Physics-guided LSTM-KAN modelling for shield tunnelling parameter prediction and optimization.

Yangyang Chen Yang-Yang Chen Yang-Yang Chen 0001 Yangyang Chen 0001 Southeast University, School of Automation and Key Laboratory of Measurement and Control of Complex Systems of Engineering, Ministry of Education, Nanjing, Jiangsu, China https://orcid.org/0000-0003-0136-0174 Yangyang Chen 0002 Yang-Yang Chen 0002 Telecom Bretagne, Institut Mines Telecom, IRISA, Brest, France https://orcid.org/0000-0002-6726-0793 Yangyang Chen 0003 Yang-Yang Chen 0003 Harbin Institute of Technology, School of Electrical Engineering and Automation, China https://orcid.org/0000-0002-1850-2661 Yangyang Chen 0004 China Aero Geophysical Survey and Remote Sensing Center for Natural Resources, Beijing, China China University of Geosciences, School of Information Engineering, Beijing, China https://orcid.org/0000-0001-9349-4246 Yangyang Chen 0005 Nanjing University, School of Electronic Science and Engineering, China https://orcid.org/0000-0002-2578-9728 Yangyang Chen 0006 University of Tsukuba, Department of Computer Science, Ibaraki, Japan Hunan University, College of Information Science and Engineering, China https://orcid.org/0000-0002-3521-475X Yang-Yang Chen 0001 Yangyang Chen 0001 Southeast University, School of Automation and Key Laboratory of Measurement and Control of Complex Systems of Engineering, Ministry of Education, Nanjing, Jiangsu, China https://orcid.org/0000-0003-0136-0174 Yangyang Chen 0002 Yang-Yang Chen 0002 Telecom Bretagne, Institut Mines Telecom, IRISA, Brest, France https://orcid.org/0000-0002-6726-0793 Yangyang Chen 0003 Yang-Yang Chen 0003 Harbin Institute of Technology, School of Electrical Engineering and Automation, China https://orcid.org/0000-0002-1850-2661

Yangyang Chen Wen Liu Zhihua Wang Elton J. Chen Demi Ai Hongping Zhu Yanliang Du Physics-guided LSTM-KAN modelling for shield tunnelling parameter prediction and optimization. 2026 115588 201 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2026.115588 db/journals/asc/asc201.html#ChenLWCAZD26 streams/journals/asc

Tianrun Liu Yang-Yang Chen Xiaohua Ge Congealed neural network design for uncertain nonlinear spatiotemporal control systems. 112636 2026 183 Autom. https://doi.org/10.1016/j.automatica.2025.112636 db/journals/automatica/automatica183.html#LiuCG26 streams/journals/automatica

Xiaoqing Lian Pengsen Ma Tengfeng Ma Zhong-Hao Ren Xibao Cai Zhixiang Cheng Bosheng Song He Wang Xiang Pan Yangyang Chen Sisi Yuan Chen Lin 0001 Empowering chemical structures with biological insights for scalable phenotypic virtual screening. 2026 42 Bioinform. 8 https://doi.org/10.1093/bioinformatics/btag517 db/journals/bioinformatics/bioinformatics42.html#LianMMRCCSWPCYL26 streams/journals/bioinformatics

Ping Yu Yang-Yang Chen Dominant-groups-identification-based control optimization for SHIR rumor model with BA scale-free networks. 2026 110550 163 Commun. Nonlinear Sci. Numer. Simul. https://doi.org/10.1016/j.cnsns.2026.110550 db/journals/cnsns/cnsns163.html#YuC26 streams/journals/cnsns

Yangjing Shi Jing Liu 0017 Yangyang Chen Chengbing Zhao Wiener Systems Identification Using Forgetting Factor-Based Maximum Likelihood Stochastic Gradient Algorithm. 2026 May 3440-3457 45 Circuits Syst. Signal Process. 5 https://doi.org/10.1007/s00034-025-03376-3 db/journals/cssp/cssp45.html#ShiLCZ26 streams/journals/cssp

Yalin Song Yan Li Daqi Li Zhen Wang Yangyang Chen Haidong Yang SPFNet : A Lung Nodule Segmentation Network Based on Superpixel Feature Fusion. 2026 43 Expert Syst. J. Knowl. Eng. 8 https://doi.org/10.1111/exsy.70334 db/journals/es/es43.html#SongLLWCY26 streams/journals/es

Yufei Li Bin Ba Weijia Cui Guanghui Su Yangyang Chen An Efficient Acquisition Algorithm for Burst DSSS Signals in LEO Satellite Systems. 2026 april15 15364-15377 13 IEEE Internet Things J. 8 https://doi.org/10.1109/JIOT.2026.3656635 db/journals/iotj/iotj13.html#LiBCSC26 streams/journals/iotj

Xiaoqing Lian Pengsen Ma Tengfeng Ma Zhonghao Ren Xibao Cai Zhixiang Cheng Bosheng Song He Wang Xiang Pan Yangyang Chen Sisi Yuan Chen Lin 0001 Empowering Chemical Structures with Biological Insights for Scalable Phenotypic Virtual Screening. 2026 March abs/2603.15006 CoRR https://doi.org/10.48550/arXiv.2603.15006 db/journals/corr/corr2603.html#abs-2603-15006 streams/journals/corr

Jiaxing Wang Wei Zhao 0037 Xiaoping Wang Yangyang Chen Xueyan Li A novel active learning method based on the anisotropic kernel density estimation for global metamodeling in support of engineering design. 108530 2025 142 Commun. Nonlinear Sci. Numer. Simul. https://doi.org/10.1016/j.cnsns.2024.108530 db/journals/cnsns/cnsns142.html#WangZWCL25 streams/journals/cnsns

Yangyang Chen Wen Liu Demi Ai Hongping Zhu Yanliang Du Real-Time Model Updating for Prediction and Assessment of Under-Construction Shield Tunnel Induced Ground Settlement in Complex Strata. 2025 39 J. Comput. Civ. Eng. 2 https://doi.org/10.1061/jccee5.cpeng-6090 db/journals/jccee/jccee39.html#ChenLAZD25 streams/journals/jccee

Yangyang Chen Lijun Ma Jeffrey Pittman Xin Yang Penny Wise and Pound Foolish: Does Striving to Meet Earnings Expectations by Manipulating Real Activities Trigger Product Recalls? 3405-3427 2025 71 Manag. Sci. 4 https://doi.org/10.1287/mnsc.2021.04035 db/journals/mansci/mansci71.html#ChenMPY25 streams/journals/mansci

Yangyang Chen Emmanuel Ofosu Don O'sullivan Madhu Veeraraghavan Leon Zolotoy Rank-and-File Employee Stock Options and Workplace Safety. 5971-5996 2025 71 Manag. Sci. 7 https://doi.org/10.1287/mnsc.2022.02072 db/journals/mansci/mansci71.html#ChenOOVZ25 streams/journals/mansci

Yuxi Du Weijia Cui Bin Ba Yangyang Chen Long Zhang A Two-Level Weighted Low-Complexity Adaptive Beamforming Method. 1246-1250 2025 32 IEEE Signal Process. Lett. https://doi.org/10.1109/LSP.2025.3551957 db/journals/spl/spl32.html#DuCBCZ25 streams/journals/spl

Fagang Li Yangyang Chen Hao Chen 0029 Yongfeng Niu Non-Reed-Solomon Type Cyclic MDS Codes. 3489-3496 2025 May 71 IEEE Trans. Inf. Theory 5 https://doi.org/10.1109/TIT.2025.3538220 db/journals/tit/tit71.html#LiCCN25 streams/journals/tit

Guoqing Liu Yang-Yang Chen Compensation-based Asymptotic Adaptive Stabilization for Time-Varying Nonlinear Systems. 1852-1857 2025 ACC https://doi.org/10.23919/ACC63710.2025.11108006 conf/amcc/2025 db/conf/amcc/acc2025.html#LiuC25 streams/conf/amcc Yunhan Wang Menghan Jin Dongmei Wang Pingxiang Guan Yangyang Chen Enhancing Financial Market Forecasting with LSTM Networks and Technical Indicators. 68-73 2025 CNML https://doi.org/10.1145/3728199.3728210 conf/cnml/2025 db/conf/cnml/cnml2025.html#WangJWGC25 Yilin Zhang 0005 Haoyuan Xiao Bowang Zhang Yangyang Chen Junyu Fan Wei Han 0007 Multi-CV-Output Domino Wireless Power Transfer System With Reconfigurable Voltage Levels. 1-6 2025 IECON https://doi.org/10.1109/IECON58223.2025.11221777 conf/iecon/2025 db/conf/iecon/iecon2025.html#ZhangXZCFH25

Yangyang Chen Human Resource Recommendation Based on CBCF-BAC and Short Text Similarity Algorithm. 2024 48 Informatica (Slovenia) 22 https://doi.org/10.31449/inf.v48i22.6853 db/journals/informaticaSI/informaticaSI48.html#Chen24f streams/journals/informaticaSI

Yangyang Chen Jeffrey Ng Emmanuel Ofosu Xin Yang Tick Size and Earnings Guidance in Small-Cap Firms: Evidence from the SEC's Tick Size Pilot Program. 5386-5407 2024 70 Manag. Sci. 8 https://doi.org/10.1287/mnsc.2023.4930 db/journals/mansci/mansci70.html#ChenNOY24 streams/journals/mansci

Xiaoping Wang Wei Zhao 0037 Yangyang Chen Xueyan Li A novel performance measure approach for reliability-based design optimization with adaptive Barzilai-Borwein steps. 110256 2024 250 Reliab. Eng. Syst. Saf. https://doi.org/10.1016/j.ress.2024.110256 db/journals/ress/ress250.html#WangZCL24

Yu Cai Wei Zhao 0037 Xiaoping Wang Yanjun Ou Yangyang Chen Xueyan Li A novel multiple linearization method for reliability analysis based on evidence theory. 110278 2024 250 Reliab. Eng. Syst. Saf. https://doi.org/10.1016/j.ress.2024.110278 db/journals/ress/ress250.html#CaiZWOCL24

Yao Chu Zhengzhong LvZeng Kaijie Lu Yangyang Chen Yichuan Shen Kejia Jing Haifeng Yang 0002 Wanxin Tang Magnetic Porous Hydrogel-Enhanced Wearable Patch Sensor for Sweat Zinc Ion Monitoring. 5627 2024 September 24 Sensors 17 https://doi.org/10.3390/s24175627 db/journals/sensors/sensors24.html#ChuLLCSJYT24 streams/journals/sensors

Bo Lu 0005 Hanxing Cai Yangyang Chen Zhengchun Shi Xiaodong Duan ISES: Instance-level Semantic Enhanced Score Model for Image-Text Retrieval. 229-232 2023 AAIA https://doi.org/10.1145/3603273.3635666 conf/aaia/2023 db/conf/aaia/aaia2023.html#LuCCSD23 Yangyang Chen Zhuo Chen Rural medical search algorithm on heterogeneous information network with attribute equity. 185-188 2023 ICISE https://doi.org/10.1109/ICISE60366.2023.00045 conf/icise/2023 db/conf/icise/icise2023.html#ChenC23 Hong Zhang Yangyang Chen Multi-modal campus one-stop data storage optimization method for massive small files. 338-341 2023 ICISE https://doi.org/10.1109/ICISE60366.2023.00077 conf/icise/2023 db/conf/icise/icise2023.html#ZhangC23 Qiong Xiao Yangyang Chen Design and Analysis of Job Assignment in Server Farms of Data Centers. 299-304 2022 CACML https://doi.org/10.1109/CACML55074.2022.00057 conf/cacml/2022 db/conf/cacml/cacml2022.html#XiaoC22

Yangyang Chen Yi Zhao 0007 Xinyu Han Spectral properties of hypercubes with applications. 113550 2021 394 J. Comput. Appl. Math. https://doi.org/10.1016/j.cam.2021.113550 db/journals/jcam/jcam394.html#ChenZH21

Wenli Liu Elton J. Chen Erlei Yao Yanyu Wang Yangyang Chen Reliability analysis of face stability for tunnel excavation in a dependent system. 107306 2021 206 Reliab. Eng. Syst. Saf. https://doi.org/10.1016/j.ress.2020.107306 db/journals/ress/ress206.html#LiuCYWC21

Yaen Xie Zhidan Zhang Xiande Wu Zhen Shi Yangyang Chen Baixuan Wu Kofi Akrofi Mantey Obstacle Avoidance and Path Planning for Multi-Joint Manipulator in a Space Robot. 3511-3526 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2019.2961167 db/journals/access/access8.html#XieZWSCWM20

Kaifa Zhao Yizhang Jiang Kaijian Xia Leyuan Zhou Yangyang Chen Ke Xu Pengjiang Qian View-collaborative fuzzy soft subspace clustering for automatic medical image segmentation. 9523-9542 2020 79 Multim. Tools Appl. 13-14 https://doi.org/10.1007/s11042-019-07974-7 https://www.wikidata.org/entity/Q127439502 db/journals/mta/mta79.html#ZhaoJXZCXQ20

Pengjiang Qian Yangyang Chen Jung-Wen Kuo Yu-Dong Zhang 0001 Yizhang Jiang Kaifa Zhao Rose Al Helo Harry Friel Atallah Baydoun Feifei Zhou Jin Uk Heo Norbert Avril Karin Herrmann Rodney J. Ellis Bryan J. Traughber Robert S. Jones Shitong Wang 0001 Kuan-Hao Su Raymond F. Muzic Jr. mDixon-Based Synthetic CT Generation for PET Attenuation Correction on Abdomen and Pelvis Jointly Using Transfer Fuzzy Clustering and Active Learning-Based Classification. 819-832 2020 39 IEEE Trans. Medical Imaging 4 https://doi.org/10.1109/TMI.2019.2935916 https://www.wikidata.org/entity/Q92695182 db/journals/tmi/tmi39.html#QianCKZJZHFBZHA20

Yangyang Chen Yongxiang Dou Qing Kai Review of Cross-border Electronic Retail Logistics Research in the Last Five Years. 43 2020 WHICEB https://aisel.aisnet.org/whiceb2020/43 conf/whiceb/2020 db/conf/whiceb/whiceb2020.html#ChenDK20

Yangyang Chen Cong Chen Hao Wen 0008 Jianmin Jiang Zeng Qiong Hongping Shu Zhong Hong From Use Case to Use Case Slices: An Automated Approach. 24-50 2019 10 Int. J. Inf. Syst. Model. Des. 4 https://doi.org/10.4018/IJISMD.2019100102 db/journals/ijismd/ijismd10.html#ChenCWJQSH19

Leyuan Zhou Kaifa Zhao Yang Ding Jiamin Zheng Yangyang Chen Yizhang Jiang Pengjiang Qian Multi-Organ Auto-Contouring on MR Images Based on Laplacian Support Vector Machines. 1418-1422 2019 9 J. Medical Imaging Health Informatics 7 https://doi.org/10.1166/jmihi.2019.2737 https://www.wikidata.org/entity/Q127578068 db/journals/jmihi/jmihi9.html#ZhouZDZCJQ19

Kaifa Zhao Leyuan Zhou Pengjiang Qian Yang Ding Yizhang Jiang Yangyang Chen Jiamin Zheng Kuan-Hao Su Raymond F. Muzic Jr. A Transfer Fuzzy Clustering and Neural Network Based Tissue Segmentation Method During PET/MR Attenuation Correction. 1491-1497 2019 9 J. Medical Imaging Health Informatics 7 https://doi.org/10.1166/jmihi.2019.2749 db/journals/jmihi/jmihi9.html#ZhaoZQDJCZSM19

Yangyang Chen Yi Zhao 0007 Xinyu Han Characterization of Symmetry of Complex Networks. 692 2019 11 Symmetry 5 https://doi.org/10.3390/sym11050692 https://www.wikidata.org/entity/Q127848956 db/journals/symmetry/symmetry11.html#ChenZH19

Jianmin Jiang Zhong Hong Yangyang Chen Modeling and Analyzing Incremental Natures of Developing Software. 5:1-5:32 2019 10 ACM Trans. Manag. Inf. Syst. 2 https://doi.org/10.1145/3333535 https://www.wikidata.org/entity/Q127588490 db/journals/tmis/tmis10.html#JiangHC19

Cong Chen Yangyang Chen Jianmin Jiang Shi Zhang Zhong Hong Hongping Shu Zeng Qiong Schedulability analysis for real-time mobile systems (S). 563-734 2019 SEKE https://doi.org/10.18293/SEKE2019-090 conf/seke/2019 db/conf/seke/seke2019.html#ChenCJZHSQ19

Ling Sun 0008 Jian Bao Yangyang Chen Mingming Yang Research on parameter selection method for support vector machines. 331-342 2018 48 Appl. Intell. 2 https://doi.org/10.1007/s10489-017-0975-3 db/journals/apin/apin48.html#SunBCY18

Yangyang Chen Shuhui Chen Wei Zhao Constructing explicit homoclinic solution of oscillators: An improvement for perturbation procedure based on nonlinear time transformation. 123-139 2017 48 Commun. Nonlinear Sci. Numer. Simul. https://doi.org/10.1016/j.cnsns.2016.12.010 db/journals/cnsns/cnsns48.html#ChenCZ17

Jian Bao Yangyang Chen Li Yu Chunwei Chen A multi-scale kernel learning method and its application in image classification. 16-23 2017 257 Neurocomputing https://doi.org/10.1016/j.neucom.2016.11.069 db/journals/ijon/ijon257.html#BaoCYC17

Xiaolin Wang 0002 Yangyang Chen Hai Zhao 0001 Bao-Liang Lu Parallelized extreme learning machine ensemble based on min-max modular network. 31-41 2014 128 Neurocomputing https://doi.org/10.1016/j.neucom.2013.02.053 db/journals/ijon/ijon128.html#WangCZL14

Ruochen Liu 0006 Yangyang Chen Licheng Jiao Yangyang Li 0001 A particle swarm optimization based simultaneous learning framework for clustering and classification. 2143-2152 2014 47 Pattern Recognit. 6 https://doi.org/10.1016/j.patcog.2013.12.010 db/journals/pr/pr47.html#LiuCJL14

Ruochen Liu 0006 Yangyang Chen Wenping Ma 0001 Caihong Mu Licheng Jiao A novel cooperative coevolutionary dynamic multi-objective optimization algorithm using a new predictive model. 1913-1929 2014 18 Soft Comput. 10 https://doi.org/10.1007/s00500-013-1175-7 db/journals/soco/soco18.html#LiuCMMJ14

Wang Pan Yang Li Wuzhu Deng Yangyang Chen Wenli Zhou A dual-gate ambipolar graphene field effect transistor. 247-250 2014 NEMS https://doi.org/10.1109/NEMS.2014.6908801 conf/nems/2014 db/conf/nems/nems2014.html#PanLDCZ14 Yangyang Chen Bao-Liang Lu Hai Zhao 0001 Parallel learning of large-scale multi-label classification problems with min-max modular LIBLINEAR. 1-7 2012 IJCNN https://doi.org/10.1109/IJCNN.2012.6252679 conf/ijcnn/2012 db/conf/ijcnn/ijcnn2012.html#ChenLZ12 Ning Wang Xue Chen Dongchao Ma Qiu Zang Yangyang Chen A Novel Scheme of Application Layer Multicast in Passive Optical Networks. 202-205 2011 CMC https://doi.org/10.1109/CMC.2011.22 https://doi.ieeecomputersociety.org/10.1109/CMC.2011.22 conf/ieeecmc/2011 db/conf/ieeecmc/ieeecmc2011.html#WangCMZC11 Demi Ai Norbert Avril Bin Ba Jian Bao Atallah Baydoun Hanxing Cai Xibao Cai Yu Cai Chunwei Chen Cong Chen Elton J. Chen Hao Chen 0029 Shuhui Chen Xue Chen Zhuo Chen Zhixiang Cheng Yao Chu Weijia Cui Wuzhu Deng Yang Ding Yongxiang Dou Yanliang Du Yuxi Du Xiaodong Duan Rodney J. Ellis Junyu Fan Harry Friel Xiaohua Ge Pingxiang Guan Wei Han 0007 Xinyu Han Rose Al Helo Jin Uk Heo Karin Herrmann Zhong Hong Jianmin Jiang Yizhang Jiang Licheng Jiao Menghan Jin Kejia Jing Robert S. Jones Qing Kai Jung-Wen Kuo Daqi Li Fagang Li Xueyan Li Yan Li Yang Li Yangyang Li 0001 Yufei Li Xiaoqing Lian Chen Lin 0001 Guoqing Liu Jing Liu 0017 Ruochen Liu 0006 Tianrun Liu Wen Liu Wenli Liu Bao-Liang Lu Bo Lu 0005 Kaijie Lu Zhengzhong LvZeng Dongchao Ma Lijun Ma Pengsen Ma Tengfeng Ma Wenping Ma 0001 Kofi Akrofi Mantey Caihong Mu Raymond F. Muzic Jr. Jeffrey Ng Yongfeng Niu Emmanuel Ofosu Don O'sullivan Yanjun Ou Wang Pan Xiang Pan Jeffrey Pittman Pengjiang Qian Zeng Qiong Zhong-Hao Ren Zhonghao Ren Yichuan Shen Yangjing Shi Zhen Shi Zhengchun Shi Hongping Shu Bosheng Song Yalin Song Guanghui Su Kuan-Hao Su Ling Sun 0008 Wanxin Tang Bryan J. Traughber Madhu Veeraraghavan Dongmei Wang He Wang Jiaxing Wang Ning Wang Shitong Wang 0001 Xiaolin Wang 0002 Xiaoping Wang Yanyu Wang Yunhan Wang Zhen Wang Zhihua Wang Hao Wen 0008 Baixuan Wu Xiande Wu Kaijian Xia Haoyuan Xiao Qiong Xiao Yaen Xie Ke Xu Haidong Yang Haifeng Yang 0002 Mingming Yang Xin Yang Erlei Yao Li Yu Ping Yu Sisi Yuan Qiu Zang Bowang Zhang Hong Zhang Long Zhang Shi Zhang Yilin Zhang 0005 Yudong Zhang 0001Yu-Dong Zhang 0001 Zhidan Zhang Chengbing Zhao Hai Zhao 0001 Kaifa Zhao Wei Zhao Wei Zhao 0037 Yi Zhao 0007 Jiamin Zheng Feifei Zhou Leyuan Zhou Wenli Zhou Hongping Zhu Leon Zolotoy