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surebalance(EPB)shieldtunnelingwithANNmethods [20]Ûµ¶, ú¨Ø, ²m>, L. Yf§Ï¤·§§Ïé
[J].SoilsandFoundations,2019,59(2):284295. TBM5h`Ðh'D!¬[J]. è2`a',
[13] ZHANG Pin,CHEN Renpeng,DAITian,etal.An 2024,112[20240526].https://doi.org/10.15951/j.
AloTbasedsystemforrealtimemonitoringoftunnelcon tmgcxb.23090744.
struction [J].TunnellingandUndergroundSpaceTech [21]? @, Á A, Pàf, L. (» TBM«n·§nod
nology ,2021,109:103766. ¯\æ'DÒ¢W [J]. AB&',2023,48(5):
[14]XIAOHaohan,YANGWenkun,HUJing,etal.Signifi 19081922.
canceandmethodology :preprocessingthebigdataforma [22]SILVAI,FLEMINGCH,NOONANMJ,etal.Autocor
chinelearningonTBM performance[J].Underground relationinformedhomerangeestimation:areview and
Space ,2022,7(4):680701. practicalguide [J].MethodsinEcologyandEvolution,
[15]SANIOHP.Predictionoftheperformanceofdisccutters 2022(3):13(3):534544.
inanisotropicrock [J].InternationalJournalofRockMe [23]²#, « 5, C". (»H&æMÏØP'
chanicsandMiningSciences&GeomechanicsAbstracts , [J]. 9'Ð`a¬,2021,57(12):132136.
1985,22(3):153161. [24]GUSTAFSSONF.Determiningtheinitialstatesinforward
[16]® ¯. (»®r»¼¤\æ÷û? TBMrh8 backwardfiltering [J].IEEETransactionsonSignalPro
P0F[D]. <¶: =PI',2018. cessing,1996,44(4):988992.
[17]JING Liujie,LIJianbin,YANG Chen,etal.A case [25]¸DO. IqJKtvLMhéÁEç1!¬0
studyofTBM performancepredictionusingfieldtunnel F[J]. 5h9'Ь,2021,11(5):179182.
lingtestsinlimestonestrata[J].TunnellingandUnder [26]REYESM,FRANCISCOFERN?NDEZM,CAOR.No
groundSpaceTechnology,2019,83,364372. nparametrickerneldensityestimationforgeneralgrouped
[18]WANGShuangjing,WANGYujie,LIXu,etal.Bigda data[J].JournalofNonparametricStatistics,2016,28
tabasedboringindexesandtheirapplicationduringTBM (2):235249.
tunneling [J].AdvancesinCivilEngineering,2021, [27]SHERSTINSKYA.Fundamentalsofrecurrentneuralnet
2021:2621931. work(RNN)andlongshortterm memory(LSTM)net
[19]CHENZuyu,ZHANGYunpei,LIJianbin,etal.Diagno work[J].PhysicaD:NonlinearPhenomena,2020,404:
singtunnelcollapsesectionsbasedonTBM tunnelingbig 132306.
dataanddeeplearning:acasestudyontheYinsongPro [28]KINGMADP,JIMMYB.Adam:amethodforstochastic
ject ,China[J]. Tunnellingand Underground Space optimization [J/OL].arXiv,2014,1412.6980.https://
Technology ,2021,108:103700. api.semanticscholar.org/CorpusID :6628106.