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Yuchen Song, Datong Liu*, Haitao Liao, Yu Peng. A Hybrid Statistical Data-driven Method for On-line Joint State Estimation of lithium-ion batteries, Applied Energy, 2020 (SCI, 2018-IF=8.426)
Benkuan Wang, Datong Liu*, Yu Peng, Xiyuan Peng, Multivariate Regression-Based Fault Detection and Recovery of UAV Flight Data, IEEE Transactions on Instrumentation and Measurement. 2020, 69(6): 3527-3537 (SCI, 2018-IF=3.067)
Liansheng Liu, Yu Peng, Lulu Wang, Yu Dong, Datong Liu*, Improving EGT sensing data anomaly detection of Aircraft Auxiliary Power Unit, Chinese Journal of Aeronautics, 2019, (SCI, 2018-IF=2.095) .
董静怡, 庞景月, 彭宇, 刘大同*. 基于集成LSTM的遥测数据异常检测方法, 仪器仪表学报, 2019, 40(7): 23-30.
Datong Liu*, Lyu Li, Yuchen Song, Lifeng Wu, Yu Peng*. Hybrid State of Charge Estimation for lithium-ion battery under dynamic operating conditions, International Journal of Electrical Power and Energy Systems, 2019, 110: 48-61. (SCI, 2018-IF=4.418)
彭喜元, 庞景月, 彭宇*, 刘大同. 航天器遥测数据异常检测综述. 仪器仪表学报, 2016, 37(9): 1929-1945.
史欣田, 庞景月, 张新, 彭宇, 刘大同*. 基于集成极限学习机的卫星大数据分析, 仪器仪表学报, 2018, 39(12): 81-91.
刘大同*, 郭凯, 王本宽, 彭宇. 数字孪生技术综述与展望, 仪器仪表学报, 2018, 39(11): 1-10.
Yu Peng, Yujie Zhang, Datong Liu*, Liansheng Liu, Degradation estimation using feature increment stepwise linear regression for PWM Inverter of Electro-Mechanical Actuator, Microelectronics Reliability, 2018, (88-90), 514-518. (SCI, 2018-IF=1.483)
Datong Liu*, Yuchen Song*, Lyu Li, Haitao Liao, Yu Peng. On-line life cycle health assessment for lithium-ion battery in electric vehicles, Journal of Cleaner Production (JCLP), 2018, 199: 1050-1065. (SCI, 2018-IF=6.395)
国际会议论文（近3年）
Lyu Li, Yuchen Song, Datong Liu, Xiyuan Peng, Satellite lithium-ion battery health state assessment based on improved ECM. The Second Asia Pacific Conference of the Prognostics and Health Management Society (PHM Asia Pacific 2019), Beijing, China.
Benkuan Wang, Zeyang Wang, Liansheng Liu, Datong Liu, Xiyuan Peng, LSTM Based Data‐Driven Anomaly Detection Method for UAV Sensor Data, 2019 Prognostics and System Health Management Conference (PHM 2019), Paris, France, May 2‐5, 2019.
Datong Liu, LSTM Accelerated Engine for Real-time Data-driven Anomaly Detection Based on Heterogeneous Computing (Abstract), 11th International Conference on Mathematical Method in Reliability (MMR 2019), Jun. 3-7, 2019, Hongkong.
Benkuan Wang, Datong Liu, Xiyuan Peng, Zhenyu Wang, Data-Driven Anomaly Detection of UAV based on Multimodal Regression Model, 2019 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), May 20-23, Auckland, Newzealand.
Liquan Chen, Liansheng Liu, Min He, Datong Liu, Gearbox Fault Diagnosis Based on VMD and Acoustic Emission Technology, 2019 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), May 20-23, Auckland, Newzealand.
Yuchen Song, Datong Liu, Lyu Li, Yandong Hou and Yu Peng,Series-connected lithium-ion battery pack health modeling with cell inconsistency evaluation, 2019 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), May 20-23, Auckland, Newzealand.
Yu PENG, Xulong Zhang, Yuchen Song, Datong Liu, A Low Cost Flexible Digital Twin Platform for Spacecraft Lithium-ion Battery Pack Degradation Assessment, 2019 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), May 20-23, Auckland, Newzealand.
Yujie Zhang, Liansheng Liu, Min He, Dangxia Lyu, Yu Peng, Datong Liu, Health Indicator Extraction for Electro-Mechanical Actuator with CHMM, 2019 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), May 20-23, Auckland, Newzealand.
Yuchen Song, Lyu Li, Yu Peng, Datong Liu. Lithium-ion battery remaining useful life prediction based on GRU-RNN, ICRMS 2018
Lyu Li, Yuchen Song, Yu Peng, Datong Liu. Lithium-ion battery remaining useful life prognostics using data-driven deep learning algorithm, PHM 2018-Chongqing.
Liansheng Liu, Datong Liu, Yu Peng, Online RUL Prediction of Auxiliary Power Unit with Real Time Condition Data, PHM 2018 Chongqing.
Guo Kai, Liu Datong, Peng Xiyuan, Robust OCSVM algorithm for UAV anomaly detection with local outlier discovery, PHM 2018 Chongqing.
Jingyue Pang, Datong Liu, Yu Peng, Xiyuan Peng, Anomaly Detection for Multivariate Telemetry Series based on Multiple-output Gaussian Process Regression, PHM 2018-Chongqing.
Lulu Wang, Shaonian Wang, Liansheng Liu, Datong Liu, Exhaust Gas Temperature sensing data anomaly detection for Aircraft Auxiliary Power Unit by Relevance Vector Machine, SDPC 2018.
Yuchen Song, Yu Peng, Datong Liu. A multiscale data-driven framework for lithium-ion battery on-line state estimation, IEEE International Instrumentation Measurement Technology Conference (I2MTC 2018), Houston, USA, May 14–17, 2018
Datong Liu, Zeyang Wang, Shaojun Wang, Liansheng Liu. UAV Sensor Data Anomaly Detection using Predictor with Uncertainty Estimation and its Acceleration on FPGA, IEEE International Instrumentation Measurement Technology Conference (I2MTC 2018), Houston, USA, May 14–17, 2018
学术兼职
IEEE Senior Member (IM, RS, CIS)
中国电子学会高级会员
中国仪器仪表学会高级会员
中国通信学会高级会员
中国计算机学会、中国人工智能学会会员
编委 仪器仪表学报
Associate Editor-in-Chief IEEE Transactions on Instrumentation and Measurement
Associate Editor Journal of Prognostics and Health Management
Guest Editor Microelectronics Reliability, Energies, Chinese Journal of Electronics (CJE)
国际期刊审稿人：IEEE TIE, IEEE TII, IEEE TRel, JPS, Apen, RESS, Neurocomputing, MR, Measurement等40余期刊
国内期刊审稿人：仪器仪表学报、电子学报、北京理工大学学报、Chinese Journal of Aeronautics等
国际会议主席：ICSMD 2022
国际会议TPC主席：SDPC2021、PHM 2021、ICSMD 2020、PHM 2020-France、PHM 2020-Jinan、PHM 2019-Paris、PHM 2017-Harbin
国际会议TPC联合主席：SDPC 2017-2020、PHMAP 2017/2019
国际会议组委会成员：IEEE PHM、I2MTC 2017-2020、PHM 2015-2019、MicDAT'2018、ICRMS 2018、ISEV 2017、FPT 16、RAMS 2016、ICEMI 2015
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