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2026_Article_RESILINK_ML
Commit cf040013 by Joaquín Irazábal González
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Update and generate hysteretic curves data

parent edfe9c43
Showing with 1018 additions and 79 deletions
Code/data/hysteretic_curves/2W/H30_B29/merged_dataset_cycles.csv 0 → 100644
Case,CycleNum,tw1,tw2,CycleMaxAmpl,PosEnvDispl,PosEnvForce,NegEnvDispl,NegEnvForce,LoopEnergySigned,LoopEnergyAbs,CumLoopEnergyAbs,SecantStiffness,StiffnessRatio
1,1,15.22,18.46,0.011903995,0.011903995,-404245.35,0.0,0.0,-3325.0121816765914,3325.0121816765914,3325.0121816765914,-33958797.02570439,1.0
1,2,15.22,18.46,0.011904061,0.011712037,-382669.57,-0.011904061,422449.07,4416.8710779387275,4416.8710779387275,7741.883259615319,-35487811.26037577,1.0450255712389935
1,3,15.22,18.46,0.011904069,0.011904069,-424619.32,-0.011712046,403898.15,-4406.391072030902,4406.391072030902,12148.274331646222,-35670099.0224435,1.0503934811190097
1,4,15.22,18.46,0.011903975,0.011712045,-406349.7,-0.011903975,426014.75,4191.144351829864,4191.144351829864,16339.418683476084,-35787604.56066146,1.0538537196583493
1,5,15.22,18.46,0.024800414,0.024800414,-476348.09,-0.011711951,408020.94,-10701.832808536274,10701.832808536274,27041.251492012358,-19207263.636808645,0.5656049483222304
1,6,15.22,18.46,0.024799842,0.02440029,-435707.7,-0.024799842,510645.96,16132.028114583043,16132.028114583043,43173.2796065954,-20590694.085873615,0.6063434482172005
1,7,15.22,18.46,0.024800383,0.024800383,-509677.6,-0.024399978,476750.52,-16385.64342067446,16385.64342067446,59558.92302726986,-20551198.74560002,0.605180411133063
1,8,15.22,18.46,0.02479973,0.024400381,-475353.71,-0.02479973,513865.92,16147.421703908636,16147.421703908636,75706.3447311785,-20720625.58745599,0.6101695996996582
1,9,15.22,18.46,0.037696392,0.037696392,-549136.3,-0.024399644,479674.05,-24283.732341703373,24283.732341703373,99990.07707288188,-14567343.739422064,0.4289711360621998
1,10,15.22,18.46,0.037695991,0.037088137,-533074.44,-0.037695991,579800.02,30742.675789706675,30742.675789706675,130732.75286258855,-15380946.477836331,0.45292966256119294
1,11,15.22,18.46,0.037696377,0.037696377,-579012.64,-0.03708785,563144.46,-31358.189753702143,31358.189753702143,162090.9426162907,-15359901.562953914,0.45230994346847925
1,12,15.22,18.46,0.037695588,0.037088455,-562640.11,-0.037695588,581144.03,30976.759357900126,30976.759357900126,193067.70197419083,-15416765.21931426,0.4539844331836863
1,13,15.22,18.46,0.049600564,0.049600564,-634392.17,-0.03708783,564117.02,-40293.81020491046,40293.81020491046,233361.51217910126,-12790019.282845253,0.37663346181444884
1,14,15.22,18.46,0.04960007,0.048800576,-612735.52,-0.04960007,654462.41,46258.41375215484,46258.41375215484,279619.9259312561,-13194788.031549148,0.388552869571959
1,15,15.22,18.46,0.049600385,0.049600385,-652949.51,-0.048800042,633304.84,-47112.02662368714,47112.02662368714,326731.9525549433,-13164202.455283362,0.3876522023238632
1,16,15.22,18.46,0.0495999,0.048800313,-631278.94,-0.0495999,651148.66,46382.57972135325,46382.57972135325,373114.5322762965,-13128023.645208962,0.3865868285991398
1,17,15.22,18.46,0.048799922,2.5287879e-07,-553965.43,-0.048799922,630145.9,-14251.706453242365,14251.706453242365,387366.23872953886,-12912846.459057864,0.38025040902608415
2,1,12.74,12.61,0.011903988,0.011903988,-378757.99,0.0,0.0,-3048.491680109182,3048.491680109182,3048.491680109182,-31817739.56761381,1.0
2,2,12.74,12.61,0.011904052,0.011903987,-362377.59,-0.011904052,381393.82,4249.768528940992,4249.768528940992,7298.260209050174,-32038991.429136902,1.0069537265855397
2,3,12.74,12.61,0.011903975,0.011903975,-400667.07,-0.011712061,356779.26,-4318.943261607872,4318.943261607872,11617.203470658045,-33658258.69089947,1.0578456907466507
2,4,12.74,12.61,0.011904101,0.011712045,-358516.3,-0.011904101,384839.69,4143.501241974474,4143.501241974474,15760.70471263252,-32328328.69949608,1.016047310048448
2,5,12.74,12.61,0.024800033,0.024800033,-429450.41,-0.011712126,360717.49,-10022.600400500103,10022.600400500103,25783.305113132625,-17316525.74817138,0.5442412309451826
2,6,12.74,12.61,0.024800089,0.024399996,-380114.19,-0.024800089,461329.59,15048.417004593297,15048.417004593297,40831.72211772592,-18601932.839837793,0.5846403010593519
2,7,12.74,12.61,0.024800055,0.024800055,-499205.31,-0.024400107,417626.01,-15306.804074585572,15306.804074585572,56138.526192311496,-20129201.729592938,0.6326408476258246
2,8,12.74,12.61,0.024800243,0.024800044,-459861.74,-0.024800243,460884.59,14942.108788799796,14942.108788799796,71080.63498111129,-18583873.956396315,0.5840727282623246
2,9,12.74,12.61,0.037696303,0.037696303,-483172.41,-0.024400305,424832.74,-22481.17693499668,22481.17693499668,93561.81191610798,-12817501.228170836,0.4028413520996109
2,10,12.74,12.61,0.037695885,0.037088302,-467018.67,-0.037695885,513620.84,28542.58922218032,28542.58922218032,122104.40113828829,-13625382.186941626,0.42823224943391125
2,11,12.74,12.61,0.037696583,0.037696583,-510428.59,-0.037087778,497531.46,-29105.644198832222,29105.644198832222,151210.0453371205,-13540447.154056378,0.42556282558295677
2,12,12.74,12.61,0.037695938,0.037088635,-494104.28,-0.037695938,514455.06,28796.699523376916,28796.699523376916,180006.74486049742,-13647493.265720036,0.4289271787116943
2,13,12.74,12.61,0.04960043,0.04960043,-558364.26,-0.037087813,498240.46,-37182.43406462436,37182.43406462436,217189.17892512179,-11257246.358549714,0.3538040888991398
2,14,12.74,12.61,0.049599577,0.048800179,-537627.03,-0.049599577,581043.08,42853.646708083594,42853.646708083594,260042.8256332054,-11714678.131226804,0.3681807158655222
2,15,12.74,12.61,0.04960046,0.04960046,-574861.37,-0.048799797,560096.5,-43534.55774994033,43534.55774994033,303577.38338314573,-11589839.489391832,0.364257161158888
2,16,12.74,12.61,0.049600054,0.048800433,-554111.63,-0.049600054,640825.49,44424.045064563295,44424.045064563295,348001.428447709,-12919854.684029175,0.40605821971023526
2,17,12.74,12.61,0.048799722,1.1879505e-07,-527568.78,-0.048799722,616908.61,-13268.836945691291,13268.836945691291,361270.2653934003,-12641641.892959965,0.3973142675989296
3,1,18.03,11.3,0.011904169,0.011904169,-355264.53,0.0,0.0,-2991.1629137078044,2991.1629137078044,2991.1629137078044,-29843706.85597626,1.0
3,2,18.03,11.3,0.011903912,0.011712106,-331194.79,-0.011903912,379013.08,4317.023693664426,4317.023693664426,7308.18660737223,-31839371.796431296,1.0668705449388705
3,3,18.03,11.3,0.011904191,0.011904191,-379554.44,-0.011711883,353894.35,-4300.055679295029,4300.055679295029,11608.24228666726,-31884101.993995223,1.0683693600083184
3,4,18.03,11.3,0.011903834,0.011712253,-354493.06,-0.011903834,382077.36,4155.339614635074,4155.339614635074,15763.581901302334,-32097000.008568667,1.0755031257834908
3,5,18.03,11.3,0.024800212,0.024800212,-472963.84,-0.011711834,357248.35,-10063.246407245382,10063.246407245382,25826.828308547716,-19070959.554700583,0.6390278408354486
3,6,18.03,11.3,0.024800199,0.024800199,-435312.83,-0.02479988,471841.55,14968.041162535372,14968.041162535372,40794.86947108309,-17552795.8465172,0.5881573603180672
3,7,18.03,11.3,0.024800295,0.024800295,-469152.87,-0.024399817,429218.02,-15383.577597007315,15383.577597007315,56178.447068090405,-18917229.41198885,0.6338766663029541
3,8,18.03,11.3,0.024799767,0.024400269,-425644.14,-0.024799767,472137.37,15249.745782594704,15249.745782594704,71428.19285068511,-19037976.042274915,0.6379226325386091
3,9,18.03,11.3,0.037696558,0.037696558,-496285.45,-0.024399808,433760.71,-22776.259689341223,22776.259689341223,94204.45254002634,-13165272.277644023,0.4411406512327289
3,10,18.03,11.3,0.037695992,0.037088404,-480704.89,-0.037695992,524155.85,28917.842765479563,28917.842765479563,123122.29530550589,-13904816.459001796,0.46592122507118544
3,11,18.03,11.3,0.037696502,0.037696502,-520741.34,-0.037087796,508246.15,-29436.41639242008,29436.41639242008,152558.711697926,-13814049.37784413,0.4628798106250611
3,12,18.03,11.3,0.037695723,0.037088483,-505057.13,-0.037695723,524023.09,29069.91416837944,29069.91416837944,181628.6258663054,-13901393.800034026,0.4658065389504469
3,13,18.03,11.3,0.049600281,0.049600281,-674665.05,-0.037087799,508447.31,-37589.05343167072,37589.05343167072,219217.67929797614,-13602040.883599026,0.45577585080973915
3,14,18.03,11.3,0.049600226,0.049600104,-564955.96,-0.049600226,580503.55,42774.087658682445,42774.087658682445,261991.76695665857,-11703647.277736196,0.39216466420264806
3,15,18.03,11.3,0.049600151,0.049600151,-647217.35,-0.048800135,560582.55,-45433.34056101541,45433.34056101541,307425.107517674,-13048697.17029692,0.4372344639782539
3,16,18.03,11.3,0.049600326,0.048799916,-625709.85,-0.049600326,660980.55,44475.20738261137,44475.20738261137,351900.31490028533,-13326133.179044025,0.44653076252742513
3,17,18.03,11.3,0.048800281,,,-0.048800281,639356.43,-12833.931445912254,12833.931445912254,364734.2463461976,-13101490.747563524,0.43900346598331247
4,1,21.19,19.38,0.011904098,0.011904098,-418539.56,0.0,0.0,-3400.5268220341786,3400.5268220341786,3400.5268220341786,-35159283.802939124,1.0
4,2,21.19,19.38,0.011903989,0.01171206,-398646.56,-0.011903989,440828.41,4440.345004496563,4440.345004496563,7840.871826530742,-37031990.704964526,1.0532635110692685
4,3,21.19,19.38,0.011904165,0.011904165,-442551.48,-0.011711964,423645.42,-4410.737856132675,4410.737856132675,12251.609682663417,-37176188.33408307,1.0573647786015297
4,4,21.19,19.38,0.011903892,0.011712149,-425472.66,-0.011903892,444473.98,4205.987598113828,4205.987598113828,16457.597280777245,-37338542.72199378,1.061982460486652
4,5,21.19,19.38,0.024800095,0.024800095,-503995.48,-0.011711859,427679.26,-11047.594178414634,11047.594178414634,27505.19145919188,-20322320.53949793,0.5780072385262608
4,6,21.19,19.38,0.024800083,0.024400256,-467802.98,-0.024800083,543594.67,16687.309211142456,16687.309211142456,44192.50067033434,-21919066.561188526,0.6234218729835507
4,7,21.19,19.38,0.024800165,0.024800165,-541095.79,-0.024400019,512910.89,-16907.469959107377,16907.469959107377,61099.97062944171,-21818233.467398304,0.6205539791335118
4,8,21.19,19.38,0.024800071,0.024400205,-510225.78,-0.024800071,545915.35,16684.387855667144,16684.387855667144,77784.35848510885,-22012652.70571201,0.6260836491746704
4,9,21.19,19.38,0.037695795,0.037695795,-671957.3,-0.024400085,515050.82,-25304.67537878013,25304.67537878013,103089.033863889,-17825789.32212466,0.5070009224884872
4,10,21.19,19.38,0.037696431,0.037695787,-589430.71,-0.037696431,620162.92,31662.775220115425,31662.775220115425,134751.8090840044,-16451502.265559305,0.46791346370326375
4,11,21.19,19.38,0.037695985,0.037695985,-618889.66,-0.03708852,603902.11,-32610.47861817423,32610.47861817423,167362.28770217864,-16417919.83947362,0.4669583126747642
4,12,21.19,19.38,0.037696299,0.037088102,-602847.56,-0.037696299,619920.42,32172.90744025308,32172.90744025308,199535.1951424317,-16445126.881023519,0.467732135079748
4,13,21.19,19.38,0.049599927,0.049599927,-675565.72,-0.037088176,604273.75,-42015.12993349791,42015.12993349791,241550.32507592964,-13620296.658904355,0.3873883420163915
4,14,21.19,19.38,0.049600286,0.048799788,-653453.8,-0.049600286,693517.08,48156.723825230874,48156.723825230874,289707.0489011605,-13982118.570848562,0.3976792772348717
4,15,21.19,19.38,0.049599928,0.049599928,-691237.57,-0.048800336,672230.35,-49000.31717898316,49000.31717898316,338707.36608014366,-13936261.560702264,0.39637501260868313
4,16,21.19,19.38,0.049600705,0.048800116,-668770.32,-0.049600705,791415.9,50200.13614422832,50200.13614422832,388907.502224372,-15955738.935565533,0.4538129680056714
4,17,21.19,19.38,0.048800454,,,-0.048800454,768035.4,-13129.824189589242,13129.824189589242,402037.32641396124,-15738283.910227558,0.44762811433923244
5,1,9.78,15.96,0.011904088,0.011904088,-360255.38,0.0,0.0,-3035.6424265473383,3035.6424265473383,3035.6424265473383,-30263165.05724756,1.0
5,2,9.78,15.96,0.011903908,0.011712102,-335936.12,-0.011903908,395069.74,4284.961404963769,4284.961404963769,7320.603831511107,-33188238.68598447,1.0966545839869581
5,3,9.78,15.96,0.01190417,0.01190417,-379796.75,-0.011903907,377982.06,-4215.518712797974,4215.518712797974,11536.12254430908,-31904513.292400897,1.0542358418905777
5,4,9.78,15.96,0.011903975,0.011712195,-355413.76,-0.011903975,381397.52,4100.184362349027,4100.184362349027,15636.306906658108,-32039509.491577394,1.0586965848076233
5,5,9.78,15.96,0.02479986,0.02479986,-461631.83,-0.01171201,357240.23,-9925.713936886063,9925.713936886063,25562.02084354417,-18614291.774227757,0.6150808000093805
5,6,9.78,15.96,0.024800186,0.024799859,-425420.92,-0.024800186,456501.57,14720.086788725384,14720.086788725384,40282.10763226956,-18407183.317092866,0.6082372178281013
5,7,9.78,15.96,0.024799965,0.024799965,-455403.55,-0.024400286,412556.65,-15155.393447226937,15155.393447226937,55437.50107949649,-18363072.28659395,0.6067796362957179
5,8,9.78,15.96,0.02480026,0.024399837,-410865.82,-0.02480026,459253.1,14970.265003060198,14970.265003060198,70407.76608255669,-18518076.020170756,0.6119014975843038
5,9,9.78,15.96,0.037695883,0.037695883,-475793.69,-0.024400262,415453.19,-22245.95963898716,22245.95963898716,92653.72572154386,-12621900.646285431,0.41707140090632
5,10,9.78,15.96,0.037696653,0.037087797,-458810.9,-0.037696653,504924.05,28274.44986741709,28274.44986741709,120928.17558896093,-13394400.02803432,0.44259746139231293
5,11,9.78,15.96,0.03769564,0.03769564,-503302.62,-0.037088685,487595.61,-28852.92131517208,28852.92131517208,149781.096904133,-13351746.249698903,0.44118803252871813
5,12,9.78,15.96,0.037696511,0.037087737,-486217.55,-0.037696511,507832.52,28547.806479839506,28547.806479839506,178328.90338397253,-13471605.369526109,0.44514859381173244
5,13,9.78,15.96,0.049599482,0.049599482,-656780.68,-0.037088666,489348.73,-36828.70956875834,36828.70956875834,215157.61295273085,-13241684.257912211,0.4375512023565107
5,14,9.78,15.96,0.049601215,0.049599384,-551001.41,-0.049601215,572765.98,42085.594994049345,42085.594994049345,257243.2079467802,-11547418.34449015,0.3815667767282894
5,15,9.78,15.96,0.04959953,0.04959953,-569706.65,-0.04880099,550726.07,-43242.00235228484,43242.00235228484,300485.21029906505,-11486130.00969969,0.37954159744930377
5,16,9.78,15.96,0.049601046,0.048799559,-547628.51,-0.049601046,570682.82,42634.27700717455,42634.27700717455,343119.4873062396,-11505459.380836442,0.38018030695309124
5,17,9.78,15.96,0.048801159,,,-0.048801159,548658.0,-13799.073985546323,13799.073985546323,356918.5612917859,-11242724.788564961,0.3714986442197163
6,1,18.64,13.8,0.011904148,0.011904148,-377966.73,0.0,0.0,-3146.8179251785978,3146.8179251785978,3146.8179251785978,-31750842.647453643,1.0
6,2,18.64,13.8,0.011903899,0.01171219,-352575.76,-0.011903899,400689.69,4397.737799223637,4397.737799223637,7544.555724402235,-33660373.79853441,1.0601411172699666
6,3,18.64,13.8,0.011904148,0.011904148,-420838.9,-0.011711894,378339.17,-4373.488971882996,4373.488971882996,11918.044696285231,-35352290.646924086,1.1134284226550841
6,4,18.64,13.8,0.011904147,0.011904147,-401728.1,-0.011903885,404056.17,4128.131798355593,4128.131798355593,16046.176494640824,-33746903.49505933,1.0628663897134636
6,5,18.64,13.8,0.024800178,0.024800178,-459244.78,-0.011711891,382316.5,-10440.717861978792,10440.717861978792,26486.894356619618,-18517801.76739054,0.5832223721746054
6,6,18.64,13.8,0.024799801,0.024400247,-414133.75,-0.024799801,496354.83,15726.166242908668,15726.166242908668,42213.06059952828,-20014468.26125742,0.6303602233014293
6,7,18.64,13.8,0.024800303,0.024800303,-493637.2,-0.024399793,458986.47,-15968.91932062972,15968.91932062972,58181.979920158,-19904482.61861962,0.6268962005081122
6,8,18.64,13.8,0.024799631,0.024400385,-455369.93,-0.024799631,493583.31,15801.814663653904,15801.814663653904,73983.7945838119,-19902848.957712315,0.6268447479868219
6,9,18.64,13.8,0.037696363,0.037696363,-612541.84,-0.02439974,463359.31,-23703.71525314134,23703.71525314134,97687.50983695325,-16249361.775299119,0.511777339446526
6,10,18.64,13.8,0.037696343,0.037696343,-529429.13,-0.037695631,558794.6,29722.210572164684,29722.210572164684,127409.72040911793,-14044575.35841076,0.4423370905255993
6,11,18.64,13.8,0.03769652,0.03769652,-556013.42,-0.037087744,542831.15,-30584.72395797154,30584.72395797154,157994.44436708948,-14749728.091611642,0.46454603600243477
6,12,18.64,13.8,0.037696162,0.037088456,-540298.74,-0.037696162,558288.71,30201.997057813216,30201.997057813216,188196.4414249027,-14810226.83423315,0.4664514576409487
6,13,18.64,13.8,0.049600381,0.049600381,-605596.56,-0.037088239,542272.36,-39200.360973182695,39200.360973182695,227396.8023980854,-12209514.277722988,0.384541425035287
6,14,18.64,13.8,0.049599755,0.04880059,-584761.12,-0.049599755,622959.02,45014.006464025464,45014.006464025464,272410.80886211083,-12559719.700228358,0.39557122435097397
6,15,18.64,13.8,0.049600505,0.049600505,-693318.52,-0.048799757,602547.85,-47375.70109245894,47375.70109245894,319786.5099545698,-13978053.650865046,0.44024197423894385
6,16,18.64,13.8,0.049599529,0.048800663,-668541.17,-0.049599529,712751.77,46366.60905264127,46366.60905264127,366153.11900721106,-14370131.821211446,0.4525905652574516
6,17,18.64,13.8,0.048799373,4.7190314e-07,-546848.45,-0.048799373,690388.3,-12902.351082841973,12902.351082841973,379055.47009005304,-14147483.001472171,0.4455781901147991
7,1,13.46,20.99,0.011904132,0.011904132,-404793.09,0.0,0.0,-3324.8223016248703,3324.8223016248703,3324.8223016248703,-34004418.80180764,1.0
7,2,13.46,20.99,0.011904098,0.011712129,-383372.65,-0.011904098,422158.22,4393.864199141943,4393.864199141943,7718.686500766813,-35463268.195540726,1.0429017593929744
7,3,13.46,20.99,0.011903947,0.011903947,-424330.7,-0.011712053,403650.45,-4388.264102682665,4388.264102682665,12106.950603449477,-35646218.85497306,1.0482819619042612
7,4,13.46,20.99,0.011904081,0.011711949,-406247.34,-0.011904081,425683.99,4171.095835715792,4171.095835715792,16278.046439165271,-35759500.46038833,1.0516133408663757
7,5,13.46,20.99,0.024800114,0.024800114,-476037.04,-0.011712112,407789.6,-10675.43904268632,10675.43904268632,26953.48548185159,-19194953.70061605,0.5644840987429453
7,6,13.46,20.99,0.024799868,0.024400139,-435699.4,-0.024799868,510041.4,16075.21408852395,16075.21408852395,43028.69957037554,-20566294.94963441,0.6048124236295174
7,7,13.46,20.99,0.024800375,0.024800375,-509218.25,-0.024400007,476507.52,-16327.787903198783,16327.787903198783,59356.48747357432,-20532683.477568384,0.6038239793846112
7,8,13.46,20.99,0.024799754,0.024400228,-475008.77,-0.024799754,513367.08,16088.053378650971,16088.053378650971,75444.5408522253,-20700490.819384743,0.6087588480790127
7,9,13.46,20.99,0.037696287,0.037696287,-629154.47,-0.024399769,479413.21,-24211.23333738411,24211.23333738411,99655.7741896094,-16690091.254876109,0.49082124744296113
7,10,13.46,20.99,0.037696273,0.037696273,-547872.71,-0.037695952,579437.78,30342.90941113089,30342.90941113089,129998.68360074029,-14533869.435845818,0.42741119971952624
7,11,13.46,20.99,0.037696255,0.037696255,-578503.5,-0.037087977,562124.14,-31291.51006265662,31291.51006265662,161290.1936633969,-15346444.89220481,0.4513073721874349
7,12,13.46,20.99,0.037696092,0.037088402,-561484.28,-0.037696092,583656.21,30931.592179018808,30931.592179018808,192221.78584241573,-15483202.078348067,0.45532911968267475
7,13,13.46,20.99,0.049600142,0.049600142,-634281.08,-0.037088177,566721.69,-40203.509206096125,40203.509206096125,232425.29504851185,-12787888.389513077,0.3760654891367614
7,14,13.46,20.99,0.049599971,0.048800063,-611758.49,-0.049599971,765519.44,46277.847133708754,46277.847133708754,278703.1421822206,-15433868.701253876,0.45387832655541305
7,15,13.46,20.99,0.049600418,0.049600418,-654452.31,-0.049599963,659916.28,-46607.30370603718,46607.30370603718,325310.44588825776,-13194491.828677734,0.3880228597812802
7,16,13.46,20.99,0.049599956,0.04880029,-631931.22,-0.049599956,657468.86,46414.373988180065,46414.373988180065,371724.81987643783,-13255432.323367383,0.3898149943578138
7,17,13.46,20.99,0.048799965,,,-0.048799965,634817.97,-14178.041248935633,14178.041248935633,385902.86112537346,-13008574.288936477,0.38255540742384203
8,1,8.58,8.88,0.01190402,0.01190402,-327985.62,0.0,0.0,-2711.985163100209,2711.985163100209,2711.985163100209,-27552509.152370375,1.0
8,2,8.58,8.88,0.011904043,0.011904019,-310932.07,-0.011904043,329994.58,3992.3093781401267,3992.3093781401267,6704.294541240335,-27721218.748957813,1.0061232026329958
8,3,8.58,8.88,0.011904001,0.011904001,-347790.98,-0.011712054,307303.93,-4063.496094447426,4063.496094447426,10767.790635687761,-29216309.7096514,1.060386534964199
8,4,8.58,8.88,0.011904089,0.011903999,-331464.16,-0.011904089,333374.21,3850.465807324515,3850.465807324515,14618.256443012277,-28005016.59555805,1.0164234567779373
8,5,8.58,8.88,0.024800188,0.024800188,-372117.0,-0.011712115,311088.04,-9051.45563207476,9051.45563207476,23669.712075087038,-15004603.997356793,0.5445821255109148
8,6,8.58,8.88,0.0247999,0.02440026,-327175.36,-0.0247999,401335.39,13516.123370345089,13516.123370345089,37185.83544543212,-16182943.882838238,0.5873491881753354
8,7,8.58,8.88,0.024800419,0.024800419,-399912.79,-0.024399973,353348.44,-13789.208327715283,13789.208327715283,50975.04377314741,-16125243.287220268,0.5852549834225531
8,8,8.58,8.88,0.024799852,0.024400339,-351961.13,-0.024799852,403580.29,13652.408852562672,13652.408852562672,64627.45262571008,-16273495.906346537,0.5906357136604565
8,9,8.58,8.88,0.037696197,0.037696197,-484285.37,-0.024399838,355363.52,-20085.784807587777,20085.784807587777,84713.23743329785,-12847061.734105432,0.46627556361777617
8,10,8.58,8.88,0.03769615,0.03769615,-405094.06,-0.037695956,430890.63,25364.294959963994,25364.294959963994,110077.53239326185,-10746297.9641157,0.3900297393855029
8,11,8.58,8.88,0.037696193,0.037696193,-431763.23,-0.037087938,417283.05,-26146.884681351068,26146.884681351068,136224.41707461292,-11453762.1876034,0.4157066829834632
8,12,8.58,8.88,0.037696508,0.037088108,-413471.84,-0.037696508,432029.51,25888.01627003862,25888.01627003862,162112.43334465154,-11460730.261805683,0.415959584603557
8,13,8.58,8.88,0.049599622,0.049599622,-461482.34,-0.037088434,417876.36,-33140.7366388208,33140.7366388208,195253.16998347233,-9304150.342113495,0.33768795033003546
8,14,8.58,8.88,0.049600589,0.048799694,-441071.16,-0.049600589,482399.24,38439.22220142311,38439.22220142311,233692.39218489546,-9725675.636634072,0.35298693062215575
8,15,8.58,8.88,0.049599679,0.049599679,-477195.1,-0.04880053,462165.51,-39056.351094233854,39056.351094233854,272748.7432791293,-9620931.216107264,0.34918530152378385
8,16,8.58,8.88,0.049600632,0.04879949,-456987.45,-0.049600632,524113.52,39556.185571919,39556.185571919,312304.9288510483,-10566670.198879724,0.38351026908090735
8,17,8.58,8.88,0.048800499,,,-0.048800499,503390.89,-12980.498962012056,12980.498962012056,325285.42781306035,-10315281.612181876,0.37438628747518043
Code/data/hysteretic_curves/2W/H30_B29/merged_dataset_points.csv 0 → 100644
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Code/data/hysteretic_curves/2W/H30_B34/merged_dataset_cycles.csv 0 → 100644
Case,CycleNum,tw1,tw2,CycleMaxAmpl,PosEnvDispl,PosEnvForce,NegEnvDispl,NegEnvForce,LoopEnergySigned,LoopEnergyAbs,CumLoopEnergyAbs,SecantStiffness,StiffnessRatio
1,1,15.22,18.46,0.011904087,0.011904087,-549091.69,0.0,0.0,-4596.089088607918,4596.089088607918,4596.089088607918,-46126316.9531607,1.0
1,2,15.22,18.46,0.011903973,0.011712038,-530323.27,-0.011903973,601829.95,6471.824117376275,6471.824117376275,11067.913205984194,-50557066.11565735,1.0960568598398153
1,3,15.22,18.46,0.011904116,0.011904116,-580940.18,-0.011903969,578265.07,-6352.1799541904875,6352.1799541904875,17420.09316017468,-48801622.900852114,1.0579995569645864
1,4,15.22,18.46,0.011904,0.011712085,-562828.7,-0.011904,583846.42,6180.370225407147,6180.370225407147,23600.46338558183,-49046238.239247315,1.0633027191191455
1,5,15.22,18.46,0.024800109,0.024800109,-654347.36,-0.011711941,565884.0,-14950.17500349614,14950.17500349614,38550.63838907797,-26384858.227840852,0.5720131146528249
1,6,15.22,18.46,0.024800043,0.024400139,-613212.19,-0.024800043,709557.53,22457.702891241486,22457.702891241486,61008.34128031945,-28611141.117779512,0.620278032317926
1,7,15.22,18.46,0.024800298,0.024800298,-705770.84,-0.024399878,666700.93,-22852.878517261615,22852.878517261615,83861.21979758107,-28458159.655984778,0.616961455753834
1,8,15.22,18.46,0.024799789,0.024400279,-665658.64,-0.024799789,762239.19,22616.929176451926,22616.929176451926,106478.148974033,-30735712.711104114,0.6663378899797031
1,9,15.22,18.46,0.037696611,0.037696611,-748527.95,-0.024799768,713609.08,-33233.56052444896,33233.56052444896,139711.70949848194,-19856637.775740635,0.43048392083643267
1,10,15.22,18.46,0.037696018,0.037088622,-713416.56,-0.037696018,796260.63,42755.754669478774,42755.754669478774,182467.46416796074,-21123202.721306004,0.457942539456504
1,11,15.22,18.46,0.03769604,0.03769604,-792175.56,-0.03708785,760423.98,-43586.79272109943,43586.79272109943,226054.25688906017,-21014821.716021102,0.4555928828516864
1,12,15.22,18.46,0.037696081,0.037088119,-756902.53,-0.037696081,796832.83,43204.62251143718,43204.62251143718,269258.87940049736,-21138346.715670522,0.4582708551635633
1,13,15.22,18.46,0.049600482,0.049600482,-853127.64,-0.037088045,760723.71,-55283.46144041414,55283.46144041414,324542.3408409115,-17199986.8872242,0.3728887980518811
1,14,15.22,18.46,0.049600136,0.048800656,-802835.41,-0.049600136,887901.64,63988.64064004078,63988.64064004078,388530.98148095224,-17901193.65801739,0.3880906788243094
1,15,15.22,18.46,0.049600112,0.049600112,-873292.26,-0.048800132,837798.0,-65031.50579033084,65031.50579033084,453562.4872712831,-17606659.03335057,0.3817052866204205
1,16,15.22,18.46,0.049600164,0.048800029,-825421.98,-0.049600164,954976.68,65786.21178968658,65786.21178968658,519348.6990609697,-19253498.436013237,0.4174081025277682
1,17,15.22,18.46,0.048800049,,,-0.048800049,902842.62,-20046.520733245998,20046.520733245998,539395.2197942156,-18500854.78397778,0.401091090857408
2,1,12.74,12.61,0.011904038,0.011904038,-477329.21,0.0,0.0,-4104.722704461647,4104.722704461647,4104.722704461647,-40098091.92477376,1.0
2,2,12.74,12.61,0.01190401,0.011712069,-457833.39,-0.01190401,506489.42,6122.11508916564,6122.11508916564,10226.837793627286,-42547798.59895951,1.0610928489759945
2,3,12.74,12.61,0.011904088,0.011904088,-508040.91,-0.011711979,487924.31,-6133.038273398707,6133.038273398707,16359.876067025994,-42677852.34786571,1.0643362389395417
2,4,12.74,12.61,0.011904115,0.01171205,-489267.14,-0.011904115,511673.66,5919.046090068662,5919.046090068662,22278.922157094654,-42982923.132043,1.0719443511846234
2,5,12.74,12.61,0.024799979,0.024799979,-572038.63,-0.011712054,493100.29,-13649.05390501604,13649.05390501604,35927.9760621107,-23066093.322095152,0.5752416689893479
2,6,12.74,12.61,0.024800078,0.024399835,-529736.8,-0.024800078,668861.51,20414.69312209319,20414.69312209319,56342.669184203885,-26970137.351987362,0.6726040082551766
2,7,12.74,12.61,0.024800063,0.024800012,-617217.96,-0.024800063,621396.6,-20578.580198888776,20578.580198888776,76921.24938309265,-25056250.86516917,0.6248738945527903
2,8,12.74,12.61,0.024800315,0.024399984,-577703.3,-0.024800315,624869.2,20640.496232549656,20640.496232549656,97561.74561564231,-25196018.679601446,0.628359542066754
2,9,12.74,12.61,0.037696323,0.037696323,-653837.74,-0.024400279,582222.56,-30283.87969605468,30283.87969605468,127845.62531169699,-17344867.82702918,0.43256092732714346
2,10,12.74,12.61,0.037696115,0.037088219,-614792.07,-0.037696115,694093.59,38638.110968516994,38638.110968516994,166483.73628021398,-18412868.010403723,0.4591956157152635
2,11,12.74,12.61,0.037696349,0.037696349,-691570.4,-0.037087983,657686.38,-39421.94579453709,39421.94579453709,205905.68207475106,-18345819.11367597,0.4575234938384036
2,12,12.74,12.61,0.037696032,0.037088265,-652392.15,-0.037696032,694151.72,39075.642579198946,39075.642579198946,244981.32465395003,-18414450.624405243,0.45923508427662274
2,13,12.74,12.61,0.049600563,0.049600563,-731387.64,-0.037088046,657871.88,-49736.73239593583,49736.73239593583,294718.05704988586,-14745551.174489694,0.3677369786610586
2,14,12.74,12.61,0.049599876,0.04880046,-684483.55,-0.049599876,761767.56,57686.17669708596,57686.17669708596,352404.2337469718,-15358255.3311222,0.3830171111367378
2,15,12.74,12.61,0.049600386,0.049600386,-809219.28,-0.048799735,715191.62,-59847.739349825424,59847.739349825424,412251.97309679724,-16314777.872898005,0.406871676176149
2,16,12.74,12.61,0.04959966,0.048800453,-760301.66,-0.04959966,822688.96,59015.18083313988,59015.18083313988,471267.1539299371,-16586584.666104566,0.41365022298871273
2,17,12.74,12.61,0.04879975,1.9837731e-07,-688113.69,-0.04879975,773814.23,-18908.15590624989,18908.15590624989,490175.309836187,-15856930.20968345,0.3954534854035431
3,1,18.03,11.3,0.011904095,0.011904095,-470454.92,0.0,0.0,-4016.652991157598,4016.652991157598,4016.652991157598,-39520427.21433254,1.0
3,2,18.03,11.3,0.01190397,0.01171208,-449968.88,-0.01190397,508498.93,6071.069543630319,6071.069543630319,10087.722534787918,-42716751.63831898,1.0808777801578837
3,3,18.03,11.3,0.011904073,0.011904073,-508074.61,-0.011711976,489443.69,-6068.960919011613,6068.960919011613,16156.683453799531,-42680737.08889386,1.0799664906814366
3,4,18.03,11.3,0.011904022,0.011712097,-488958.98,-0.011904022,512382.18,5902.657349486347,5902.657349486347,22059.34080328588,-43042778.31475782,1.0891273538446935
3,5,18.03,11.3,0.024800058,0.024800058,-587027.93,-0.011712014,493092.69,-13772.802249851818,13772.802249851818,35832.1430531377,-23670425.690133467,0.598941543869473
3,6,18.03,11.3,0.024800035,0.024400007,-543548.48,-0.024800035,641542.41,20689.64395369599,20689.64395369599,56521.787006833685,-25868609.056398507,0.6545629913387413
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8,10,8.58,8.88,0.037695583,0.03708842,-478714.51,-0.037695583,584118.26,33424.20172474679,33424.20172474679,145184.4672080887,-15495668.550875047,0.46310118693978786
8,11,8.58,8.88,0.037696803,0.037696803,-583482.7,-0.037087781,520609.85,-34092.7174559019,34092.7174559019,179277.1846639906,-15478307.27183947,0.4625823304024418
8,12,8.58,8.88,0.037695525,0.037088948,-514510.82,-0.037695525,585141.34,33839.794354829944,33839.794354829944,213116.97901882054,-15522833.015324762,0.46391301998125645
8,13,8.58,8.88,0.049600739,0.049600739,-585764.8,-0.037087614,520945.64,-42770.335014878176,42770.335014878176,255887.3140336987,-11809598.240058482,0.35293985182357773
8,14,8.58,8.88,0.049599902,0.048800658,-541703.97,-0.049599902,612605.32,49926.04772327829,49926.04772327829,305813.361756977,-12350938.112740625,0.3691182526943667
8,15,8.58,8.88,0.049600542,0.049600542,-642664.33,-0.048799606,568874.62,-51512.95161435711,51512.95161435711,357326.3133713341,-12956800.552703638,0.3872249651700451
8,16,8.58,8.88,0.049600136,0.048800441,-598681.36,-0.049600136,655725.83,51104.44826680557,51104.44826680557,408430.76163813967,-13220242.58159292,0.3950981534657229
8,17,8.58,8.88,0.048800334,,,-0.048800334,612056.43,-17469.447521398917,17469.447521398917,425900.2091595386,-12542054.117908292,0.37482991647613617
Code/data/hysteretic_curves/2W/H30_B34/merged_dataset_points.csv 0 → 100644
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Code/data/hysteretic_curves/2W/widthsH30.txt 0 → 100644
15.22 18.46
12.74 12.61
18.03 11.3
21.19 19.38
9.78 15.96
18.64 13.8
13.46 20.99
8.58 8.88
Code/data/hysteretic_curves/3W/H45_B29/merged_dataset_cycles.csv 0 → 100644
Case,CycleNum,tw1,tw2,tw3,CycleMaxAmpl,PosEnvDispl,PosEnvForce,NegEnvDispl,NegEnvForce,LoopEnergySigned,LoopEnergyAbs,CumLoopEnergyAbs,SecantStiffness,StiffnessRatio
1,1,8.93,10.69,11.92,0.015872117,0.015872117,-249629.66,0.0,0.0,-3121.8257843576735,3121.8257843576735,3121.8257843576735,-15727559.21595084,1.0
1,2,8.93,10.69,11.92,0.015871885,0.015616094,-229640.85,-0.015871885,288809.15,4592.604143884512,4592.604143884512,7714.429928242185,-18196272.843458734,1.156967371326387
1,3,8.93,10.69,11.92,0.015872199,0.015872199,-264435.69,-0.015871884,263049.41,-4528.937255001696,4528.937255001696,12243.367183243881,-16660305.859320438,1.0593065097109036
1,4,8.93,10.69,11.92,0.015871873,0.01561621,-243870.71,-0.015871873,265635.25,4417.426676532873,4417.426676532873,16660.793859776757,-16736225.774992023,1.0641336996536752
1,5,8.93,10.69,11.92,0.031744301,0.031744301,-279078.31,-0.01561585,245160.27,-9792.53541155765,9792.53541155765,26453.329271334405,-8791446.0614521,0.5589834977404405
1,6,8.93,10.69,11.92,0.031743794,0.031232311,-247893.8,-0.031743794,301108.87,14392.349704645463,14392.349704645463,40845.67897597987,-9485598.035319911,0.6031195244650326
1,7,8.93,10.69,11.92,0.031744275,0.031744275,-307219.06,-0.031231798,264162.03,-14629.782819692004,14629.782819692004,55475.46179567187,-9677935.942780232,0.6153488796255747
1,8,8.93,10.69,11.92,0.031743988,0.031232319,-264067.21,-0.031743988,303835.18,14415.734881177927,14415.734881177927,69891.1966768498,-9571424.359157393,0.6085765901583817
1,9,8.93,10.69,11.92,0.047615993,0.047615993,-312245.12,-0.031231886,266301.9,-21152.89207840739,21152.89207840739,91044.0887552572,-6557568.168325293,0.41694760631863514
1,10,8.93,10.69,11.92,0.047616146,0.046847952,-303130.93,-0.047616146,330672.33,26654.624210071026,26654.624210071026,117698.71296532822,-6944542.088727635,0.44155243629186297
1,11,8.93,10.69,11.92,0.047616087,0.047616087,-332074.63,-0.04684832,321531.11,-27158.05505353115,27158.05505353115,144856.76801885935,-6974000.824553265,0.443425500981758
1,12,8.93,10.69,11.92,0.047616178,0.046848135,-319382.74,-0.047616178,335459.51,26831.677916803368,26831.677916803368,171688.44593566272,-7045074.260265072,0.4479445388525373
1,13,8.93,10.69,11.92,0.063487962,0.063487962,-364193.92,-0.046848261,322785.93,-35312.52892365309,35312.52892365309,207000.97485931581,-5736424.8044377295,0.3647371296252928
1,14,8.93,10.69,11.92,0.063488206,0.062463871,-338649.75,-0.063488206,381459.1,41132.23937690964,41132.23937690964,248133.21423622547,-6008345.865057204,0.3820265931005721
1,15,8.93,10.69,11.92,0.063488261,0.063488261,-376279.31,-0.062464078,355131.5,-41749.279439884645,41749.279439884645,289882.4936761101,-5926754.081356866,0.37683877071948785
1,16,8.93,10.69,11.92,0.063487961,0.062464373,-355411.81,-0.063487961,439763.18,43029.25826331035,43029.25826331035,332911.7519394205,-6926717.649665895,0.4404191111002679
1,17,8.93,10.69,11.92,0.062463922,1.1973338e-07,-393004.08,-0.062463922,417270.75,-13449.419222513767,13449.419222513767,346361.1711619342,-6680188.125234916,0.42474410895620035
2,1,14.65,7.11,11.38,0.015872144,0.015872144,-229150.9,0.0,0.0,-2951.50008708719,2951.50008708719,2951.50008708719,-14437299.71199858,1.0
2,2,14.65,7.11,11.38,0.015872017,0.0156161,-210819.1,-0.015872017,243510.8,4495.487109151629,4495.487109151629,7446.987196238819,-15342145.865897195,1.0626741961411672
2,3,14.65,7.11,11.38,0.015871999,0.015871999,-271807.55,-0.015616003,223726.41,-4503.911078969844,4503.911078969844,11950.898275208663,-17124972.727127817,1.1861617524567671
2,4,14.65,7.11,11.38,0.015872143,0.01561596,-224974.48,-0.015872143,246291.37,4348.710619833389,4348.710619833389,16299.608895042053,-15517209.616874043,1.0747999921327371
2,5,14.65,7.11,11.38,0.031743919,0.031743919,-257035.66,-0.015616126,226378.32,-9432.696370046466,9432.696370046466,25732.30526508852,-8097162.168288043,0.5608501818077959
2,6,14.65,7.11,11.38,0.031744192,0.031231998,-231067.82,-0.031744192,280247.13,13839.978288817265,13839.978288817265,39572.283553905785,-8828296.212422103,0.6114922034267297
2,7,14.65,7.11,11.38,0.031744026,0.031744026,-279295.9,-0.031232103,248333.17,-14091.8716931175,14091.8716931175,53664.155247023285,-8798376.740240825,0.609419830283682
2,8,14.65,7.11,11.38,0.031744087,0.031232011,-247481.31,-0.031744087,282477.97,13936.875446208265,13936.875446208265,67601.03069323154,-8898601.178858915,0.6163618790474681
2,9,14.65,7.11,11.38,0.047615971,0.047615971,-393461.02,-0.031231989,249956.14,-20402.749034104545,20402.749034104545,88003.77972733609,-8263215.298077194,0.5723518568510276
2,10,14.65,7.11,11.38,0.047616088,0.047615967,-292261.13,-0.047616088,411227.1,25495.76397990716,25495.76397990716,113499.54370724325,-8636305.86368204,0.5981939861305615
2,11,14.65,7.11,11.38,0.047616077,0.047615997,-306220.92,-0.047616077,308757.5,-25984.624241323792,25984.624241323792,139484.16794856705,-6484312.010836172,0.44913606700615744
2,12,14.65,7.11,11.38,0.047616045,0.046847952,-300777.47,-0.047616045,413856.59,25969.175832583638,25969.175832583638,165453.34378115067,-8691536.434829898,0.6020195333069465
2,13,14.65,7.11,11.38,0.063488105,0.063488105,-335756.72,-0.047616036,312402.37,-33860.66071328221,33860.66071328221,199314.00449443288,-5288498.058022049,0.3663079774971267
2,14,14.65,7.11,11.38,0.063488291,0.06246401,-321995.35,-0.063488291,351740.55,39787.55423427368,39787.55423427368,239101.55872870656,-5540242.845724103,0.38374508781027156
2,15,14.65,7.11,11.38,0.063488027,0.063488027,-352641.65,-0.062464031,336644.3,-40437.92855336861,40437.92855336861,279539.48728207516,-5554459.110849357,0.384729777842954
2,16,14.65,7.11,11.38,0.063488173,0.062464006,-333748.23,-0.063488173,552371.38,41662.88000980411,41662.88000980411,321202.3672918793,-8700382.353103783,0.6026322461029919
2,17,14.65,7.11,11.38,0.063488092,,,-0.063488092,417706.92,-12652.293125722788,12652.293125722788,333854.6604176021,-6579295.531514792,0.4557151034307931
3,1,6.29,6.52,9.56,0.015872072,0.015872072,-216607.69,0.0,0.0,-2825.142770934495,2825.142770934495,2825.142770934495,-13647095.980915409,1.0
3,2,6.29,6.52,9.56,0.015871995,0.015616085,-200168.37,-0.015871995,229614.8,4323.335763543894,4323.335763543894,7148.478534478389,-14466662.823419487,1.060054303395403
3,3,6.29,6.52,9.56,0.015872041,0.015872041,-231086.81,-0.015616019,211330.81,-4334.291140184798,4334.291140184798,11482.769674663188,-14559363.22241103,1.0668469865509387
3,4,6.29,6.52,9.56,0.015872017,0.015616036,-212627.5,-0.015872017,232318.83,4180.366693572539,4180.366693572539,15663.136368235726,-14637007.382237557,1.0725364138060198
3,5,6.29,6.52,9.56,0.031744003,0.031744003,-238715.81,-0.015616043,213794.98,-9002.156122207914,9002.156122207914,24665.29249044364,-7520028.586186814,0.5510350771111373
3,6,6.29,6.52,9.56,0.031744163,0.031231948,-216650.05,-0.031744163,257629.26,13175.038465595964,13175.038465595964,37840.3309560396,-8115799.430591382,0.5946905804678746
3,7,6.29,6.52,9.56,0.031743886,0.031743886,-257439.33,-0.031232146,231298.37,-13418.497358810007,13418.497358810007,51258.82831484961,-8109887.050375622,0.5942573468902674
3,8,6.29,6.52,9.56,0.031744213,0.031231918,-230933.53,-0.031744213,260115.95,13240.466492491243,13240.466492491243,64499.294807340855,-8194121.870339013,0.6004297091335745
3,9,6.29,6.52,9.56,0.047616046,0.047616046,-256357.65,-0.031232123,233102.54,-19259.190515930222,19259.190515930222,83758.48532327107,-5383850.015601883,0.39450517700841653
3,10,6.29,6.52,9.56,0.047616166,0.046848114,-256583.9,-0.047616166,274565.2,24410.37244439227,24410.37244439227,108168.85776766334,-5766218.136924338,0.42252345443953976
3,11,6.29,6.52,9.56,0.047616131,0.047616131,-272570.96,-0.046848052,274695.06,-24862.318667592543,24862.318667592543,133031.17643525588,-5724340.770147831,0.41945486264278903
3,12,6.29,6.52,9.56,0.047616013,0.046848091,-272161.2,-0.047616013,275910.1,24606.157740662344,24606.157740662344,157637.33417591822,-5794481.364913941,0.4245944611965178
3,13,6.29,6.52,9.56,0.063488344,0.063488344,-302506.54,-0.046848107,274384.47,-32148.669751462512,32148.669751462512,189786.00392738075,-4764757.134002424,0.3491407359240114
3,14,6.29,6.52,9.56,0.063487949,0.062464322,-282107.47,-0.063487949,319898.26,37756.75740202422,37756.75740202422,227542.76132940495,-5038724.120698875,0.3692158483933291
3,15,6.29,6.52,9.56,0.063488063,0.063488063,-445195.06,-0.062464161,298312.34,-38301.52232824758,38301.52232824758,265844.28365765256,-7012264.021978431,0.513828292245078
3,16,6.29,6.52,9.56,0.063488036,0.063488036,-316282.95,-0.063487916,486707.12,38775.70870771737,38775.70870771737,304619.9923653699,-4981772.471273171,0.3650426785478655
3,17,6.29,6.52,9.56,0.063487898,,,-0.063487898,356092.07,-13119.442251181737,13119.442251181737,317739.4346165517,-5608818.077423196,0.41098986079285804
4,1,4.58,8.02,12.59,0.015872114,0.015872114,-223857.69,0.0,0.0,-2878.4343616506458,2878.4343616506458,2878.4343616506458,-14103835.821743721,1.0
4,2,4.58,8.02,12.59,0.015871973,0.015616108,-206477.85,-0.015871973,235973.26,4328.2442990340205,4328.2442990340205,7206.678660684666,-14867292.175963253,1.0541311146746704
4,3,4.58,8.02,12.59,0.015872088,0.015872088,-237568.17,-0.015615961,217221.83,-4334.390680407684,4334.390680407684,11541.06934109235,-14967669.660097651,1.0612481490334826
4,4,4.58,8.02,12.59,0.015871958,0.015616068,-218634.88,-0.015871958,238552.83,4168.68277601232,4168.68277601232,15709.75211710467,-15029829.968048051,1.0656554825231825
4,5,4.58,8.02,12.59,0.031744243,0.031744243,-246047.71,-0.01561594,219620.26,-9076.69243401216,9076.69243401216,24786.44455111683,-7750939.595566982,0.5495625228150662
4,6,4.58,8.02,12.59,0.031743984,0.031232275,-222528.56,-0.031743984,264670.28,13302.168082756172,13302.168082756172,38088.612633873,-8337651.631880863,0.5911619886433165
4,7,4.58,8.02,12.59,0.031744025,0.031744025,-264947.39,-0.031232,236973.01,-13550.308427917287,13550.308427917287,51638.921061790286,-8346370.379937641,0.5917801713963614
4,8,4.58,8.02,12.59,0.031743967,0.031232046,-236963.95,-0.031743967,323512.09,13347.920628917398,13347.920628917398,64986.84169070769,-10191293.671644758,0.722590208823401
4,9,4.58,8.02,12.59,0.047616241,0.047616241,-262879.49,-0.031743926,267102.23,-19354.51973479704,19354.51973479704,84341.36142550473,-5520794.680117652,0.39143923326208224
4,10,4.58,8.02,12.59,0.047616215,0.046848083,-265550.55,-0.047616215,281585.53,24639.079310823545,24639.079310823545,108980.44073632828,-5913647.903345531,0.41929358637517095
4,11,4.58,8.02,12.59,0.047616172,0.047616172,-278643.71,-0.046848204,284201.04,-25116.719465172915,25116.719465172915,134097.1602015012,-5851871.29280363,0.4149134580666252
4,12,4.58,8.02,12.59,0.047615996,0.046848163,-282359.26,-0.047615996,282678.52,24838.041349885363,24838.041349885363,158935.20155138656,-5936629.362956096,0.4209230338461302
4,13,4.58,8.02,12.59,0.06348821,0.06348821,-311640.57,-0.046848114,285828.47,-32474.687728967347,32474.687728967347,191409.8892803539,-4908636.894944746,0.3480355952085855
4,14,4.58,8.02,12.59,0.063487999,0.062464198,-290861.72,-0.063487999,328897.87,38149.344809820075,38149.344809820075,229559.23409017397,-5180473.08436985,0.36730951422329905
4,15,4.58,8.02,12.59,0.06348799,0.06348799,-325661.16,-0.062464042,307256.56,-38721.454820862666,38721.454820862666,268280.68891103665,-5129492.365406434,0.36369484374586625
4,16,4.58,8.02,12.59,0.063488147,0.062463893,-305207.8,-0.063488147,365239.25,39464.32158089223,39464.32158089223,307745.0104919289,-5752873.052035997,0.40789421578255036
4,17,4.58,8.02,12.59,0.06246426,,,-0.06246426,343420.41,-13529.356641209606,13529.356641209606,321274.36713313847,-5497870.46224513,0.3898138443847401
5,1,10.95,6.12,10.09,0.015872094,0.015872094,-217178.69,0.0,0.0,-2832.9018790275363,2832.9018790275363,2832.9018790275363,-13683052.154303018,1.0
5,2,10.95,6.12,10.09,0.01587197,0.015616153,-200584.41,-0.01587197,231831.43,4367.348018799502,4367.348018799502,7200.249897827038,-14606342.501907451,1.0674769296493603
5,3,10.95,6.12,10.09,0.015872112,0.015872112,-233055.37,-0.01561599,213237.92,-4381.090040424052,4381.090040424052,11581.33993825109,-14683324.437226752,1.0731030088640838
5,4,10.95,6.12,10.09,0.015871949,0.015616118,-214303.4,-0.015871949,234532.22,4237.869680125352,4237.869680125352,15819.209618376442,-14776523.034442713,1.0799142521572442
5,5,10.95,6.12,10.09,0.031744095,0.031744095,-243798.49,-0.015615961,215700.13,-9126.301217345446,9126.301217345446,24945.51083572189,-7680120.979980686,0.5612871231778107
5,6,10.95,6.12,10.09,0.031744005,0.031232096,-220496.63,-0.031744005,265858.87,13382.697594539968,13382.697594539968,38328.20843026186,-8375089.091625332,0.6120775538366673
5,7,10.95,6.12,10.09,0.031744092,0.031744092,-264877.1,-0.031231999,237600.07,-13628.770044566867,13628.770044566867,51956.97847482872,-8344138.493550232,0.609815587885937
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12,10,5.72,11.78,13.37,0.04761596,0.046848007,-295906.37,-0.04761596,323309.5,26166.260946439405,26166.260946439405,115760.77714140252,-6789939.759694018,0.43387740618087917
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12,15,5.72,11.78,13.37,0.063488531,0.063488531,-368405.45,-0.062463759,346448.11,-41102.30257777642,41102.30257777642,285037.94304366177,-5802708.681352227,0.3707933031208262
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13,17,10.54,4.85,8.21,0.06246432,,,-0.06246432,325866.74,-12787.524730551078,12787.524730551078,309359.48197383387,-5216846.033063355,0.4179084710394952
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14,2,7.07,15.26,4.16,0.01587198,0.015616068,-179823.67,-0.01587198,211164.24,4093.8166413270587,4093.8166413270587,6651.115931413762,-13304215.35309394,1.103289451408284
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15,2,11.94,14.8,15.93,0.015872002,0.01561598,-254919.36,-0.015872002,315690.12,4743.840119793723,4743.840119793723,8097.502181445218,-19889747.997763608,1.0463754357270327
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15,8,11.94,14.8,15.93,0.031744105,0.031232182,-295046.12,-0.031744105,341489.77,15337.386359556482,15337.386359556482,73929.93682217074,-10757580.659464175,0.5659432261877424
15,9,11.94,14.8,15.93,0.047616103,0.047616103,-355119.92,-0.031232081,297955.43,-22698.700778681472,22698.700778681472,96628.6376008522,-7457979.499078284,0.3923552248559799
15,10,11.94,14.8,15.93,0.047616312,0.046848066,-343545.73,-0.047616312,378375.08,28560.044145010754,28560.044145010754,125188.68174586297,-7946333.18094858,0.4180469177177189
15,11,11.94,14.8,15.93,0.047615878,0.047615878,-376293.12,-0.046848339,362692.3,-29033.03344879063,29033.03344879063,154221.7151946536,-7902681.538288551,0.4157504579227671
15,12,11.94,14.8,15.93,0.047616312,0.046847688,-361036.26,-0.047616312,379716.42,28676.621223343453,28676.621223343453,182898.33641799705,-7974502.939244853,0.4195288944182233
15,13,11.94,14.8,15.93,0.063487977,0.063487977,-412569.4,-0.046848314,364323.25,-37939.29944722789,37939.29944722789,220837.63586522493,-6498386.300763686,0.34187219454709744
15,14,11.94,14.8,15.93,0.063488649,0.062463798,-384173.57,-0.063488649,429357.98,43998.383692948846,43998.383692948846,264836.0195581738,-6762751.873960966,0.35578014561196936
15,15,11.94,14.8,15.93,0.063487759,0.063487759,-426432.02,-0.062464665,400258.08,-44691.725521947126,44691.725521947126,309527.7450801209,-6716759.682760262,0.3533605524068122
15,16,11.94,14.8,15.93,0.063488328,0.062463761,-398364.96,-0.063488328,506907.1,46233.35278420893,46233.35278420893,355761.0978643298,-7984256.570751084,0.4200420211012964
15,17,11.94,14.8,15.93,0.062464302,,,-0.062464302,481173.42,-13332.801527604715,13332.801527604715,369093.89939193457,-7703174.526788116,0.4052546368539009
16,1,9.81,12.65,4.96,0.015872064,0.015872064,-200571.18,0.0,0.0,-2649.6954913407053,2649.6954913407053,2649.6954913407053,-12636742.14015266,1.0
16,2,9.81,12.65,4.96,0.015871998,0.015616097,-186730.68,-0.015871998,219932.0,4206.604672343306,4206.604672343306,6856.300163684012,-13856604.56862457,1.0965329841301306
16,3,9.81,12.65,4.96,0.015872089,0.015872089,-219594.51,-0.015615976,202623.29,-4219.300826594783,4219.300826594783,11075.600990278796,-13835262.012454694,1.0948440554542767
16,4,9.81,12.65,4.96,0.015871982,0.01561613,-202252.67,-0.015871982,221655.79,4125.513899122405,4125.513899122405,15201.1148894012,-13965224.380924828,1.1051285391470465
16,5,9.81,12.65,4.96,0.031744135,0.031744135,-233455.38,-0.015615958,204117.44,-8852.628210741625,8852.628210741625,24053.743100142823,-7354283.870075528,0.5819762553124854
16,6,9.81,12.65,4.96,0.031744056,0.031232112,-212223.79,-0.031744056,255885.89,13023.597661484133,13023.597661484133,37077.340761626954,-8060907.213621347,0.6378944133083313
16,7,9.81,12.65,4.96,0.031744051,0.031744051,-254700.03,-0.031232016,229562.12,-13246.678181926378,13246.678181926378,50324.01894355333,-8023551.562464412,0.6349382992448624
16,8,9.81,12.65,4.96,0.031744107,0.031232063,-228591.83,-0.031744107,256974.54,13125.829122248782,13125.829122248782,63449.848065802114,-8095188.817250395,0.6406072647101273
16,9,9.81,12.65,4.96,0.047616338,0.047616338,-257625.33,-0.031232055,230658.45,-19192.49227289322,19192.49227289322,82642.34033869533,-5410439.794845206,0.42815147566031164
16,10,9.81,12.65,4.96,0.047615896,0.046848171,-255015.88,-0.047615896,273920.87,24290.916155499384,24290.916155499384,106933.25649419472,-5752719.007954823,0.45523750854073586
16,11,9.81,12.65,4.96,0.047616393,0.047616393,-269971.03,-0.046847764,271079.26,-24697.510931789493,24697.510931789493,131630.7674259842,-5669707.699195107,0.44866846504526475
16,12,9.81,12.65,4.96,0.047615932,0.046848481,-267449.74,-0.047615932,272560.16,24390.055936732813,24390.055936732813,156020.82336271703,-5724137.87889314,0.4529757603191853
16,13,9.81,12.65,4.96,0.063488628,0.063488628,-298632.34,-0.046847844,270138.88,-31930.384207230367,31930.384207230367,187951.2075699474,-4703713.868253698,0.37222519982487146
16,14,9.81,12.65,4.96,0.063487885,0.062464512,-282788.55,-0.063487885,362802.08,38710.64557029246,38710.64557029246,226661.85314023984,-5714508.8389698295,0.4522137727897639
16,15,9.81,12.65,4.96,0.063488697,0.063488697,-362445.67,-0.062463904,342433.9,-39146.158458103535,39146.158458103535,265808.0115983434,-5708821.997087135,0.45176374842275363
16,16,9.81,12.65,4.96,0.063487626,0.062464756,-346023.1,-0.063487626,362467.07,38088.44922004153,38088.44922004153,303896.4608183849,-5709255.375212801,0.45179804350615876
16,17,9.81,12.65,4.96,0.062463734,3.9373325e-07,-348693.79,-0.062463734,346446.6,-12668.546245919557,12668.546245919557,316565.0070643045,-5546363.910937505,0.4389077381989296
Code/data/hysteretic_curves/3W/H45_B29/merged_dataset_points.csv 0 → 100644
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Code/data/hysteretic_curves/3W/H45_B34/merged_dataset_cycles.csv 0 → 100644
Case,CycleNum,tw1,tw2,tw3,CycleMaxAmpl,PosEnvDispl,PosEnvForce,NegEnvDispl,NegEnvForce,LoopEnergySigned,LoopEnergyAbs,CumLoopEnergyAbs,SecantStiffness,StiffnessRatio
1,1,8.93,10.69,11.92,0.015872071,0.015872071,-343769.12,0.0,0.0,-4213.723080360725,4213.723080360725,4213.723080360725,-21658743.840044565,1.0
1,2,8.93,10.69,11.92,0.015872053,0.015616144,-314304.93,-0.015872053,362163.74,6425.117848495613,6425.117848495613,10638.840928856338,-22817699.76448541,1.0535098403213057
1,3,8.93,10.69,11.92,0.015872033,0.015872033,-363933.32,-0.015616142,332743.73,-6444.614135062157,6444.614135062157,17083.455063918496,-22929218.960167233,1.0586587629229771
1,4,8.93,10.69,11.92,0.015872074,0.015616002,-334637.28,-0.015872074,365777.88,6209.200518144145,6209.200518144145,23292.655582062638,-23045373.90639686,1.064021721508547
1,5,8.93,10.69,11.92,0.031744183,0.031744183,-396139.88,-0.01561603,336647.92,-13273.9491973807,13273.9491973807,36566.60477944334,-12479132.948546825,0.576170669947826
1,6,8.93,10.69,11.92,0.03174391,0.031232206,-340396.4,-0.03174391,421325.14,19416.121597232264,19416.121597232264,55982.72637667561,-13272628.98615829,0.6128069607443578
1,7,8.93,10.69,11.92,0.031744245,0.031744245,-422088.13,-0.031231895,365534.96,-19794.087644102518,19794.087644102518,75776.81402077813,-13296524.456637733,0.6139102320446657
1,8,8.93,10.69,11.92,0.031744381,0.031232331,-364805.83,-0.031744381,424721.71,19530.5824374071,19530.5824374071,95307.39645818522,-13379429.57526877,0.617738021839093
1,9,8.93,10.69,11.92,0.047615685,0.047615685,-524889.22,-0.031232249,368748.67,-28220.657096791707,28220.657096791707,123528.05355497693,-11023452.04106588,0.5089608207418181
1,10,8.93,10.69,11.92,0.047616348,0.04761568,-420078.02,-0.047616348,444633.93,35352.464998119234,35352.464998119234,158880.51855309616,-9337841.910933614,0.4311349716260553
1,11,8.93,10.69,11.92,0.047616317,0.047616317,-443408.79,-0.046848091,426201.04,-36425.757945834564,36425.757945834564,195306.27649893073,-9312118.574815435,0.4299473064360447
1,12,8.93,10.69,11.92,0.047616269,0.046848449,-424884.25,-0.047616269,440446.36,35907.78106164018,35907.78106164018,231214.0575605709,-9249913.301691066,0.4270752436061885
1,13,8.93,10.69,11.92,0.063488278,0.063488278,-470603.13,-0.046848046,423303.14,-46775.94215397304,46775.94215397304,277989.9997145439,-7412441.2383652935,0.342237818273677
1,14,8.93,10.69,11.92,0.063488735,0.06246448,-446594.46,-0.063488735,488128.25,54358.58759852721,54358.58759852721,332348.5873130711,-7688422.993464903,0.3549800971951974
1,15,8.93,10.69,11.92,0.06348795,0.06348795,-489377.63,-0.062464477,463853.55,-55601.0335385897,55601.0335385897,387949.62085166085,-7708197.067317499,0.35589308060728414
1,16,8.93,10.69,11.92,0.063489422,0.062463703,-465067.81,-0.063489422,491430.48,54887.15132260068,54887.15132260068,442836.7721742615,-7740352.085737999,0.3573777012601702
1,17,8.93,10.69,11.92,0.062465181,,,-0.062465181,467350.64,-19457.788403809034,19457.788403809034,462294.5605780706,-7481778.368656292,0.3454391641505695
2,1,14.65,7.11,11.38,0.015872314,0.015872314,-311949.84,0.0,0.0,-3892.568365830598,3892.568365830598,3892.568365830598,-19653708.967703138,1.0
2,2,14.65,7.11,11.38,0.015872133,0.015616189,-284082.63,-0.015872133,333215.24,6149.18200578992,6149.18200578992,10041.750371620517,-20993727.81213464,1.0681814738700746
2,3,14.65,7.11,11.38,0.015872091,0.015872091,-334316.52,-0.015616055,303654.73,-6193.456758981239,6193.456758981239,16235.207130601757,-21063168.04761263,1.0717146611983341
2,4,14.65,7.11,11.38,0.015871993,0.015616168,-304801.05,-0.015871993,336581.23,6008.814968146752,6008.814968146752,22244.022098748508,-21205984.02481654,1.0789812782749684
2,5,14.65,7.11,11.38,0.031743969,0.031743969,-367698.14,-0.015616102,307171.99,-12628.189786811074,12628.189786811074,34872.21188555958,-11583244.04865693,0.5893668247398813
2,6,14.65,7.11,11.38,0.031744086,0.031231794,-313764.83,-0.031744086,397551.27,18491.54658843455,18491.54658843455,53363.75847399414,-12523632.590965135,0.6372147166494208
2,7,14.65,7.11,11.38,0.031744249,0.031744249,-395985.81,-0.031232316,340587.8,-18867.93713491056,18867.93713491056,72231.6956089047,-12474253.525418099,0.6347022613348448
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2,9,14.65,7.11,11.38,0.047615973,0.047615973,-393843.79,-0.031232204,341642.49,-27006.974247860977,27006.974247860977,117937.76020559148,-8271253.640033776,0.42084950243365743
2,10,14.65,7.11,11.38,0.047616887,0.046848043,-368697.22,-0.047616887,417891.24,34228.04573465722,34228.04573465722,152165.8059402487,-8776114.238631349,0.446537305149532
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2,13,14.65,7.11,11.38,0.063487733,0.063487733,-436651.72,-0.046849218,394957.7,-44706.86610289336,44706.86610289336,266370.00239544484,-6877733.687545592,0.349945839680833
2,14,14.65,7.11,11.38,0.06348872,0.062463513,-403739.97,-0.06348872,454610.71,52303.452055727204,52303.452055727204,318673.45445117203,-7160495.754206417,0.36433305112908876
2,15,14.65,7.11,11.38,0.063488139,0.063488139,-451270.5,-0.062464463,421827.36,-53198.607050310326,53198.607050310326,371872.0615014824,-7107949.722703323,0.36165945747867684
2,16,14.65,7.11,11.38,0.063488488,0.062463834,-418908.6,-0.063488488,503815.31,53808.918162042675,53808.918162042675,425680.979663525,-7935538.014387743,0.4037679619367612
2,17,14.65,7.11,11.38,0.062464228,,,-0.062464228,473077.37,-18256.43790555686,18256.43790555686,443937.4175690819,-7573572.669464514,0.3853508099621367
3,1,6.29,6.52,9.56,0.01587226,0.01587226,-290152.31,0.0,0.0,-3670.6887138035454,3670.6887138035454,3670.6887138035454,-18280466.0457931,1.0
3,2,6.29,6.52,9.56,0.015871911,0.015616218,-264384.69,-0.015871911,308302.6,5820.466347407151,5820.466347407151,9491.155061210697,-19424415.875315834,1.0625777169278456
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3,4,6.29,6.52,9.56,0.01587174,0.015616395,-283058.39,-0.01587174,311655.38,5674.436562355149,5674.436562355149,21030.123565994392,-19635867.271011245,1.0741447850302517
3,5,6.29,6.52,9.56,0.031744348,0.031744348,-335695.19,-0.015615763,284824.2,-11810.733115227147,11810.733115227147,32840.85668122154,-10574959.35969452,0.578484122516567
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3,7,6.29,6.52,9.56,0.031744541,0.031744541,-359296.49,-0.031231898,308300.72,-17592.065345782103,17592.065345782103,67649.17775770258,-11318370.928721257,0.6191511146580403
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3,10,6.29,6.52,9.56,0.047616014,0.046849,-294864.64,-0.047616014,392202.95,31635.887054068124,31635.887054068124,141644.73333697708,-8236786.682732411,0.4505785936802169
3,11,6.29,6.52,9.56,0.047616097,0.047616097,-391968.71,-0.046847781,318208.27,-32283.777769442855,32283.777769442855,173928.51110641993,-8231852.980306218,0.4503087043670105
3,12,6.29,6.52,9.56,0.047616143,0.046848273,-315221.62,-0.047616143,393492.1,31993.39694164888,31993.39694164888,205921.9080480688,-8263838.169336814,0.45205839657674257
3,13,6.29,6.52,9.56,0.063488154,0.063488154,-381066.49,-0.046848489,320556.98,-41115.67693484277,41115.67693484277,247037.5849829116,-6002166.797919498,0.32833773399889776
3,14,6.29,6.52,9.56,0.063488124,0.062463953,-362931.17,-0.063488124,544672.52,48392.11610336624,48392.11610336624,295429.70108627784,-8579124.498937786,0.4693055678912577
3,15,6.29,6.52,9.56,0.063488116,0.063487886,-542340.32,-0.063488116,399817.94,-48878.25824610798,48878.25824610798,344307.9593323858,-6297524.090965308,0.3444947232302408
3,16,6.29,6.52,9.56,0.063488794,0.063487866,-397299.32,-0.063488794,433915.14,49221.07001127824,49221.07001127824,393529.02934366406,-6834515.394953006,0.37386986621852775
3,17,6.29,6.52,9.56,0.062464986,,,-0.062464986,415219.29,-17834.930322163138,17834.930322163138,411363.95966582716,-6647232.579224464,0.3636248967927268
4,1,4.58,8.02,12.59,0.015871943,0.015871943,-294930.05,0.0,0.0,-3690.2007765318594,3690.2007765318594,3690.2007765318594,-18581849.115763582,1.0
4,2,4.58,8.02,12.59,0.015872006,0.015615971,-269275.41,-0.015872006,313907.81,5804.249414166869,5804.249414166869,9494.450190698728,-19777450.31094368,1.0643424229597167
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4,5,4.58,8.02,12.59,0.031744122,0.031744122,-343527.38,-0.015616171,290789.22,-11881.858544164683,11881.858544164683,32887.18957867111,-10821763.474825356,0.582383561905306
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6,13,13.03,8.96,14.9,0.06348864,0.06348864,-488174.14,-0.04684819,440632.54,-47773.57320281337,47773.57320281337,283829.6658192803,-7689157.304361852,0.35343021419933923
6,14,13.03,8.96,14.9,0.063488037,0.062464692,-455154.53,-0.063488037,508128.12,55783.73909900921,55783.73909900921,339613.40491828957,-8003525.451574444,0.3678800683522472
6,15,13.03,8.96,14.9,0.063488816,0.063488816,-505103.6,-0.062463933,475576.26,-56761.95859420345,56761.95859420345,396375.363512493,-7955788.622676472,0.3656858568158235
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6,17,13.03,8.96,14.9,0.062464078,5.0739468e-08,-521392.94,-0.062464078,535800.49,-18915.16031454764,18915.16031454764,472758.6907647617,-8577737.91202041,0.3942736021113007
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7,2,15.45,11.1,6.67,0.015871943,0.015616251,-270419.02,-0.015871943,322981.43,5972.580491832182,5972.580491832182,9682.801922207193,-20349205.51314984,1.0878141328394522
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7,14,15.45,11.1,6.67,0.063486961,0.062464834,-379986.17,-0.063486961,428356.83,51048.367397279566,51048.367397279566,311543.8024426478,-6747162.303138121,0.36068526140601814
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7,16,15.45,11.1,6.67,0.063486131,0.062466588,-439641.42,-0.063486131,479446.31,52088.334694565274,52088.334694565274,416752.96529047855,-7551985.015435891,0.4037089322958689
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8,2,14.25,13.56,5.6,0.015871997,0.015616196,-255204.22,-0.015871997,310188.86,5806.955897800246,5806.955897800246,9362.533576780168,-19543152.635424517,1.0994506875220296
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8,5,14.25,13.56,5.6,0.031744638,0.031744638,-345081.06,-0.015615794,284397.52,-12007.063213584095,12007.063213584095,32953.56551814225,-10870530.638906641,0.6115498664740169
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8,7,14.25,13.56,5.6,0.031744341,0.031744341,-374035.52,-0.031231743,321019.65,-17996.4083679382,17996.4083679382,68603.3737151057,-11782746.411399752,0.6628689282930418
8,8,14.25,13.56,5.6,0.031743919,0.031232236,-319337.62,-0.031743919,377387.0,17858.34719425457,17858.34719425457,86461.72090936027,-11888481.69628961,0.6688173407030628
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8,12,14.25,13.56,5.6,0.047615736,0.046849157,-345613.04,-0.047615736,393010.38,32931.476378266474,32931.476378266474,211337.10471345857,-8253791.981709576,0.4643384533826668
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8,15,14.25,13.56,5.6,0.063488792,0.063488792,-446612.0,-0.062463929,420256.83,-51081.7196832166,51081.7196832166,355681.650913,-7034501.459722213,0.39574410590475895
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9,2,5.22,14.05,8.76,0.015872109,0.015616169,-279398.07,-0.015872109,325414.35,5956.551976831913,5956.551976831913,9761.134887823504,-20502275.4065008,1.0645422355217613
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9,17,5.22,14.05,8.76,0.063489172,,,-0.063489172,478554.28,-17602.47223158139,17602.47223158139,428257.53156437085,-7537573.178620128,0.39137436420510147
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10,2,12.69,4.24,7.49,0.015872013,0.015616089,-229517.44,-0.015872013,270228.76,5393.776228104965,5393.776228104965,8667.011782052085,-17025487.56732999,1.089622068322218
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10,8,12.69,4.24,7.49,0.031744177,0.031231838,-271543.89,-0.031744177,327026.88,16213.496156699472,16213.496156699472,78924.58309660446,-10301948.606196344,0.6593191827042189
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10,10,12.69,4.24,7.49,0.047617029,0.046847956,-258378.38,-0.047617029,359361.14,29612.723726410328,29612.723726410328,131867.7262074521,-7546903.860801564,0.48299779737380755
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10,13,12.69,4.24,7.49,0.063487026,0.063487026,-333139.29,-0.046849149,274437.07,-38369.56118650207,38369.56118650207,230305.06056945713,-5247360.145677637,0.33582823355592784
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11,2,7.82,9.84,14.42,0.015872044,0.015616121,-315771.08,-0.015872044,362341.49,6410.133249608729,6410.133249608729,10638.5692577672,-22828911.63860181,1.0494692639450294
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11,5,7.82,9.84,14.42,0.031744454,0.031744454,-396060.75,-0.015616163,336884.95,-13239.053225377042,13239.053225377042,36488.174386104874,-12476533.69624817,0.5735594776514221
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11,8,7.82,9.84,14.42,0.031744155,0.031232221,-364702.91,-0.031744155,424015.92,19467.359870013282,19467.359870013282,95056.4892625842,-13357291.129658356,0.6140488303629258
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11,12,7.82,9.84,14.42,0.047616542,0.046848079,-424985.67,-0.047616542,446146.62,35959.45821660921,35959.45821660921,231066.57148096059,-9369572.028140977,0.4307291567604179
11,13,7.82,9.84,14.42,0.063488001,0.063488001,-468076.31,-0.046848673,429034.14,-46465.63161613066,46465.63161613066,277532.2030970913,-7372673.617491909,0.3389296203491749
11,14,7.82,9.84,14.42,0.063488659,0.06246421,-446549.07,-0.063488659,487395.12,54157.63473402549,54157.63473402549,331689.83783111675,-7676884.780319584,0.3529145299318454
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12,2,5.72,11.78,13.37,0.01587206,0.015616083,-305178.43,-0.01587206,351097.68,6242.139277410336,6242.139277410336,10338.69434497385,-22120485.935663044,0.9815032363474824
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12,14,5.72,11.78,13.37,0.063487205,0.062464846,-431214.56,-0.063487205,611931.31,52945.07487684783,52945.07487684783,323049.6540256425,-9638655.694482062,0.42767468064166947
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12,17,5.72,11.78,13.37,0.063486957,9.8140237e-07,-496878.33,-0.063486957,514568.74,-18261.765543931742,18261.765543931742,449223.96897752554,-8105109.526670179,0.35963003952603456
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13,2,10.54,4.85,8.21,0.01587211,0.015615978,-239307.91,-0.01587211,286527.86,5560.142840763526,5560.142840763526,8973.692080523368,-18052285.423929144,1.0838421668257368
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13,7,10.54,4.85,8.21,0.031743934,0.031743934,-341400.44,-0.03123192,292217.64,-16901.623269034855,16901.623269034855,64814.33322725486,-10754824.528049989,0.6457095069448108
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13,17,10.54,4.85,8.21,0.062462469,1.3273153e-06,-427589.56,-0.062462469,385541.92,-17028.48185077781,17028.48185077781,397768.4658413557,-6172377.207823789,0.3705836978693997
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14,2,7.07,15.26,4.16,0.015871797,0.015616135,-234942.69,-0.015871797,283300.07,5417.698001982096,5417.698001982096,8701.89780397771,-17849275.03798089,1.1105018346184827
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14,6,7.07,15.26,4.16,0.031744112,0.031232315,-261318.13,-0.031744112,341368.0,16403.32140014184,16403.32140014184,47122.650033300044,-10753742.300304385,0.669049612832527
14,7,7.07,15.26,4.16,0.031744185,0.031744185,-339781.39,-0.031232069,289128.66,-16713.9291203157,16713.9291203157,63836.57915361574,-10703736.448108528,0.6659384729970437
14,8,7.07,15.26,4.16,0.031744206,0.031232348,-287427.85,-0.031744206,342874.25,16553.68914666173,16553.68914666173,80390.26830027747,-10801160.060516242,0.671999733192974
14,9,7.07,15.26,4.16,0.047616193,0.047616193,-353389.02,-0.031232112,290755.25,-23876.690352299443,23876.690352299443,104266.95865257691,-7421614.3235138515,0.46173955550327184
14,10,7.07,15.26,4.16,0.047616233,0.046848132,-275374.7,-0.047616233,368249.34,30254.820148892948,30254.820148892948,134521.77880146986,-7733693.255407248,0.4811557068974293
14,11,7.07,15.26,4.16,0.047615894,0.047615894,-368042.75,-0.046848147,291947.66,-30769.88232180387,30769.88232180387,165291.66112327372,-7729409.637882679,0.48088919942809427
14,12,7.07,15.26,4.16,0.047616368,0.046847927,-289359.31,-0.047616368,367389.81,30394.71945052645,30394.71945052645,195686.38057380018,-7715620.183378959,0.4800312814178566
14,13,7.07,15.26,4.16,0.063488484,0.063488484,-350475.56,-0.046848322,290981.1,-39061.651146226766,39061.651146226766,234748.03172002695,-5520301.288025715,0.3434483862764653
14,14,7.07,15.26,4.16,0.063487743,0.062464439,-324511.5,-0.063487743,402248.73,46769.49824173378,46769.49824173378,281517.52996176074,-6335848.637744139,0.3941880844520725
14,15,7.07,15.26,4.16,0.063488509,0.063488509,-400452.72,-0.06246383,378859.98,-47202.7365055382,47202.7365055382,328720.26646729896,-6307483.453423044,0.3924233299082134
14,16,7.07,15.26,4.16,0.063487934,0.062464341,-377215.7,-0.063487934,400382.9,46278.29430113127,46278.29430113127,374998.5607684302,-6306440.842759194,0.3923584633490655
14,17,7.07,15.26,4.16,0.062463853,1.9243295e-07,-418063.3,-0.062463853,378052.38,-16586.053468432663,16586.053468432663,391584.61423686286,-6052338.462054206,0.37654935293122677
15,1,11.94,14.8,15.93,0.015872025,0.015872025,-388580.58,0.0,0.0,-4638.041652953336,4638.041652953336,4638.041652953336,-24482104.83539435,1.0
15,2,11.94,14.8,15.93,0.015872148,0.015616071,-359733.5,-0.015872148,409216.67,6786.5346894504,6786.5346894504,11424.576342403736,-25782059.869905446,1.0530981728593745
15,3,11.94,14.8,15.93,0.015872016,0.015872016,-411085.08,-0.015616115,380770.81,-6793.501256188118,6793.501256188118,18218.07759859185,-25899991.532266602,1.0579152285477669
15,4,11.94,14.8,15.93,0.015872152,0.015615987,-382703.99,-0.015872152,413033.44,6528.904874283095,6528.904874283095,24746.982472874948,-26022522.96979011,1.0629201673938076
15,5,11.94,14.8,15.93,0.031743761,0.031743761,-449758.38,-0.01561616,384756.74,-14446.843766941192,14446.843766941192,39193.82623981614,-14168402.41457211,0.5787248486122206
15,6,11.94,14.8,15.93,0.03174434,0.031231775,-394270.95,-0.03174434,528588.49,21236.48379629508,21236.48379629508,60430.31003611122,-16651424.789427027,0.6801467807356856
15,7,11.94,14.8,15.93,0.031744328,0.031743952,-478035.5,-0.031744328,479521.44,-21383.469940510393,21383.469940510393,81813.77997662162,-15105736.05464258,0.6170113295489147
15,8,11.94,14.8,15.93,0.031744522,0.031231968,-424235.03,-0.031744522,481990.13,21289.74808081782,21289.74808081782,103103.52805743943,-15183411.172485132,0.6201840599315677
15,9,11.94,14.8,15.93,0.04761638,0.04761638,-486877.43,-0.031232454,428334.89,-31002.10523643265,31002.10523643265,134105.6332938721,-10224998.834434705,0.41765195040142894
15,10,11.94,14.8,15.93,0.047615915,0.046848018,-461157.13,-0.047615915,514021.36,39167.596917636794,39167.596917636794,173273.23021150887,-10795158.719516363,0.44094079296276645
15,11,11.94,14.8,15.93,0.047616519,0.047616519,-512584.04,-0.046847557,489470.25,-39943.06577115805,39943.06577115805,213216.29598266692,-10764836.463581052,0.43970224520965523
15,12,11.94,14.8,15.93,0.047616087,0.046848654,-488469.27,-0.047616087,516470.92,39482.874415369195,39482.874415369195,252699.17039803613,-10846563.683403887,0.4430404884028908
15,13,11.94,14.8,15.93,0.063488965,0.063488965,-545580.72,-0.046848518,492679.67,-51268.37178923237,51268.37178923237,303967.5421872685,-8593315.704548027,0.35100395829220005
15,14,11.94,14.8,15.93,0.063487225,0.062464422,-513126.67,-0.063487225,546001.02,59375.4589180302,59375.4589180302,363343.0011052987,-8600171.4518157,0.35128398925006776
15,15,11.94,14.8,15.93,0.063489196,0.063489196,-484346.6,-0.062463161,513038.98,-52469.709326479664,52469.709326479664,415812.71043177834,-7628803.489652003,0.3116073369076855
15,16,11.94,14.8,15.93,0.063487376,0.062464875,-450924.52,-0.063487376,500144.56,54642.81054928573,54642.81054928573,470455.52098106407,-7877858.426531915,0.32178027500081247
15,17,11.94,14.8,15.93,0.062462798,8.9077085e-07,-486886.03,-0.062462798,466496.47,-18778.477003395717,18778.477003395717,489233.9979844598,-7468388.944087967,0.30505501852482647
16,1,9.81,12.65,4.96,0.015872286,0.015872286,-271098.65,0.0,0.0,-3431.018294145928,3431.018294145928,3431.018294145928,-17080000.322574835,1.0
16,2,9.81,12.65,4.96,0.015871824,0.015616255,-244552.19,-0.015871824,299009.27,5618.952694313709,5618.952694313709,9049.970988459638,-18838998.59272633,1.1029858452535628
16,3,9.81,12.65,4.96,0.015872327,0.015872327,-297884.03,-0.015615704,272491.03,-5661.693260026247,5661.693260026247,14711.664248485884,-18767508.381096236,1.0988002357523965
16,4,9.81,12.65,4.96,0.015871792,0.015616365,-271369.1,-0.015871792,300944.1,5555.712960539475,5555.712960539475,20267.37720902536,-18960940.26433814,1.1101252872505654
16,5,9.81,12.65,4.96,0.031744138,0.031744138,-384258.64,-0.015615774,274299.1,-11622.972412954628,11622.972412954628,31890.349621979985,-12104869.251765477,0.7087159849620336
16,6,9.81,12.65,4.96,0.031744088,0.031743929,-332439.47,-0.031744088,361567.73,16913.522223637236,16913.522223637236,48803.87184561722,-11390080.886872541,0.6668665498687455
16,7,9.81,12.65,4.96,0.031744653,0.031744653,-359756.78,-0.031231894,308593.65,-17418.419918794996,17418.419918794996,66222.29176441222,-11332830.760506345,0.6635146689972605
16,8,9.81,12.65,4.96,0.031743968,0.031232549,-307046.49,-0.031743968,362858.39,17270.766916114666,17270.766916114666,83493.05868052688,-11430782.377300786,0.6692495410666116
16,9,9.81,12.65,4.96,0.047616853,0.047616853,-367484.85,-0.031231922,309799.75,-24949.9518529184,24949.9518529184,108443.01053344528,-7717537.52815206,0.4518464509600565
16,10,9.81,12.65,4.96,0.047615055,0.046849018,-304911.12,-0.047615055,381657.69,31629.60200191334,31629.60200191334,140072.6125353586,-8015483.548218099,0.46929059700449427
16,11,9.81,12.65,4.96,0.047617309,0.047617309,-383685.41,-0.046847383,327562.12,-32170.73067992791,32170.73067992791,172243.34321528653,-8057687.80423942,0.4717615721347195
16,12,9.81,12.65,4.96,0.04761465,0.046849451,-319098.37,-0.04761465,471592.29,31753.587924397554,31753.587924397554,203996.93113968408,-9904352.756977106,0.5798801270446352
16,13,9.81,12.65,4.96,0.063489271,0.063489271,-372716.97,-0.04761448,381020.83,-40590.946065041084,40590.946065041084,244587.87720472517,-5870550.474583335,0.34370903768802397
16,14,9.81,12.65,4.96,0.063487221,0.062465439,-343013.2,-0.063487221,427058.95,48911.338250684705,48911.338250684705,293499.2154554099,-6726691.502215856,0.3938343896472361
16,15,9.81,12.65,4.96,0.063489508,0.063489508,-422918.95,-0.062463375,401766.38,-49288.252625231085,49288.252625231085,342787.46808064095,-6661241.570811984,0.390002426522659
16,16,9.81,12.65,4.96,0.063486863,0.062465509,-397494.65,-0.063486863,423789.89,48280.89675938261,48280.89675938261,391068.36484002357,-6675237.521186076,0.390821861540795
16,17,9.81,12.65,4.96,0.062462891,1.1571741e-06,-436627.43,-0.062462891,399983.55,-17035.149254984164,17035.149254984164,408103.51409500773,-6403538.862778542,0.37491444624359344
Code/data/hysteretic_curves/3W/H45_B34/merged_dataset_points.csv 0 → 100644
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Code/data/hysteretic_curves/3W/widthsH45.txt 0 → 100644
8.93 10.69 11.92
14.65 7.11 11.38
6.29 6.52 9.56
4.58 8.02 12.59
10.95 6.12 10.09
13.03 8.96 14.9
15.45 11.1 6.67
14.25 13.56 5.6
5.22 14.05 8.76
12.69 4.24 7.49
7.82 9.84 14.42
5.72 11.78 13.37
10.54 4.85 8.21
7.07 15.26 4.16
11.94 14.8 15.93
9.81 12.65 4.96
Code/data/hysteretic_curves/5W/H60_B34/merged_dataset_cycles.csv 0 → 100644
This source diff could not be displayed because it is too large. You can view the blob instead.
Code/data/hysteretic_curves/5W/H60_B34/merged_dataset_points.csv 0 → 100644
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Code/data/hysteretic_curves/5W/widthsH60.txt 0 → 100644
12.17 12.65 8.10 6.70 9.60
6.68 10.40 9.11 12.56 9.08
9.13 7.60 6.67 8.31 6.48
5.49 8.73 13.49 10.63 12.22
11.40 13.69 13.65 10.22 6.22
9.62 4.46 8.56 10.02 8.11
13.73 7.17 7.87 12.41 10.49
9.28 10.72 6.11 13.28 6.84
9.36 6.61 12.98 11.24 8.26
11.68 9.57 5.19 13.46 5.52
4.11 5.17 10.29 12.27 4.49
11.34 11.53 7.19 5.50 9.21
11.06 10.12 8.76 9.88 12.57
6.45 11.45 8.24 4.40 13.03
4.31 7.77 4.22 8.94 9.65
13.64 12.29 7.36 4.83 4.90
12.59 5.88 8.44 6.15 12.41
9.84 13.34 9.73 11.67 11.44
13.06 10.98 7.72 7.13 10.87
4.97 8.88 4.99 5.95 5.69
12.65 13.72 12.08 7.56 8.88
9.75 9.69 11.80 6.25 4.64
5.97 6.47 9.39 10.26 10.37
11.58 4.77 10.83 13.82 4.33
8.14 12.14 4.41 10.87 13.77
10.20 12.45 6.29 10.95 7.18
6.22 11.86 13.89 7.99 10.91
10.92 9.38 4.15 7.04 4.11
12.82 10.41 11.23 8.48 5.79
10.82 11.26 5.92 10.52 9.43
5.80 11.69 7.93 6.35 11.90
12.40 6.30 9.00 8.22 13.07
6.83 6.84 11.11 5.69 10.17
10.46 13.43 10.08 9.60 12.02
7.95 9.86 6.36 12.04 8.62
10.71 5.61 11.93 11.88 13.31
8.67 9.13 10.91 9.71 11.63
7.42 12.77 12.39 5.14 11.71
8.71 7.43 4.77 5.08 14.00
4.29 8.21 5.80 9.25 7.83
8.49 9.99 13.18 4.24 7.70
4.93 8.30 4.62 13.87 13.53
12.04 10.65 13.78 7.84 6.14
4.54 12.95 11.50 12.77 6.56
7.10 12.08 9.92 4.65 5.22
11.96 5.37 13.22 13.67 7.45
7.15 11.06 9.18 7.62 7.96
13.22 9.26 7.03 11.60 5.27
4.71 6.75 9.60 4.04 8.75
7.69 8.51 7.51 12.94 10.05
6.65 4.87 12.23 6.53 11.29
13.38 7.57 12.84 11.05 12.60
7.44 4.16 5.25 5.37 6.67
6.08 7.07 5.49 8.55 11.09
10.35 4.06 4.85 4.53 4.18
5.39 5.50 11.50 9.11 5.01
7.87 5.76 10.57 8.80 6.98
13.87 8.63 6.51 7.32 13.58
13.07 5.02 10.16 13.08 8.38
5.21 7.91 10.48 12.70 7.38
8.34 6.07 6.95 5.87 10.65
10.08 13.19 12.66 9.43 12.79
8.96 4.52 5.58 6.91 9.82
5.68 13.91 12.58 11.42 5.93
Code/src/hysteretic_curves/hysteretic_curves.py
import os
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
# import matplotlib.pyplot as plt
# Configuration constants and bounds
W = 2 # Number of windows
B = 29 # Width identifier
W = 5 # Number of windows
B = 34 # Width identifier
H = 30
if W == 2:
H = 30 # Adjust height identifier for two window case
elif W == 3:
......@@ -16,23 +17,26 @@ else:
print("Warning: H not set for W != 2, 3, or 5")
# === Base directory ===
BASE_DIR = f"/home/cimne/MLCivilEng/RESILINK/data/width_optimization/{W}W/H{H}_B{B}"
BASE_DIR = f"../../data/hysteretic_curves/{W}W"
# Directory of the hysteretic curves files from FEM
CURVES_DIR = os.path.join(BASE_DIR, f"H{H}_B{B}")
# File containing window thicknesses
THICKNESS_FILE = os.path.join(BASE_DIR, f"espesoresH{H}.txt")
THICKNESS_FILE = os.path.join(BASE_DIR, f"widthsH{H}.txt")
# === Read window thickness data ===
thickness_data = []
with open(THICKNESS_FILE, "r") as f:
with open(THICKNESS_FILE, "r", encoding="utf-8") as f:
for line in f:
parts = line.strip().split()
if parts:
thickness_data.append([float(x) for x in parts])
n_cases = len(thickness_data)
N_CASES = len(thickness_data)
n_windows = len(thickness_data[0])
print(f"Number of cases: {n_cases}")
print(f"Number of cases: {N_CASES}")
print(f"Number of windows per case: {n_windows}")
# Column names for tw1, tw2, ...
......@@ -40,10 +44,16 @@ thickness_cols = [f"tw{i+1}" for i in range(n_windows)]
all_rows = []
# Detect all numeric folders automatically
case_folders = sorted(
[f for f in os.listdir(CURVES_DIR) if f.isdigit()],
key=int
)
# === Loop through folders 01, 02, 03… ===
for i in range(1, n_cases + 1):
folder_name = f"{i:02d}"
folder_path = os.path.join(BASE_DIR, folder_name)
for folder_name in case_folders:
i = int(folder_name) # Case number as integer
folder_path = os.path.join(CURVES_DIR, folder_name)
if not os.path.isdir(folder_path):
print(f"⚠️ Folder not found: {folder_path}, skipping.")
......@@ -63,25 +73,23 @@ for i in range(1, n_cases + 1):
df_curve = pd.read_csv(
datafile,
comment="#",
delim_whitespace=True,
sep=r"\s+",
engine="python",
names=["Displ", "Force"],
header=None
)
for idx, row in df_curve.iterrows():
new_row = {"Case": i}
# Add window thicknesses tw1, tw2, ...
for k, col in enumerate(thickness_cols):
new_row[col] = thickness_data[i-1][k]
new_row["Displ"] = row["Displ"]
new_row["Force"] = row["Force"] # will keep at the end later
# Añadir columnas constantes del caso
df_curve["Case"] = i
for k, col in enumerate(thickness_cols):
df_curve[col] = thickness_data[i-1][k]
all_rows.append(new_row)
# Append el DF completo del caso
all_rows.append(df_curve)
# === Point-level DataFrame ===
df = pd.DataFrame(all_rows)
df = pd.concat(all_rows, ignore_index=True)
# ------------------------------------------------------------------
# 1) Load direction (LoadDir) and cumulative absolute displacement (CumDispl)
......@@ -97,6 +105,7 @@ def compute_load_dir(displ):
dir_ = dir_.replace(0, np.nan).ffill().fillna(1)
return dir_
df["LoadDir"] = df.groupby("Case")["Displ"].transform(compute_load_dir)
# CumDispl: cumulative |ΔΔ| per case
......@@ -105,6 +114,7 @@ df["CumDispl"] = (
.transform(lambda s: s.diff().abs().fillna(0).cumsum())
)
# ------------------------------------------------------------------
# 2) CycleNum based on slope reversals (LoadDir changes)
# ------------------------------------------------------------------
......@@ -114,6 +124,7 @@ def compute_cycle_numbers_from_dir(load_dir):
cycle_num = change.cumsum()
return cycle_num
df["CycleNum"] = df.groupby("Case")["LoadDir"].transform(compute_cycle_numbers_from_dir)
# ------------------------------------------------------------------
......@@ -135,7 +146,7 @@ print("\n=== Point-level DataFrame (df) ===")
print(df.head())
# Save point-level dataset
output_file_points = os.path.join(BASE_DIR, "merged_dataset_points.csv")
output_file_points = os.path.join(CURVES_DIR, "merged_dataset_points.csv")
df.to_csv(output_file_points, index=False)
print(f"\nSaved point-level dataset to: {output_file_points}")
......@@ -181,7 +192,7 @@ for (case, cycle), g in df.groupby(["Case", "CycleNum"]):
row["NegEnvDispl"] = np.nan
row["NegEnvForce"] = np.nan
# Hysteretic energy for this loop (area in F–Δ)
# Hysteretic energy for this loop (area in F-Δ)
# E = sum(F_i * dΔ_i)
dD = g["Displ"].diff().fillna(0)
E_inc = g["Force"] * dD
......@@ -207,11 +218,13 @@ df_cycles = pd.DataFrame(cycle_rows)
# Cumulative loop energy (absolute) per case
df_cycles["CumLoopEnergyAbs"] = df_cycles.groupby("Case")["LoopEnergyAbs"].cumsum()
# Stiffness degradation ratio: K_cycle / K_first_cycle_for_case
def stiffness_ratio(series):
first = series.iloc[0]
return series / first if first not in [0, np.nan] else np.nan
df_cycles["StiffnessRatio"] = df_cycles.groupby("Case")["SecantStiffness"].transform(
stiffness_ratio
)
......@@ -235,74 +248,80 @@ print("\n=== Cycle-level DataFrame (df_cycles) ===")
print(df_cycles.head())
# Save cycle-level summary
output_file_cycles = os.path.join(BASE_DIR, "merged_dataset_cycles.csv")
output_file_cycles = os.path.join(CURVES_DIR, "merged_dataset_cycles.csv")
df_cycles.to_csv(output_file_cycles, index=False)
print(f"\nSaved cycle-level dataset to: {output_file_cycles}")
def plot_envelope_per_case(df_cycles, case_number):
g = df_cycles[df_cycles["Case"] == case_number]
plt.figure(figsize=(8, 6))
plt.plot(g["PosEnvDispl"], g["PosEnvForce"], "o-", label="Positive Envelope")
plt.plot(g["NegEnvDispl"], g["NegEnvForce"], "o-", label="Negative Envelope")
# def plot_envelope_per_case(df_cycles, case_number):
# g = df_cycles[df_cycles["Case"] == case_number]
# plt.figure(figsize=(8, 6))
# plt.plot(g["PosEnvDispl"], g["PosEnvForce"], "o-", label="Positive Envelope")
# plt.plot(g["NegEnvDispl"], g["NegEnvForce"], "o-", label="Negative Envelope")
# plt.axhline(0, color="black", linewidth=0.8)
# plt.axvline(0, color="black", linewidth=0.8)
# plt.xlabel("Displacement")
# plt.ylabel("Force")
# plt.title(f"Envelope Curves - Case {case_number}")
# plt.legend()
# plt.grid(True)
# plt.tight_layout()
# plt.show()
# plot_envelope_per_case(df_cycles, case_number=1)
plt.axhline(0, color="black", linewidth=0.8)
plt.axvline(0, color="black", linewidth=0.8)
# def plot_energy_degradation(df_cycles, case_number):
# g = df_cycles[df_cycles["Case"] == case_number]
plt.xlabel("Displacement")
plt.ylabel("Force")
plt.title(f"Envelope Curves – Case {case_number}")
plt.legend()
plt.grid(True)
plt.tight_layout()
plt.show()
# fig, ax = plt.subplots(1, 2, figsize=(14, 5))
plot_envelope_per_case(df_cycles, case_number=1)
# # Energy per loop
# ax[0].plot(g["CycleNum"], g["LoopEnergyAbs"], "o-", label="Loop Energy")
# ax[0].set_xlabel("Cycle Number")
# ax[0].set_ylabel("Energy (Abs)")
# ax[0].set_title(f"Energy Per Loop - Case {case_number}")
# ax[0].grid(True)
def plot_energy_degradation(df_cycles, case_number):
g = df_cycles[df_cycles["Case"] == case_number]
# # Cumulative energy
# ax[1].plot(g["CycleNum"], g["CumLoopEnergyAbs"], "o-", color="darkorange")
# ax[1].set_xlabel("Cycle Number")
# ax[1].set_ylabel("Cumulative Energy")
# ax[1].set_title(f"Cumulative Energy - Case {case_number}")
# ax[1].grid(True)
fig, ax = plt.subplots(1, 2, figsize=(14, 5))
# plt.tight_layout()
# plt.show()
# Energy per loop
ax[0].plot(g["CycleNum"], g["LoopEnergyAbs"], "o-", label="Loop Energy")
ax[0].set_xlabel("Cycle Number")
ax[0].set_ylabel("Energy (Abs)")
ax[0].set_title(f"Energy Per Loop – Case {case_number}")
ax[0].grid(True)
# Cumulative energy
ax[1].plot(g["CycleNum"], g["CumLoopEnergyAbs"], "o-", color="darkorange")
ax[1].set_xlabel("Cycle Number")
ax[1].set_ylabel("Cumulative Energy")
ax[1].set_title(f"Cumulative Energy – Case {case_number}")
ax[1].grid(True)
# plot_energy_degradation(df_cycles, case_number=1)
plt.tight_layout()
plt.show()
plot_energy_degradation(df_cycles, case_number=1)
# def plot_stiffness_degradation(df_cycles, case_number):
# g = df_cycles[df_cycles["Case"] == case_number]
def plot_stiffness_degradation(df_cycles, case_number):
g = df_cycles[df_cycles["Case"] == case_number]
# fig, ax = plt.subplots(1, 2, figsize=(14, 5))
fig, ax = plt.subplots(1, 2, figsize=(14, 5))
# # Secant stiffness absolute
# ax[0].plot(g["CycleNum"], g["SecantStiffness"], "o-", label="Secant Stiffness")
# ax[0].set_xlabel("Cycle Number")
# ax[0].set_ylabel("Stiffness")
# ax[0].set_title(f"Secant Stiffness - Case {case_number}")
# ax[0].grid(True)
# Secant stiffness absolute
ax[0].plot(g["CycleNum"], g["SecantStiffness"], "o-", label="Secant Stiffness")
ax[0].set_xlabel("Cycle Number")
ax[0].set_ylabel("Stiffness")
ax[0].set_title(f"Secant Stiffness – Case {case_number}")
ax[0].grid(True)
# # Stiffness degradation ratio
# ax[1].plot(g["CycleNum"], g["StiffnessRatio"], "o-", color="red")
# ax[1].set_xlabel("Cycle Number")
# ax[1].set_ylabel("Stiffness Ratio (K/K1)")
# ax[1].set_title(f"Stiffness Degradation - Case {case_number}")
# ax[1].grid(True)
# Stiffness degradation ratio
ax[1].plot(g["CycleNum"], g["StiffnessRatio"], "o-", color="red")
ax[1].set_xlabel("Cycle Number")
ax[1].set_ylabel("Stiffness Ratio (K/K1)")
ax[1].set_title(f"Stiffness Degradation – Case {case_number}")
ax[1].grid(True)
# plt.tight_layout()
# plt.show()
plt.tight_layout()
plt.show()
plot_stiffness_degradation(df_cycles, case_number=1)
\ No newline at end of file
# plot_stiffness_degradation(df_cycles, case_number=1)
Code/src/hysteretic_curves/predict_hysteretic_curves.py
......@@ -6,12 +6,25 @@ import torch
import torch.nn as nn
from torch.utils.data import Dataset, DataLoader
# Configuration constants and bounds
W = 2 # Number of windows
B = 29 # Width identifier
H = 30
if W == 2:
H = 30 # Adjust height identifier for two window case
elif W == 3:
H = 45 # Adjust height identifier for three window case
elif W == 5:
H = 60 # Adjust height identifier for five window case
else:
print("Warning: H not set for W != 2, 3, or 5")
# ============================================================
# 1. Load dataset and separate Case 8
# ============================================================
DATA_FILE = \
"/home/cimne/MLCivilEng/RESILINK/data/width_optimization/2W/H30_B29/merged_dataset_points.csv"
f"../../data/hysteretic_curves/{W}W/H{H}_B{B}/merged_dataset_points.csv"
df = pd.read_csv(DATA_FILE)
# Identify thickness columns
......
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