710947, 298.1488856807325, 298.1488728895907 … 298.1493748361701, 298.14937485254603, 298.14937486887794, 298.1493748938617, 298.1493749778047, 298.1493754002173, 298.14937763452537, 298.1493889119725, 298.14944122164883, 298.14965416177535]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [87819.82450870486], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [87813.07809608657], :OutletTemperature => [302.0178679323321], :OutletComposition => [0.1308222790078782; 0.8691777209921216;;], :MolarFlow => [1.2408135568858063]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [86476.87364192685], :InletTemperature => [297.3846009843433], :InletComposition => [1.1371146801336816e-10; 0.9999999998862885;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [87813.07809608657], :InletTemperature => [302.0178679323321], :InletComposition => [0.1308222790078782; 0.8691777209921216;;], :OutletPressure => [10000.0], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [0.0])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [92606.88633206609, 92595.96838783444, 92585.29748735075, 92574.87950558888, 92564.68693675476, 92554.69084446909, 92544.86593417307, 92535.19103203196, 92525.64889457433, 92516.2259212075 … 91712.22752591592, 91711.8296544692, 91711.4759866992, 91711.16652410149, 91710.90126798731, 91710.68021948363, 91710.50337953302, 91710.37074889375, 91710.28232813973, 91710.23811766037], :y => [0.12751623515735971 0.1099438119903908 … 1.0801388284299433e-10 1.080139289030913e-10; 0.8724837648426402 0.8900561880096092 … 0.9999999998919862 0.9999999998919861], :AdsorbedConcentration => [405.3278279901639 344.3830029749146 … 3.0726379634994e-5 3.072637975340042e-5; 30.873751689668563 35.43367559955111 … 337.5234007019598 337.52324445771546], :Temperature => [304.93372515244846, 304.43884629547404, 302.99935037723236, 301.6222031408458, 300.4436438883957, 299.45951903731117, 298.65043785120344, 297.9981745312228, 297.4862722573207, 297.0992541010177 … 297.67480259344705, 297.67478109455607, 297.6747619890936, 297.6747452770891, 297.67473095859077, 297.67471903376025, 297.6747095033407, 297.6747023708627, 297.6746976520735, 297.6746954052404], :WallTemperature => [298.1506423080684, 298.15044512770623, 298.15003378922785, 298.1496776517382, 298.14939944893666, 298.1491853937553, 298.1490221364157, 298.1489000183174, 298.14881201214223, 298.14875270097986 … 298.14931870836386, 298.14931872278913, 298.1493187401337, 298.14931878044246, 298.149318949614, 298.14931977961623, 298.14932377356445, 298.14934170789104, 298.14941433259713, 298.14966601070864]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [92612.35012384912], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [92606.88633206609], :OutletTemperature => [304.93372515244846], :OutletComposition => [0.12751623515735971; 0.8724837648426402;;], :MolarFlow => [1.0597516732699828]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [91710.23811766037], :InletTemperature => [297.6746954052404], :InletComposition => [1.080139289030913e-10; 0.9999999998919861;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [92606.88633206609], :InletTemperature => [304.93372515244846], :InletComposition => [0.12751623515735971; 0.8724837648426402;;], :OutletPressure => [10000.0], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [0.0])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [95515.15091451691, 95507.10868394541, 95499.27653301503, 95491.66657308192, 95484.25587499217, 95477.02005409088, 95469.93963553749, 95463.0007620587, 95456.19477715349, 95449.51746340135 … 94951.97778721518, 94951.73349305148, 94951.51633938785, 94951.32632738443, 94951.16345805734, 94951.02773227863, 94950.91915077624, 94950.8377141341, 94950.78342279197, 94950.7562770454], :y => [0.1211110753809187 0.10028775071102522 … 1.0471275809354872e-10 1.0471278578075417e-10; 0.8788889246190813 0.8997122492889749 … 0.9999999998952872 0.9999999998952872], :AdsorbedConcentration => [512.6470992046541 435.15697979708784 … 3.072774149661629e-5 3.07277416218475e-5; 34.42123515316459 41.15165542027828 … 349.84327336732315 349.84317119039525], :Temperature => [307.56055810928245, 307.3989153713441, 305.68832608153235, 303.94191758283586, 302.4278733444179, 301.16849439037696, 300.14628972483536, 299.3382818218087, 298.7202343611696, 298.2668770091389 … 297.8593204351805, 297.85930626451244, 297.8592936729643, 297.8592826605697, 297.8592732274033, 297.85926537375207, 297.8592591008942, 297.8592544144001, 297.8592513366373, 297.85924994038277], :WallTemperature => [298.1513358030695, 298.1514381918338, 298.1509212947039, 298.15037728740367, 298.1499206633298, 298.1495555718044, 298.14926941284983, 298.14905007621826, 298.148887566363, 298.1487733803183 … 298.149284421873, 298.1492844359031, 298.1492844582909, 298.1492845290294, 298.1492848423329, 298.1492862871495, 298.1492926320632, 298.1493182712072, 298.149410371624, 298.1496881787885]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [95519.16384689225], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [95515.15091451691], :OutletTemperature => [307.56055810928245], :OutletComposition => [0.1211110753809187; 0.8788889246190813;;], :MolarFlow => [0.8027742224907539]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [94950.7562770454], :InletTemperature => [297.85924994038277], :InletComposition => [1.0471278578075417e-10; 0.9999999998952872;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [95515.15091451691], :InletTemperature => [307.56055810928245], :InletComposition => [0.1211110753809187; 0.8788889246190813;;], :OutletPressure => [10000.0], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [0.0])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [97279.44218994371, 97273.84668352938, 97268.42958817995, 97263.19931232293, 97258.13716775856, 97253.2258405666, 97248.45471339542, 97243.81965068943, 97239.32135068279, 97234.96317372382 … 96935.2541794848, 96935.10665252096, 96934.97551534124, 96934.860768686, 96934.76241320344, 96934.68044944952, 96934.61487788799, 96934.56569889038, 96934.53291273599, 96934.51651961167], :y => [0.11145144867619224 0.08695495473038314 … 1.0279134533066286e-10 1.0279136183460286e-10; 0.8885485513238078 0.9130450452696168 … 0.9999999998972087 0.9999999998972087], :AdsorbedConcentration => [608.2415331812552 511.5997777962235 … 3.0728565552807915e-5 3.0728565682102385e-5; 39.13447689133402 49.13541090234209 … 357.43930734779445 357.43924363616725], :Temperature => [309.9305162697816, 309.9174659333128, 307.90465031256, 305.8106535367976, 304.01508701695735, 302.55790986824496, 301.4131554623923, 300.54062390834684, 299.8952402438225, 299.4306180121982 … 297.9730603830714, 297.9730514413929, 297.9730434978576, 297.97303655249186, 297.9730306054008, 297.97302565705024, 297.97302170944425, 297.9730187706564, 297.9730168701812, 297.97301609339064], :WallTemperature => [298.15212179368785, 298.1526469318074, 298.1520500068333, 298.15129813484697, 298.15063493781145, 298.15009595765144, 298.14967182322624, 298.1493467959982, 298.1491056619349, 298.14893442452075 … 298.1492635989106, 298.14926361435005, 298.1492636474919, 298.1492637699142, 298.1492643029709, 298.14926659595665, 298.1492758438602, 298.14930981927256, 298.1494195592687, 298.1497130917237]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [97282.23549199133], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [97279.44218994371], :OutletTemperature => [309.9305162697816], :OutletComposition => [0.11145144867619224; 0.8885485513238078;;], :MolarFlow => [0.5691051385400525]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [96934.51651961167], :InletTemperature => [297.97301609339064], :InletComposition => [1.0279136183460286e-10; 0.9999999998972087;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [97279.44218994371], :InletTemperature => [309.9305162697816], :InletComposition => [0.11145144867619224; 0.8885485513238078;;], :OutletPressure => [10000.0], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [0.0])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [98349.72406494287, 98345.99695817161, 98342.42012185014, 98338.9971175848, 98335.71602310972, 98332.56938256888, 98329.55612040644, 98326.67874293623, 98323.93967926849, 98321.3383156808 … 98142.51743621321, 98142.42867925743, 98142.34978292277, 98142.28074765461, 98142.22157384279, 98142.17226182157, 98142.13281186967, 98142.10322421027, 98142.08349901087, 98142.07363638327], :y => [0.0981603869284537 0.0707826322396771 … 1.0166119881681811e-10 1.0166120886394074e-10; 0.9018396130715464 0.9292173677603228 … 0.9999999998983389 0.9999999998983389], :AdsorbedConcentration => [689.0083655673931 571.451223252999 … 3.072906181510037e-5 3.0729061946469164e-5; 45.74003254940049 60.50124024396131 … 362.06547463775985 362.0654352455409], :Temperature => [312.0180260211734, 311.95991145279356, 309.6391452080318, 307.26417048281223, 305.28308070504147, 303.7270392461448, 302.5382784641221, 301.6414075151872, 300.9631835045515, 300.44182727636667 … 298.0423211418444, 298.04231552426546, 298.04231053551945, 298.0423061756341, 298.04230244477094, 298.04229934365424, 298.0422968752268, 298.04229505047283, 298.0422939062039, 298.04229353812474], :WallTemperature => [298.1529637445118, 298.1540045748952, 298.1533568913819, 298.1523897955818, 298.15150511114297, 298.15078124064166, 298.15021290491103, 298.14977799784225, 298.14945319169675, 298.1492173030264 … 298.1492509747766, 298.1492509938937, 298.1492510456714, 298.1492512477876, 298.14925209117035, 298.14925547794434, 298.1492681055387, 298.1493106652338, 298.14943571892235, 298.1497370785646]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [98351.59250001393], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [98349.72406494287], :OutletTemperature => [312.0180260211734], :OutletComposition => [0.0981603869284537; 0.9018396130715464;;], :MolarFlow => [0.3848579588780488]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [98142.07363638327], :InletTemperature => [298.04229353812474], :InletComposition => [1.0166120886394074e-10; 0.9999999998983389;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [98349.72406494287], :InletTemperature => [312.0180260211734], :InletComposition => [0.0981603869284537; 0.9018396130715464;;], :OutletPressure => [10000.0], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [0.0])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [98998.98218979033, 98996.59333503974, 98994.33005244494, 98992.19433923716, 98990.18171367548, 98988.29111341393, 98986.52249081324, 98984.87278850477, 98983.33394778632, 98981.89347017139 … 98875.14790816669, 98875.09450097271, 98875.04702716404, 98875.00548700435, 98874.96988072446, 98874.94020852222, 98874.91647056257, 98874.89866697753, 98874.88679786607, 98874.88086329406], :y => [0.08170391150073486 0.053754364858717193 … 1.0099042927980416e-10 1.0099043563309348e-10; 0.9182960884992651 0.9462456351412828 … 0.9999999998990097 0.9999999998990097], :AdsorbedConcentration => [752.9622951267427 614.640075763635 … 3.072936058076956e-5 3.072936071294582e-5; 55.2132554584155 76.36767202721774 … 364.86939395945495 364.86936927828384], :Temperature => [313.7781627190402, 313.5460163395848, 310.9631537900925, 308.4015287651659, 306.31914419506904, 304.70554183744053, 303.4599876800159, 302.4836672663718, 301.7017737143621, 301.0640758323227 … 298.0842967719028, 298.08429318382156, 298.0842899991034, 298.0842872177916, 298.08428484013854, 298.0842828672194, 298.0842813031289, 298.0842801620889, 298.08427948815074, 298.0842793850238], :WallTemperature => [298.1538270654608, 298.1554517455623, 298.1547886776007, 298.15361313328333, 298.1525033259514, 298.15158853867604, 298.15086811352234, 298.1503126571668, 298.1498909717772, 298.14957603617887 … 298.14924332012004, 298.149243345921, 298.14924342684594, 298.14924374360487, 298.149244999914, 298.1492497250362, 298.1492661131175, 298.1493171881519, 298.14945509790607, 298.1497586302745]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [99000.1903115582], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [98998.98218979033], :OutletTemperature => [313.7781627190402], :OutletComposition => [0.08170391150073486; 0.9182960884992651;;], :MolarFlow => [0.25048850703376824]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [98874.88086329406], :InletTemperature => [298.0842793850238], :InletComposition => [1.0099043563309348e-10; 0.9999999998990097;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [98998.98218979033], :InletTemperature => [313.7781627190402], :InletComposition => [0.08170391150073486; 0.9182960884992651;;], :OutletPressure => [10000.0], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [0.0])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [99392.82423355928, 99391.34268376074, 99389.96615853586, 99388.6959970013, 99387.52939311841, 99386.46192883534, 99385.485259151, 99384.58691782969, 99383.75239553522, 99382.96760424442 … 99318.97939978361, 99318.94722928274, 99318.91863283984, 99318.89361061098, 99318.87216273273, 99318.8542893222, 99318.83999047698, 99318.82926627508, 99318.822116775, 99318.8185420155], :y => [0.06406183743136884 0.03858750205666237 … 1.0058972344825548e-10 1.0058972768878887e-10; 0.9359381625686313 0.9614124979433376 … 0.9999999998994104 0.9999999998994104], :AdsorbedConcentration => [800.0926903260477 643.4893812903744 … 3.072954059644839e-5 3.072954072863976e-5; 68.3610207954703 96.63301811141734 … 366.5656927658899 366.5656768137332], :Temperature => [315.19370218044867, 314.7465713931319, 311.96927162623075, 309.28125557406344, 307.10917197448794, 305.4037140447749, 304.0507014083736, 302.9596603676739, 302.0700895160696, 301.34149800858984 … 298.10968981885054, 298.1096874535839, 298.1096853558387, 298.10968352568904, 298.1096819635178, 298.10968067084957, 298.109679653133, 298.1096789280651, 298.1096785466559, 298.1096786184025], :WallTemperature => [298.1546820015157, 298.1569412022714, 298.1563035757708, 298.15493497169575, 298.1535990774581, 298.1524840046191, 298.15159808839604, 298.1509075852423, 298.1503755295952, 298.1499702146421 … 298.1492386725555, 298.14923870903937, 298.14923883258575, 298.14923930559524, 298.14924108580726, 298.1492473813654, 298.14926780737255, 298.1493270887088, 298.1494754899883, 298.1497773424121]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [99393.5847700823], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [99392.82423355928], :OutletTemperature => [315.19370218044867], :OutletComposition => [0.06406183743136884; 0.9359381625686313;;], :MolarFlow => [0.15831406288814054]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [99318.8185420155], :InletTemperature => [298.1096786184025], :InletComposition => [1.0058972768878887e-10; 0.9999999998994104;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [99392.82423355928], :InletTemperature => [315.19370218044867], :InletComposition => [0.06406183743136884; 0.9359381625686313;;], :OutletPressure => [10000.0], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [0.0])) … OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [10000.007164812454, 9999.994019956395, 9999.967405016123, 9999.932100944901, 9999.891607067942, 9999.848553741065, 9999.804643323143, 9999.760690296129, 9999.716805149268, 9999.67264501547 … 9998.766265611403, 9998.76653424376, 9998.76677313997, 9998.7669822789, 9998.767161636973, 9998.76731118766, 9998.767430900803, 9998.76752074185, 9998.767580671112, 9998.767610646422], :y => [0.6369530942254844 0.6322586739782913 … 5.907048756367595e-8 5.5309912206445436e-8; 0.3630469057745172 0.3677413260217108 … 0.9999999409295116 0.9999999446900876], :AdsorbedConcentration => [3156.7629584725505 2891.762691175752 … 0.002368753522840442 0.0021743456093383613; 2.279797306676082 2.5667772032447176 … 43.76430569046427 43.763986797986774], :Temperature => [303.033146574004, 309.1220739770448, 315.9882947099323, 322.41859259632326, 328.04764701972977, 332.7267137927498, 336.4308813122459, 339.228153369456, 341.2440404586971, 342.6233289975133 … 293.3882236080129, 293.38828108719224, 293.3883609191349, 293.38846507522203, 293.3885959961857, 293.388756691352, 293.388950942768, 293.38918373744417, 293.3894601597202, 293.38975040263534], :WallTemperature => [298.21912087634564, 298.35466164545, 298.48481326512245, 298.60642192722463, 298.7167375415674, 298.8136583932335, 298.8958189779335, 298.9625870284099, 299.01398890814096, 299.0505876102788 … 298.06031487025064, 298.06414786215225, 298.06878614031825, 298.0743671012062, 298.08105621982577, 298.0890573803451, 298.09862456391306, 298.1100724264193, 298.1237818797478, 298.1401961174509]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [100000.0], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [10000.007164812454], :OutletTemperature => [303.033146574004], :OutletComposition => [0.6369530942254844; 0.3630469057745172;;], :MolarFlow => [0.0]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [9998.767610646422], :InletTemperature => [293.38975040263534], :InletComposition => [5.5309912206445436e-8; 0.9999999446900876;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [10000.007164812454], :InletTemperature => [303.033146574004], :InletComposition => [0.6369530942254844; 0.3630469057745172;;], :OutletPressure => [10000.001855391363], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [0.00010940400620101977])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [10000.005362600605, 9999.99038992319, 9999.962142368775, 9999.925293319546, 9999.883251102618, 9999.838589753714, 9999.792992692364, 9999.747285259415, 9999.701606163282, 9999.6556461428 … 9998.669921620836, 9998.670152228256, 9998.670357321034, 9998.670536879366, 9998.670690880821, 9998.670819299805, 9998.670922106903, 9998.670999268086, 9998.671050743991, 9998.671076492665], :y => [0.6362107738662037 0.6315668661665274 … 5.908026123577859e-8 5.532057759391447e-8; 0.3637892261337979 0.36843313383347465 … 0.9999999409197379 0.9999999446794222], :AdsorbedConcentration => [3155.587285099789 2891.1220314652633 … 0.0023690165263432757 0.002174711588541485; 2.2862739303600463 2.573103787734144 … 43.763009801454 43.762689714326484], :Temperature => [303.02443728307304, 309.1049205235206, 315.97206601779885, 322.40486059624186, 328.0360427061571, 332.71653765305877, 336.4214515313536, 339.2189217338785, 341.23462383331014, 342.613501163566 … 293.3889333727981, 293.38899143716054, 293.3890719772839, 293.38917698581247, 293.38930892925254, 293.3894708490656, 293.38966656806866, 293.38990111537225, 293.3901794669779, 293.3904707824257], :WallTemperature => [298.2192467535884, 298.3550477010123, 298.48547589420326, 298.60737673327895, 298.7179973729482, 298.8152331268044, 298.897715199308, 298.96480725906866, 299.01653063059166, 299.053442494634 … 298.0598784497566, 298.06373013705166, 298.06839035653746, 298.0739977633302, 298.0807194637205, 298.08876115418497, 298.0983784045787, 298.1098866206098, 298.1236659304645, 298.14015675135516]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [100000.0], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [10000.005362600605], :OutletTemperature => [303.02443728307304], :OutletComposition => [0.6362107738662037; 0.3637892261337979;;], :MolarFlow => [0.0]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [9998.671076492665], :InletTemperature => [293.3904707824257], :InletComposition => [5.532057759391447e-8; 0.9999999446794222;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [10000.005362600605], :InletTemperature => [303.02443728307304], :InletComposition => [0.6362107738662037; 0.3637892261337979;;], :OutletPressure => [10000.001125351748], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [8.731370754501105e-5])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [10000.004158781843, 9999.987962293377, 9999.958680095899, 9999.920881102733, 9999.877882543642, 9999.832200237428, 9999.785495684384, 9999.738601779887, 9999.69168250419, 9999.644460014122 … 9998.602698059145, 9998.602901667165, 9998.60308275813, 9998.603241313165, 9998.603377310621, 9998.603490725545, 9998.603581529003, 9998.603649687293, 9998.603695161233, 9998.603717908984], :y => [0.6354638346710955 0.6308678102577706 … 5.9089833619753075e-8 5.53310549327317e-8; 0.36453616532890615 0.3691321897422314 … 0.9999999409101655 0.9999999446689448], :AdsorbedConcentration => [3154.426380656545 2890.4916663081185 … 0.002369279602751811 0.0021750774848663342; 2.2928241699564897 2.5795298526634056 … 43.76186144845197 43.76154016012401], :Temperature => [303.01612876976975, 309.0881082615657, 315.95598967191853, 322.3911374787573, 328.0243609207524, 332.7062517175233, 336.4119212078975, 339.2096229966114, 341.22518169406675, 342.6036864250675 … 293.38964518346665, 293.3897038367346, 293.38978508917086, 293.3898909548779, 293.3900239263857, 293.39018707756446, 293.39038427218594, 293.39062058083556, 293.3909008675204, 293.3911932659741], :WallTemperature => [298.2193729449663, 298.35543433369634, 298.48613904258974, 298.6083318506721, 298.71925721679423, 298.8168074405768, 298.89961037310314, 298.9670256030848, 299.0190694640956, 299.0562934161575 … 298.0594425818001, 298.06331310254996, 298.0679954645302, 298.07362957440927, 298.08038413695965, 298.08846659491775, 298.0981340097344, 298.10970243131806, 298.1235511390619, 298.14011780939893]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [100000.0], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [10000.004158781843], :OutletTemperature => [303.01612876976975], :OutletComposition => [0.6354638346710955; 0.36453616532890615;;], :MolarFlow => [0.0]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [9998.603717908984], :InletTemperature => [293.3911932659741], :InletComposition => [5.53310549327317e-8; 0.9999999446689448;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [10000.004158781843], :InletTemperature => [303.01612876976975], :InletComposition => [0.6354638346710955; 0.36453616532890615;;], :OutletPressure => [10000.000682560338], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [7.163376141221351e-5])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [10000.003349974148, 9999.986356051397, 9999.956459666679, 9999.918128789817, 9999.87459058462, 9999.828301918391, 9999.780900353151, 9999.733223712774, 9999.685458708464, 9999.637356923575 … 9998.556127907268, 9998.55631235128, 9998.55647640604, 9998.556620053307, 9998.55674327197, 9998.556846037493, 9998.556928321248, 9998.556990089715, 9998.557031303792, 9998.557051921685], :y => [0.6347161921018002 0.6301658168472551 … 5.909926340860515e-8 5.534139865545577e-8; 0.3652838078982013 0.36983418315274685 … 0.9999999409007357 0.9999999446586011], :AdsorbedConcentration => [3153.2795272427265 2889.8709325571463 … 0.002369542748862543 0.0021754432956980524; 2.2994102619575254 2.5860101292591144 … 43.76081781207802 43.76049531475509], :Temperature => [303.0081990421656, 309.0716194676236, 315.94005340282064, 322.37741368132606, 328.01259252669405, 332.69584547915605, 336.40227752825405, 339.20024199842334, 341.2156970961512, 342.5938668261248 … 293.3903583944787, 293.39041764015406, 293.3904996088518, 293.39060633632613, 293.3907403413751, 293.39090473053994, 293.39110340871474, 293.39134148730955, 293.3916237147385, 293.39191720646943], :WallTemperature => [298.21949943899955, 298.3558215301549, 298.48680270055587, 298.60928726301654, 298.720517041478, 298.8183812902606, 298.9015044535673, 298.96924202563446, 299.02160539265503, 299.05914037933417 … 298.0590072751762, 298.0628967685949, 298.0676014728015, 298.0732625373786, 298.08005023174206, 298.0881736794569, 298.0978913402596, 298.10951981023317, 298.12343746359335, 298.14007927449313]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [100000.0], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [10000.003349974148], :OutletTemperature => [303.0081990421656], :OutletComposition => [0.6347161921018002; 0.3652838078982013;;], :MolarFlow => [0.0]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [9998.557051921685], :InletTemperature => [293.39191720646943], :InletComposition => [5.534139865545577e-8; 0.9999999446586011;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [10000.003349974148], :InletTemperature => [303.0081990421656], :InletComposition => [0.6347161921018002; 0.3652838078982013;;], :OutletPressure => [10000.000413993772], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [6.050270511940391e-5])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [10000.00280339473, 9999.985312190305, 9999.955095954607, 9999.916525469938, 9999.87273962165, 9999.826136402417, 9999.77832811655, 9999.730155407722, 9999.681825503965, 9999.63311759288 … 9998.524196495891, 9998.524367342754, 9998.524519310207, 9998.524652380444, 9998.524766532699, 9998.524861742706, 9998.524937982012, 9998.524995217185, 9998.525033409118, 9998.525052516023], :y => [0.6339705084360018 0.6294638420239963 … 5.910859231250846e-8 5.5351647445805505e-8; 0.3660294915639998 0.3705361579760057 … 0.9999999408914069 0.9999999446483523], :AdsorbedConcentration => [3152.1461065478757 2889.2592830443155 … 0.002369805962372582 0.0021758090192188183; 2.3060062536136945 2.5925133669413984 … 43.75984847066446 43.759524755720555], :Temperature => [303.0006292302041, 309.0554391159399, 315.9242481060493, 322.36368353587847, 328.00073296486863, 332.6853135147127, 336.3925130469676, 339.19076903100853, 341.206158484616, 342.5840296632284 … 293.39107254723734, 293.3911323886716, 293.3912150774576, 293.39132267119305, 293.39145771518304, 293.3916233488919, 293.3918235184863, 293.3920633755274, 293.39234754929544, 293.3926421443845], :WallTemperature => [298.21962622492873, 298.3562092761697, 298.48746685595944, 298.6102429520433, 298.72177681517826, 298.81995463256686, 298.90339739595237, 298.97145649199877, 299.02413839921667, 299.0619833866683 … 298.0585725384212, 298.0624811446526, 298.06720838914174, 298.0728966543195, 298.0797177395507, 298.08788238463075, 298.09765035811864, 298.1093387113895, 298.12332486480085, 298.1400411308309]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [100000.0], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [10000.00280339473], :OutletTemperature => [303.0006292302041], :OutletComposition => [0.6339705084360018; 0.3660294915639998;;], :MolarFlow => [0.0]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [9998.525052516023], :InletTemperature => [293.3926421443845], :InletComposition => [5.5351647445805505e-8; 0.9999999446483523;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [10000.00280339473], :InletTemperature => [303.0006292302041], :InletComposition => [0.6339705084360018; 0.3660294915639998;;], :OutletPressure => [10000.000251099915], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [5.259728273528217e-5])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [10000.00243188054, 9999.984654031772, 9999.954322882997, 9999.915715883508, 9999.87188591672, 9999.825172734323, 9999.777162569206, 9999.728697170282, 9999.680002331133, 9999.630883166134 … 9998.502633964794, 9998.502795167638, 9998.50293856209, 9998.503064130626, 9998.503171852708, 9998.503261704225, 9998.503333656809, 9998.503387677036, 9998.503423725755, 9998.503441761142], :y => [0.6332285816483092 0.6287639038277417 … 5.9117849958557674e-8 5.5361828781970846e-8; 0.36677141835169236 0.3712360961722602 … 0.9999999408821493 0.999999944638171], :AdsorbedConcentration => [3151.0255743983735 2888.656255045087 … 0.0023700692416198355 0.0021761746541778424; 2.312594340487724 2.599018023444082 … 43.75893182129732 43.75860687956647], :Temperature => [302.9934027818674, 309.0395541621628, 315.908566891259, 322.34994403880387, 327.98878079966215, 332.6746538978375, 336.3826240557453, 339.18119822489206, 341.1965581337773, 342.574165984085 … 293.39178731612265, 293.3918477565668, 293.39193116918966, 293.39203963362263, 293.3921757219112, 293.3923426066844, 293.3925442755153, 293.39278591942093, 293.39307204506343, 293.39336775341076], :WallTemperature => [298.219753292592, 298.3565975568853, 298.4881314947843, 298.6111988980862, 298.7230365061871, 298.82152742544724, 298.90528915681557, 298.9736689679702, 299.0266684661552, 299.06482243919316 … 298.0581383798201, 298.06206623972326, 298.0668162206594, 298.0725319265211, 298.07938665124414, 298.08759268727476, 298.0974110263793, 298.1091590910385, 298.1232133058775, 298.1400033637451]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [100000.0], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [10000.00243188054], :OutletTemperature => [302.9934027818674], :OutletComposition => [0.6332285816483092; 0.36677141835169236;;], :MolarFlow => [0.0]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [9998.503441761142], :InletTemperature => [293.39336775341076], :InletComposition => [5.5361828781970846e-8; 0.999999944638171;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [10000.00243188054], :InletTemperature => [302.9934027818674], :InletComposition => [0.6332285816483092; 0.36677141835169236;;], :OutletPressure => [10000.000152299797], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [4.697835353425017e-5])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [10000.002177849257, 9999.9842605095, 9999.953956033161, 9999.915452400675, 9999.871719071536, 9999.8250385651, 9999.776970593723, 9999.728356599107, 9999.679439202364, 9999.630047891731 … 9998.48840932744, 9998.488563692803, 9998.488701009252, 9998.488821259436, 9998.488924422953, 9998.489010475765, 9998.489079389532, 9998.489131130784, 9998.489165660287, 9998.489182936159], :y => [0.6324916098157668 0.6280673677466544 … 5.9127057385253936e-8 5.537196217737689e-8; 0.36750839018423476 0.3719326322533475 … 0.9999999408729419 0.9999999446280377], :AdsorbedConcentration => [3149.9174428058222 2888.06144812101 … 0.0023703325853976394 0.0021765401997272597; 2.3191623875022307 2.605509321076641 … 43.7580525269908 43.75772634897363], :Temperature => [302.98650489752464, 309.0239530424974, 315.8930044213724, 322.3361939949895, 327.9767367028012, 332.6638670842534, 336.37260943131616, 339.17152640522585, 341.1868910357226, 342.5642695163275 … 293.3925024699977, 293.39256351263754, 293.39264765279887, 293.3927569923348, 293.3928941302589, 293.39306227259635, 293.39326544844477, 293.3935088875608, 293.39379697056154, 293.39409380189403], :WallTemperature => [298.2198806323163, 298.35698635697895, 298.48879660155603, 298.6121550804467, 298.724296083111, 298.8230996282218, 298.907179694193, 298.9758794201213, 299.02919557561773, 299.0676575368477 … 298.0577048074108, 298.06165206235346, 298.06642497381137, 298.0721683545366, 298.07905695713856, 298.08730456430743, 298.097173309217, 298.1089809075229, 298.1231027522551, 298.13996595958616]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [100000.0], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [10000.002177849257], :OutletTemperature => [302.98650489752464], :OutletComposition => [0.6324916098157668; 0.36750839018423476;;], :MolarFlow => [0.0]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [9998.489182936159], :InletTemperature => [293.39409380189403], :InletComposition => [5.537196217737689e-8; 0.9999999446280377;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [10000.002177849257], :InletTemperature => [302.98650489752464], :InletComposition => [0.6324916098157668; 0.36750839018423476;;], :OutletPressure => [10000.000092374497], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [4.297913060806292e-5])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [10000.002003066233, 9999.984048464084, 9999.953867466487, 9999.915562400201, 9999.872022049434, 9999.825472955583, 9999.777448123381, 9999.728787508217, 9999.679748995373, 9999.630185001766 … 9998.479372544209, 9998.479522063542, 9998.47965507237, 9998.479771553451, 9998.479871486445, 9998.479954847342, 9998.480021607771, 9998.480071734188, 9998.480105187247, 9998.480121924993], :y => [0.6317603729149848 0.6273751434445121 … 5.9136229524792164e-8 5.5382061482430794e-8; 0.3682396270850169 0.37262485655548994 … 0.9999999408637698 0.9999999446179384], :AdsorbedConcentration => [3148.8212672017808 2887.47450844774 … 0.0023705959928231766 0.002176905655305639; 2.325702224269626 2.611977217944513 … 43.75719970495889 43.756872280967904], :Temperature => [302.9799221283687, 309.00862532088325, 315.877556451928, 322.3224334217586, 327.96460274349823, 332.6529551289336, 336.36246982173395, 339.16175227952596, 341.17715410821154, 342.55433590225465 … 293.3932178448901, 293.39327949287156, 293.3933643642479, 293.3934745832798, 293.3936127761708, 293.3937821825638, 293.3939868731836, 293.39423211579134, 293.3945221615879, 293.3948201254661], :WallTemperature => [298.2200082348262, 298.3573756607853, 298.4894621596637, 298.6131114776712, 298.72555551500034, 298.8246712016317, 298.9090689676852, 298.97808781597496, 299.0317197097687, 299.0704886787571 … 298.05727182898573, 298.06123862064715, 298.06603465443067, 298.07180593823625, 298.07872864708133, 298.08701799279396, 298.0969371719086, 298.10880412115495, 298.12299317141293, 298.13992890561707]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [100000.0], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [10000.002003066233], :OutletTemperature => [302.9799221283687], :OutletComposition => [0.6317603729149848; 0.3682396270850169;;], :MolarFlow => [0.0]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [9998.480121924993], :InletTemperature => [293.3948201254661], :InletComposition => [5.5382061482430794e-8; 0.9999999446179384;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [10000.002003066233], :InletTemperature => [302.9799221283687], :InletComposition => [0.6317603729149848; 0.3682396270850169;;], :OutletPressure => [10000.000056027964], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [4.012699188007519e-5])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [10000.001881998829, 9999.983960597989, 9999.953968275891, 9999.91592543404, 9999.872643010063, 9999.826292976317, 9999.77838163091, 9999.729746446106, 9999.680659153099, 9999.630993746343 … 9998.473998889283, 9998.474144975151, 9998.474274932123, 9998.474388743007, 9998.474486387484, 9998.474567841526, 9998.474633076701, 9998.474682059366, 9998.474714750046, 9998.474731106699], :y => [0.6310353598749956 0.6266878225643777 … 5.914537697119711e-8 5.539213652430621e-8; 0.36896464012500596 0.3733121774356243 … 0.9999999408546223 0.9999999446078633], :AdsorbedConcentration => [3147.7366373134264 2886.895117697026 … 0.002370859463243719 0.0021772710205549715; 2.3322084531437675 2.6184149869361306 … 43.75636563584973 43.75603695611152], :Temperature => [302.97364208963023, 308.993561438536, 315.862219509301, 322.3086631342783, 327.95238189385515, 332.6419211380339, 336.3522070733896, 339.1518758626734, 341.1673456317626, 342.5443621537658 … 293.3939333245288, 293.39399558097574, 293.394081187234, 293.39419229015533, 293.3943315433494, 293.39450222028853, 293.3947084334126, 293.3949554877338, 293.39524750172166, 293.3955466075456], :WallTemperature => [298.2201360911702, 298.35776545238974, 298.4901281516109, 298.6140680677635, 298.7268147714289, 298.8262421078429, 298.91095693848325, 298.980294124106, 299.0342408509621, 299.07331586344276 … 298.0568394520922, 298.06082592227506, 298.06564526775327, 298.07144467685674, 298.0784017105172, 298.0867329499985, 298.09670258081803, 298.1086286941006, 298.1228845327075, 298.1398921899228]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [100000.0], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [10000.001881998829], :OutletTemperature => [302.97364208963023], :OutletComposition => [0.6310353598749956; 0.36896464012500596;;], :MolarFlow => [0.0]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [9998.474731106699], :InletTemperature => [293.3955466075456], :InletComposition => [5.539213652430621e-8; 0.9999999446078633;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [10000.001881998829], :InletTemperature => [302.97364208963023], :InletComposition => [0.6310353598749956; 0.36896464012500596;;], :OutletPressure => [10000.000033982678], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [3.808700962017215e-5])), OrderedCollections.OrderedDict(:Bed => OrderedCollections.OrderedDict{Symbol, Any}(:Pressure => [10000.001797506018, 9999.983957339142, 9999.95419661986, 9999.916457442507, 9999.87347574497, 9999.82737043003, 9999.779621224925, 9999.731062266426, 9999.68197783564, 9999.63226223644 … 9998.471207491697, 9998.471351145685, 9998.471478941201, 9998.471590861072, 9998.471686884961, 9998.471766988796, 9998.471831144065, 9998.471879317003, 9998.47191146799, 9998.471927554892], :y => [0.6303168574717302 0.6260057752074886 … 5.915450723782266e-8 5.540219427310703e-8; 0.36968314252827134 0.37399422479251343 … 0.999999940845492 0.9999999445978056], :AdsorbedConcentration => [3146.6631706002136 2886.322985117001 … 0.0023711229961699627 0.0021776362952616486; 2.338677613656884 2.6248182193258502 … 43.75554484621838 43.755214900945], :Temperature => [302.9676532544743, 308.97875253513763, 315.8469906659717, 322.29488445804583, 327.9400776855, 332.63076888639364, 336.34182382845125, 339.141898070479, 341.1574648499941, 342.5343462644047 … 293.3946488265087, 293.39471169453583, 293.3947980393442, 293.3949100305578, 293.39505034940254, 293.39522230338275, 293.3954300467268, 293.39567892092776, 293.3959729084636, 293.3962731654779], :WallTemperature => [298.2202641926629, 298.35815571570055, 298.49079455921463, 298.6150248283499, 298.72807382254075, 298.8278123104196, 298.9128435693566, 298.9824983141951, 299.0367589818621, 299.0761390889816 … 298.05640768403214, 298.06041397448405, 298.0652568184436, 298.07108456904774, 298.0780761365482, 298.0864494134276, 298.0964695033758, 298.1084545902693, 298.12277680721877, 298.13985580133146]), :V_feed => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [100000.0], :InletTemperature => [298.15], :InletComposition => [0.15; 0.85;;], :OutletPressure => [10000.001797506018], :OutletTemperature => [302.9676532544743], :OutletComposition => [0.6303168574717302; 0.36968314252827134;;], :MolarFlow => [0.0]), :V_product => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [9998.471927554892], :InletTemperature => [293.3962731654779], :InletComposition => [5.540219427310703e-8; 0.9999999445978056;;], :OutletPressure => [100000.0], :OutletTemperature => [298.15], :OutletComposition => [1.0e-10; 0.9999999999;;], :MolarFlow => [0.0]), :V_vacuum => OrderedCollections.OrderedDict{Symbol, Any}(:InletPressure => [10000.001797506018], :InletTemperature => [302.9676532544743], :InletComposition => [0.6303168574717302; 0.36968314252827134;;], :OutletPressure => [10000.000020611536], :OutletTemperature => [298.15], :OutletComposition => [0.15; 0.85;;], :MolarFlow => [3.662193882016063e-5]))], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0 … 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0])3. Compare
Both runs take the same time steps, so their states can be compared step by step:
julia
y_process = [s[:y][1, ncells] for s in bed_states]
y_hand = [s[:Bed][:y][1, ncells] for s in states]
println("largest difference in the CO₂ fraction at the outlet: ", maximum(abs, y_process .- y_hand))
runs = [
"Process" => (bed_states, result.timesteps),
"By hand" => ([s[:Bed] for s in states], timesteps),
]2-element Vector{Pair{String, Tuple{Vector{OrderedCollections.OrderedDict{Symbol, Any}}, Vector{Float64}}}}:
"Process" => ([OrderedCollections.OrderedDict(:Pressure => [45469.00982894076, 45581.6193034709, 45693.308062181866, 45804.08416937538, 45913.95554627361, 46022.929974395556, 46131.01509881623, 46238.21843132601, 46344.54735349392, 46450.00911963836 … 55283.25600534442, 55287.175625867974, 55290.65941451006, 55293.70748512776, 55296.319936890344, 55298.49685429175, 55300.23830716111, 55301.544350671415, 55302.415025346316, 55302.85035706496], :y => [1.4492303385740136e-10 1.448187061789605e-10 … 1.3580516215103016e-10 1.3580472973515816e-10; 0.9999999998550769 0.9999999998551813 … 0.9999999998641949 0.9999999998641952], :AdsorbedConcentration => [3.0708676774209724e-5 3.070877806593399e-5 … 3.0716492398653286e-5 3.071649268076415e-5; 230.75816664039505 231.06171812556582 … 256.96470063866434 256.9658475284164], :Temperature => [296.0745738682131, 296.0790931082619, 296.08358666842116, 296.0880425125939, 296.0924609500678, 296.09684231814106, 296.10118694830715, 296.105495166257, 296.10976729200786, 296.11400364003094 … 296.4655054671911, 296.46566002163263, 296.4657973952023, 296.46591759277726, 296.4660206186076, 296.466106476318, 296.4661751689148, 296.46622669884124, 296.4662610684006, 296.4662782826941], :WallTemperature => [298.149809099928, 298.14976180646346, 298.14975635495074, 298.1497561337138, 298.1497565628855, 298.14975706958677, 298.14975758218833, 298.14975809176326, 298.149758597228, 298.1497590984794 … 298.14980068883045, 298.14980070711994, 298.14980072339273, 298.14980073776326, 298.1498007511407, 298.1498007707906, 298.1498008547902, 298.1498014674057, 298.14980631997514, 298.14984508089907]), OrderedCollections.OrderedDict(:Pressure => [66888.82036425835, 66884.45579299508, 66879.75132528969, 66874.7238765151, 66869.41204514375, 66863.86410817262, 66858.13053085734, 66852.25905324257, 66846.29198467497, 66840.26515852175 … 66411.181219363, 66411.05261886575, 66410.93837513348, 66410.83846422503, 66410.7528651942, 66410.68156008905, 66410.6245339512, 66410.58177481517, 66410.55327370805, 66410.539024649], :y => [0.08336954412143228 0.05509347551815641 … 1.359111181013218e-10 1.3591100059794874e-10; 0.9166304558785675 0.9449065244818435 … 0.9999999998640888 0.9999999998640889], :AdsorbedConcentration => [62.344647206726606 41.49223989147911 … 3.071678714760161e-5 3.071678730022354e-5; 46.715255067630586 65.19551977075939 … 259.14309361936046 259.14333111915346], :Temperature => [295.49186875482155, 294.9270443786534, 294.81005830983963, 294.8769436195598, 295.0401117431688, 295.2429708456224, 295.4496122437202, 295.6399731622865, 295.80505134454006, 295.94268415106734 … 296.4990688442075, 296.4991004660998, 296.49912857934277, 296.49915318414463, 296.49917428068477, 296.4991918691192, 296.49920594961696, 296.4992165226079, 296.49922359041835, 296.49922716657034], :WallTemperature => [298.14959568024796, 298.1494054522338, 298.14936790319, 298.14937132007606, 298.14938953867056, 298.1494132781441, 298.1494378291805, 298.14946067394675, 298.1494806596326, 298.1494974687086 … 298.1496053801116, 298.14960540215793, 298.14960542188476, 298.149605440089, 298.14960546242867, 298.14960552848345, 298.1496059094931, 298.1496084127734, 298.149624600396, 298.14972383205577]), OrderedCollections.OrderedDict(:Pressure => [79911.81542568341, 79899.0794951342, 79886.55013073412, 79874.14192228789, 79861.7745681562, 79849.37654401748, 79836.88756498185, 79824.26007648047, 79811.45948828325, 79798.46337134088 … 78253.94622185288, 78253.1807494776, 78252.50034659744, 78251.90500717169, 78251.39472592606, 78250.96949835277, 78250.62932071053, 78250.37419002464, 78250.2041040869, 78250.11906145568], :y => [0.12851973787696647 0.1111648310751193 … 1.2322017107533097e-10 1.2322023456131283e-10; 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0.36896464012500596 0.3733121774356243 … 0.9999999408546223 0.9999999446078633], :AdsorbedConcentration => [3147.7366373134264 2886.895117697026 … 0.002370859463243719 0.0021772710205549715; 2.3322084531437675 2.6184149869361306 … 43.75636563584973 43.75603695611152], :Temperature => [302.97364208963023, 308.993561438536, 315.862219509301, 322.3086631342783, 327.95238189385515, 332.6419211380339, 336.3522070733896, 339.1518758626734, 341.1673456317626, 342.5443621537658 … 293.3939333245288, 293.39399558097574, 293.394081187234, 293.39419229015533, 293.3943315433494, 293.39450222028853, 293.3947084334126, 293.3949554877338, 293.39524750172166, 293.3955466075456], :WallTemperature => [298.2201360911702, 298.35776545238974, 298.4901281516109, 298.6140680677635, 298.7268147714289, 298.8262421078429, 298.91095693848325, 298.980294124106, 299.0342408509621, 299.07331586344276 … 298.0568394520922, 298.06082592227506, 298.06564526775327, 298.07144467685674, 298.0784017105172, 298.0867329499985, 298.09670258081803, 298.1086286941006, 298.1228845327075, 298.1398921899228]), OrderedCollections.OrderedDict(:Pressure => [10000.001797506018, 9999.983957339142, 9999.95419661986, 9999.916457442507, 9999.87347574497, 9999.82737043003, 9999.779621224925, 9999.731062266426, 9999.68197783564, 9999.63226223644 … 9998.471207491697, 9998.471351145685, 9998.471478941201, 9998.471590861072, 9998.471686884961, 9998.471766988796, 9998.471831144065, 9998.471879317003, 9998.47191146799, 9998.471927554892], :y => [0.6303168574717302 0.6260057752074886 … 5.915450723782266e-8 5.540219427310703e-8; 0.36968314252827134 0.37399422479251343 … 0.999999940845492 0.9999999445978056], :AdsorbedConcentration => [3146.6631706002136 2886.322985117001 … 0.0023711229961699627 0.0021776362952616486; 2.338677613656884 2.6248182193258502 … 43.75554484621838 43.755214900945], :Temperature => [302.9676532544743, 308.97875253513763, 315.8469906659717, 322.29488445804583, 327.9400776855, 332.63076888639364, 336.34182382845125, 339.141898070479, 341.1574648499941, 342.5343462644047 … 293.3946488265087, 293.39471169453583, 293.3947980393442, 293.3949100305578, 293.39505034940254, 293.39522230338275, 293.3954300467268, 293.39567892092776, 293.3959729084636, 293.3962731654779], :WallTemperature => [298.2202641926629, 298.35815571570055, 298.49079455921463, 298.6150248283499, 298.72807382254075, 298.8278123104196, 298.9128435693566, 298.9824983141951, 299.0367589818621, 299.0761390889816 … 298.05640768403214, 298.06041397448405, 298.0652568184436, 298.07108456904774, 298.0780761365482, 298.0864494134276, 298.0964695033758, 298.1084545902693, 298.12277680721877, 298.13985580133146])], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0 … 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0])The two describe the same flowsheet and give the same results, at the outlet and at the feed end:
julia
f_outlet_comparison = Mocca.plot_cell_comparison(runs, bed, ncells)
f_inlet_comparison = Mocca.plot_cell_comparison(runs, bed, 1)
and along the bed at the end of the simulation:
julia
f_column_comparison = Mocca.plot_state_comparison(
[label => first(r)[end] for (label, r) in runs], bed)
Example on GitHub
If you would like to run this example yourself, it can be downloaded from the Mocca.jl GitHub repository.
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