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Zaobao LIU; Yongchen WANG; Long LI; Xingli FANG; Junze WANG
Frontiers of Structural and Civil Engineering 2022, Volume 16, Issue 4, Pages 401-413 doi: 10.1007/s11709-022-0823-3
Keywords: hard rock tunnel tunnel bore machine advance rate prediction temporal convolutional networks soft
Frontiers of Structural and Civil Engineering 2024, Volume 18, Issue 4, Pages 642-662 doi: 10.1007/s11709-024-1058-2
Keywords: tunnel boring machine disc cutter wear prediction remaining useful life field data hybrid model
Frontiers of Environmental Science & Engineering 2023, Volume 17, Issue 12, doi: 10.1007/s11783-023-1752-7
● Online learning models accurately predict influent flow rate at
Keywords: Wastewater prediction Data stream Online learning Batch learning Influent flow rates
Real-time prediction of tunnel face conditions using XGBoost Random Forest algorithm
Frontiers of Structural and Civil Engineering 2023, Volume 17, Issue 12, Pages 1777-1795 doi: 10.1007/s11709-023-0044-4
Keywords: Tunnel Boring Machine fractured and weak rock mass machine learning model real-time early warming tunnel face rock condition
Frontiers of Engineering Management doi: 10.1007/s42524-024-0082-1
Keywords: geological risk prediction machine learning online learning hidden Markov model borehole logging
Spatial prediction of soil contamination based on machine learning: a review
Frontiers of Environmental Science & Engineering 2023, Volume 17, Issue 8, doi: 10.1007/s11783-023-1693-1
● A review of machine learning (ML) for spatial prediction of soil
Keywords: Soil contamination Machine learning Prediction Spatial distribution
Frontiers of Structural and Civil Engineering 2023, Volume 17, Issue 4, Pages 522-532 doi: 10.1007/s11709-023-0930-9
Keywords: tunnel face stability cutterhead configuration aperture ratio pressure gradient support ratio
Technical innovation in the “Beishan No. 1” hard rock tunnel boring machine for high-gradient spiral
Frontiers of Engineering Management 2024, Volume 11, Issue 1, Pages 175-179 doi: 10.1007/s42524-023-0288-7
Keywords: tunnel boring machine extremely hard rock continuous small-radius curves high gradient equipment
Liquefaction prediction using support vector machine model based on cone penetration data
Pijush SAMUI
Frontiers of Structural and Civil Engineering 2013, Volume 7, Issue 1, Pages 72-82 doi: 10.1007/s11709-013-0185-y
Keywords: earthquake cone penetration test liquefaction support vector machine (SVM) prediction
Evaluation and prediction of slope stability using machine learning approaches
Frontiers of Structural and Civil Engineering 2021, Volume 15, Issue 4, Pages 821-833 doi: 10.1007/s11709-021-0742-8
Keywords: slope stability factor of safety regression machine learning repeated cross-validation
Frontiers of Chemical Science and Engineering 2022, Volume 16, Issue 4, Pages 523-535 doi: 10.1007/s11705-021-2083-5
Keywords: solubility prediction machine learning artificial neural network random decision forests
Clogging of slurry-shield tunnel-boring machine drives in sedimentary soft rock: A case study
Frontiers of Structural and Civil Engineering 2023, Volume 17, Issue 10, Pages 1502-1516 doi: 10.1007/s11709-023-0984-8
Keywords: slurry-shield TBM geological investigation clogging argillaceous siltstone TBM performance mitigation measures
Xinyan Liu,Hong-Jie Peng,
Engineering doi: 10.1016/j.eng.2023.07.021
Keywords: Machine learning Heterogeneous catalysis Chemisorption Theoretical simulation Materials design High-throughput
Shuai MA, Siyu ZENG, Xin DONG, Jining CHEN, Gustaf OLSSON
Frontiers of Environmental Science & Engineering 2014, Volume 8, Issue 1, Pages 128-136 doi: 10.1007/s11783-013-0598-9
Keywords: influent load prediction wavelet de-noising power spectrum density autoregressive model time-frequency
Frontiers of Structural and Civil Engineering 2023, Volume 17, Issue 11, Pages 1723-1738 doi: 10.1007/s11709-023-0948-z
Keywords: TBM segment high water pressure drain hole pinhole groundwater table drawdown
Title Author Date Type Operation
Realtime prediction of hard rock TBM advance rate using temporal convolutional network (TCN) with tunnel
Zaobao LIU; Yongchen WANG; Long LI; Xingli FANG; Junze WANG
Journal Article
Enhanced wear prediction of tunnel boring machine disc cutters for accurate remaining useful life estimation
Journal Article
Online machine learning for stream wastewater influent flow rate prediction under unprecedented emergencies
Journal Article
Real-time prediction of tunnel face conditions using XGBoost Random Forest algorithm
Journal Article
Geological risk prediction under uncertainty in tunnel excavation using online learning and hidden Markov
Journal Article
Effect of cutterhead configuration on tunnel face stability during shield machine maintenance outages
Journal Article
Technical innovation in the “Beishan No. 1” hard rock tunnel boring machine for high-gradient spiral
Journal Article
Liquefaction prediction using support vector machine model based on cone penetration data
Pijush SAMUI
Journal Article
Machine learning-based solubility prediction and methodology evaluation of active pharmaceutical ingredients
Journal Article
Clogging of slurry-shield tunnel-boring machine drives in sedimentary soft rock: A case study
Journal Article
Toward Next-Generation Heterogeneous Catalysts: Empowering Surface Reactivity Prediction with Machine
Xinyan Liu,Hong-Jie Peng,
Journal Article
Short-term prediction of influent flow rate and ammonia concentration in municipal wastewater treatment
Shuai MA, Siyu ZENG, Xin DONG, Jining CHEN, Gustaf OLSSON
Journal Article