feat: 添加RUL-Mamba模型及相关组件
新增锂电池剩余使用寿命预测模型RUL-Mamba，包含以下主要组件： 1. 添加Mamba模块作为核心时序建模组件 2. 实现特征注意力网络(FAN)和门控残差网络(GRN) 3. 新增数据预处理和归一化层 4. 添加模型训练和评估脚本 5. 补充README文档说明使用方法 6. 添加可视化辅助工具Helper_Plot.py 7. 实现多种时间序列处理层(Embedding、AutoCorrelation等) 8. 添加配置文件requirements.txt 9. 补充测试数据集TJU battery data
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voltage mean,voltage std,voltage kurtosis,voltage skewness,CC Q,CC charge time,voltage slope,voltage entropy,current mean,current std,current kurtosis,current skewness,CV Q,CV charge time,current slope,current entropy,capacity
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||||
4.0971942162162165,0.05758604965532137,-1.1976801339099787,0.04930349519347413,0.38186810738891497,1100.213637350127,0.00019607991818316526,4.503480149748029,0.21184499724198305,0.10122477982612196,0.12279981243724025,1.0380232517530332,0.20966038972714007,3567.687370169908,-0.0003644231117483069,6.167776639025712,1.6613682269531251
|
||||
4.097604330357143,0.05825247995673482,-1.1933536323824558,0.06168748290973435,0.38360751612264,1105.2076098285615,0.00019650445723600973,4.511234820530234,0.21260837987608386,0.10149668573942987,0.10626971257072437,1.0220682214286427,0.20891890100766863,3541.8875209093094,-0.00036688202136863566,6.164215382493843,1.6612345011669931
|
||||
4.097219407207207,0.05737893460890902,-1.1990471972124002,0.05184965561561978,0.3818856234362792,1100.213637350127,0.00019371537741072112,4.502944790461831,0.2126714670986456,0.10167846110427757,0.09109512908336814,1.0239925302678725,0.20851631848663033,3536.3935507480055,-0.00036681017426342424,6.158298668152364,1.6606220112103949
|
||||
4.097841336036036,0.05746389247833917,-1.197002772967187,0.04917192824163317,0.38187057780232736,1100.2136403173208,0.00019489714752561735,4.503173789248375,0.21304450514692194,0.10118584789556119,0.12369553012090861,1.037499858987478,0.20885757583102915,3535.489562392235,-0.0003672889104382608,6.163300791761991,1.659600278719076
|
||||
4.09828106460177,0.05851112207486701,-1.2028697747339807,0.04526315820800693,0.386089798370701,1112.435565110296,0.00019721358482180013,4.520503473080972,0.21250073752714593,0.10157741791067001,0.11786348473232167,1.0353574124523444,0.20911507407675112,3547.191495416686,-0.0003691782902156014,6.1656793482084815,1.6606141998084851
|
||||
4.098311769026548,0.05837287068690322,-1.2056971174216724,0.04828605367999598,0.38664128511969664,1114.0255588367581,0.00019381311868025893,4.521063932123813,0.21164416252801063,0.1013368411753756,0.1131511433395036,1.035074432552394,0.20982625180197823,3575.2933323457837,-0.0003744498071422788,6.163975684497414,1.660929243648003
|
||||
4.098366818584071,0.05835428932395772,-1.198162170481653,0.04736336668969247,0.38645620723225893,1113.42556656152,0.00019456083934982227,4.522856918929713,0.21190040877587857,0.10132479272525842,0.13210279642117495,1.0404013920240813,0.20887901339677795,3554.385447740555,-0.0003673185134640871,6.161261659726872,1.659696992337239
|
||||
4.097356697297298,0.05720552795840068,-1.1982338014757987,0.04824928961952987,0.38189734553243027,1100.213640511036,0.00019253760562901677,4.504093549665811,0.2112105081287124,0.10162594628806969,0.11682550783299783,1.0381433705273446,0.20933398175879492,3573.093340098858,-0.0003676204141928812,6.159714119932772,1.6591708572596569
|
||||
4.098015503539823,0.05838973382493611,-1.1976456507187883,0.046702084226718524,0.3871719736682131,1115.441554069519,0.00019420041873705545,4.5218306200752565,0.20968951013269074,0.10090421733985198,0.19270095877828775,1.0693549604750812,0.2119720994692078,3645.6849231645465,-0.00036882411254306646,6.1772630300249975,1.660623662456597
|
||||
4.098184184070797,0.05831834119130149,-1.1985344462835312,0.04677613363596888,0.38688623086934437,1114.567551843822,0.00019318511752031386,4.522254568378317,0.21288224769360595,0.10174140975910852,0.11674007022407862,1.0375266425207597,0.2080691836051889,3524.1896253302693,-0.0003645072588706116,6.15718955245528,1.65622724863444
|
||||
4.0981602044642855,0.05800550119066349,-1.2057418379980696,0.052026537894736206,0.3849635824366595,1109.103584997356,0.00019272813852791245,4.511804007788741,0.21218777585874588,0.1015034825056839,0.11722694965810732,1.0331572743656836,0.2106064131903489,3578.2873092889786,-0.00036256777466597156,6.170673278676179,1.6569140406016711
|
||||
4.097693758558559,0.057280428863505484,-1.1997599898003701,0.03786233998263899,0.3818477834600835,1100.2136373519897,0.00019214268284571795,4.505165431574688,0.2110421491501114,0.10156890224658384,0.13817542192992338,1.0449341711548619,0.21033901540544386,3593.0852234065533,-0.0003626817632641405,6.165888684158321,1.657211203027344
|
||||
4.0984228625000005,0.05793093919912638,-1.1971728281144849,0.04811527145230923,0.38433389683329244,1107.235600501299,0.00019425570822983578,4.513492338255286,0.21215438193853545,0.10162517177692137,0.11787449943182615,1.0350939082373278,0.20946122765143405,3560.6934081315994,-0.0003655835277521362,6.163881382042049,1.6555105862554251
|
||||
4.098128085840708,0.05842748664707051,-1.2013554384175347,0.04600018476977695,0.38717182001519146,1115.4155496880412,0.00019387206231508234,4.522000009574459,0.21290416781770038,0.10180517667127169,0.08335380972499484,1.0236691818565036,0.20903483541455192,3541.1895301416516,-0.00036495455423860457,6.158610301717523,1.6544337903965929
|
||||
4.098504095575221,0.05847794828394173,-1.1981598026004523,0.04796451040312844,0.38578946696601135,1111.3855765983462,0.00019408522244992603,4.522702208537446,0.21188901709561178,0.1015549986063846,0.12106610717995903,1.0394779970695809,0.21068125656843506,3586.085265636444,-0.0003638525388886727,6.168372430337916,1.6546384426144738
|
||||
4.098237901785715,0.05799064595165633,-1.2010835398974444,0.04608396144353927,0.38477085678561784,1108.5315878391266,0.00019629329745344783,4.512786088168409,0.21254246878248315,0.1018961192803628,0.0651061893149314,1.0187064339022809,0.20981325266209705,3559.489421583712,-0.0003596798697685907,6.164757563757666,1.6537587584375002
|
||||
4.09828960625,0.05791123437586749,-1.199425432271167,0.04799016258081228,0.38472058222798655,1108.3555917441845,0.0001951546963234173,4.512355869040555,0.2114280856389736,0.10192425400906861,0.13417409349035703,1.0480580900221612,0.21104234184314596,3598.9911916404963,-0.0003649818010490149,6.169634092790629,1.654029932368707
|
||||
4.09895978125,0.05791683275708575,-1.1993745310571373,0.044434677532107295,0.38380475992431584,1105.6616052016616,0.00019454165525478138,4.514134580847296,0.2121281239364856,0.10156535911936361,0.10009186453793673,1.0292327275917676,0.20974250262909688,3566.0873812511563,-0.0003613024609901129,6.166794857204978,1.653145979797092
|
||||
4.098921114285714,0.0579283195237132,-1.1953279817573466,0.04600578034080301,0.38353595210645863,1104.8836090266705,0.0001952318125420831,4.514030737511247,0.21178229223462183,0.10137577471055313,0.1182292887700993,1.0375971981817118,0.209886680511852,3572.489341944456,-0.0003643440646791037,6.169763117600294,1.6524618453396271
|
||||
4.098632694690266,0.05848089218406945,-1.1997987757134805,0.04305471005283465,0.38616637932610476,1112.4915646016598,0.00019252279975652867,4.52279275435702,0.21256316682021884,0.10190761691145306,0.09730144307842492,1.0250399286006624,0.21043607853010093,3569.991359241307,-0.00036485386599732794,6.166136616010567,1.6514876300672752
|
||||
4.096920336936938,0.057498072090318084,-1.200030667566738,0.04626284554345163,0.3819266445428464,1100.2136373519897,0.00019450222459980562,4.5039109989126915,0.21150302227334378,0.10158083463999634,0.10858669373970331,1.033242766566988,0.21023578680759192,3583.885278120637,-0.0003626376490709703,6.165575588025113,1.651396584244249
|
||||
4.097500745045045,0.05750628541806625,-1.1976609928686262,0.04947909505620782,0.381902007875502,1100.2136373445392,0.00019292953005626304,4.504535056967241,0.21241742760865784,0.10190338739958266,0.11420108630196824,1.0339949348113429,0.2117325792820841,3593.7872200757265,-0.00036099272363534823,6.1723651437113185,1.651607314270834
|
||||
|
Reference in New Issue
Block a user