百晓学者学者目录

刘大同

哈尔滨工业大学电子与信息工程学院

个人简介

刘大同,哈尔滨工业大学电子与信息工程学院教授、博士生导师。研究方向包括仪器仪表工业、轻工业手工业、农作物。代表性成果涉及无人机与航天器遥测数据异常检测、锂离子电池健康状态估计、飞行器测试信息系统技术、卫星电源系统建模、机载智能状态监测等。

精选作品

期刊论文

  1. Yuhang Du, Yuchen Song, Datong Liu (2026). A state of health estimation method for series-connected lithium-ion battery packs: From narrow interval estimation to exact point matching. Journal of Energy Storage.DOI
  2. Yue Wang, Shengwei Meng, Yuchen Song, Datong Liu (2026). CSIR-Net: a continuous spatio-temporal information redundancy network based on structural priors for satellite telemetry data reliability enhancement. Reliability Engineering & System Safety.DOI
  3. Yuwei Qiao, Datong Liu, Liansheng Liu, Yu Peng (2026). Improving Phase Difference Estimation by Optimizing the Condition Number. IEEE Transactions on Instrumentation and Measurement.DOI
  4. Runze Yu, Xiyuan Peng, Datong Liu (2026). Gray-Box Behavior Modeling of Non-Ideal Time-Interleaved Pipelined Analog-to-Digital Converter. IEEE Transactions on Instrumentation and Measurement.DOI
  5. Yafei Xu, Peihan Li, Haoli Ma, Datong Liu (2026). Physics induced interpretable sparse unrolling network for precise terahertz thickness measurement in composites. Advanced Engineering Informatics.DOI
  6. Chuanxiang Wang, Silin Guo, Benkuan Wang, Bo Chen, Ting Yang, Datong Liu (2026). SIVR-VIF: System-Level Source-End Inertial Measurement Unit and Visual Reconstruction for Visual–Inertial Fusion. IEEE Systems Journal.DOI
  7. Yuhang Du, Datong Liu, Yuchen Song (2026). Remaining useful life prediction of lithium-ion battery packs using prior cell degradation and limited pack-level data. Energy.DOI
  8. Yuan Wang, Benkuan Wang, Jinhan Chen, Datong Liu (2026). A UAV swarm formation phase identification method based on knowledge-guided spatiotemporal representation. Expert Systems with Applications.DOI
  9. Yafei Xu, Peihan Li, Xin He, Yuqing Cui, Xiyuan Peng, Datong Liu, Liuyang Zhang (2026). Physics informed terahertz multi-label dual adversarial network for intelligent identification of composite overlapping defects under variable testing conditions. Mechanical Systems and Signal Processing.DOI
  10. Pengming Wang, Liansheng Liu, Yuchen Song, Yinghao Guan, Dan Lu, Datong Liu (2026). State estimation for low earth orbit satellite constellations using dynamic graph neural networks. Expert Systems with Applications.DOI
  11. Pengming Wang, Liansheng Liu, Liansheng Liu, Yuchen Song, Datong Liu, Datong Liu (2026). Spatiotemporal feature construction and enhancement for incipient faults in satellite power system. Aerospace Science and Technology.DOI
  12. Yuchen Song, Xinyi Zhang, Yuhang Du, Shumei Cui, Datong Liu (2026). Uncertainty-oriented collaborative learning for on-orbit state-of-health estimation of satellite lithium-ion batteries considering multi-operating conditions. Applied Energy.DOI
  13. Boxun Qi, Xiaowen Zha, Yuan Wang, Datong Liu (2026). An Informer-Based Multi-step Prediction Method for Aero-Engine Condition Monitoring. Lecture notes in mechanical engineering.DOI
  14. Lanxiang Liu, Wenyu Lin, Wenying Yang, Fabin Mei, Datong Liu, Enrico Zio (2026). Contact Bounce Suppression and Multi-Objective Robust Optimization of Dynamic Performance in Electromagnetic Relays. IEEE Transactions on Components Packaging and Manufacturing Technology.DOI
  15. Tao Liu, Bo Chen, Benkuan Wang, Datong Liu (2025). MDOFusion: A visible and infrared image fusion method based on multi-dimensional quantification allocation and dual optimization mechanism. Expert Systems With Applications, Vol. 280.DOI
  16. 刘大同,严如强,苗强,王冬(2025). 跨界赋能,探索大模型在测量与仪器中的融合应用与系统创新. 《仪器仪表学报》.
  17. Peihan Li, Datong Liu, Xingyu Wang, Yuqing Cui, Liuyang Zhang, Yafei Xu (2025). Physics inspired sparse deconvolution network for dispersion compensation of terahertz wave. Mechanical Systems and Signal Processing.DOI
  18. Shaobo Ding, Maowei Zhang, Datong Liu, Jun Liang (2025). DCR-YOLO: An enhanced anti-UAV detection method based on triple collaborative optimization strategy. Aerospace Science and Technology.DOI
  19. Zhuo Li, Yuchen Song, Datong Liu (2025). Uncertainty Quantification of Success Rate of UAV Autonomous Navigation Mission Based on Multi-Scale Entropy Fusion. International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).DOI
  20. Chang Liu, Datong Liu, Huizhen Hua, Yafei Xu (2025). A Novel Unsupervised Terahertz High-Resolution Imaging Framework for Composite Internal Defects. International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).DOI
  21. Peihan Li, Datong Liu, Hua Zhang, Yafei Xu (2025). Dispersion Suppression and Compensation Strategy of Terahertz Wave in Single and Multiple Layer Structures Based on U-Net with Residual Blocks. International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).DOI
  22. Xinyi Zhang, Feiran Xu, Mo -L Ge, Pengchao Zou, Yuchen Song, Datong Liu (2025). Fusion of Liquid Neural Networks and Multi-Head Attention for State of Health Estimation of Lithium-ion Battery Packs. International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).DOI
  23. Peihan Li, Datong Liu, H. Y. Zhang, Yafei Xu (2025). A Novel Dispersion Compensation Framework for High-Resolution Measurement of Terahertz Wave in Structural Health Monitoring. Global Reliability and Prognostics and Health Management Conference (PHM).DOI
  24. Jiayu Sun, Yuchen Song, Datong Liu (2025). Anomaly Detection in Time Series via Correlation-Guided Feature Reduction and Residual Distribution Characterization. Global Reliability and Prognostics and Health Management Conference (PHM).DOI
  25. Chang Liu, Datong Liu, Huizhen Hua, H. T. Zhang, Yafei Xu (2025). Label-free Autonomous Terahertz damage identification and imaging in composites using Spectral Clustering-guided ResNet. Global Reliability and Prognostics and Health Management Conference (PHM).DOI
  26. Guangyuan Zeng, Yuhang Du, Yuchen Song, Datong Liu, Yu Peng (2025). Stress-informed transfer learning: Accelerated battery life evaluation model across diverse operating conditions and cell mechanisms. Energy and AI.DOI
  27. Yingqi Wang, Yuchen Song, Datong Liu (2025). PIAN: A physics-informed assimilation neural network for temporal super-resolution reconstruction of sensor data in satellite attitude control system. Advanced Engineering Informatics.DOI
  28. Zhou Su, Chuanjin Han, Shouqiang Kang, Datong Liu (2025). CNN-BisLSTM-Attention: A Hybrid Prediction Model for Key Parameters of Aero-Engines.DOI
  29. Maowei Zhang, Datong Liu, Lulu Wang, Shengwei Meng, Xichen He (2025). Comparative Study of Different Intelligent Algorithms in APU Rotor Blade Sorting. International Symposium on Sensors, Mechatronics, and Automation System (ISSMAS).DOI
  30. Yingqi Wang, Yuchen Song, Runze Yu, Shengwei Meng, Yu Peng, Datong Liu (2025). Spacecraft sensor data reliability improvement based on spatio-temporal information fusion model. Microelectronics Reliability.DOI
  31. Shouqiang Kang, Chuanjin Han, Benkuan Wang, Yuan Wang, Datong Liu (2025). Similarity Augmented Incremental Learning-Based Flight Data Anomaly Detection Method for UAV Dynamic Conditions. IEEE Sensors Journal.DOI
  32. Yafei Xu, Xin He, Xingyu Wang, Hua Zhang, Hua Zhang, Xiyuan Peng, Datong Liu, Liuyang Zhang (2025). Physics induced terahertz time-of-flight compensation method for accurate thickness measurement and full-field imaging of damage in composite. Mechanical Systems and Signal Processing.DOI
  33. Xiaolei Liu, Liansheng Liu, Lulu Wang, Xiyuan Peng, Datong Liu (2025). Performance Assessment of APU Based on Degradation Enhancement With On-Wing Sensing Data. IEEE Sensors Journal.DOI
  34. Yuhang Du, Yuchen Song, Guangyuan Zeng, Yu Peng, Datong Liu (2025). Series-Connected Lithium-Ion Battery Packs’ Self-Adaptive SOH Estimation via Inconsistency Representation Optimization. IEEE Transactions on Instrumentation and Measurement.DOI
  35. Zhou Su, Datong Liu, Na Wang, Benkuan Wang (2025). Flight Data-Enabled Refined Anomaly Assessment of Unmanned Aerial Vehicles in Variable Trajectory Scenarios. IEEE Transactions on Instrumentation and Measurement.DOI
  36. Lin Yang, Xiyuan Peng, Kai Zhong Guo, Datong Liu (2025). MSFE-AD: Multiscale Feature-Enhanced Early Satellite Sensor Data Anomaly Detection Based on Rare Boundary Samples. IEEE Transactions on Instrumentation and Measurement.DOI
  37. Xinyi Zhang, Yuhang Du, Yuchen Song, Datong Liu (2025). SOH uncertainty estimation for lithium-ion battery packs based on cell inconsistency. IET conference proceedings..DOI
  38. Yuan Wang, Benkuan Wang, Datong Liu, Wenjuan Wang, Tao Peng (2025). A Modeling Method for Adaptively Evaluating Flight Effectiveness of Autonomous UAV. Lecture notes in electrical engineering.DOI
  39. Shengmin Ai, Zhibo Zhao, Yilin Liu, Datong Liu (2025). Scenario Optimization Generation and Testing Method for Airborne Object Detection Algorithm. Lecture notes in electrical engineering.DOI
  40. Yilin Liu, Zhibo Zhao, Huailin Zhang, Datong Liu (2025). Heterogeneous Fusion Computing Platform and Task Allocation Method for Intelligent Missions of UAVs. Lecture notes in electrical engineering.DOI
  41. Lin Yang, Xiyuan Peng, Yuchen Song, Datong Liu (2025). Deep Multi-level Anomaly Detection Approach for Spacecraft Telemetry Data. IFAC-PapersOnLine.DOI
  42. 孙家正,宋宇晨,崔展博,李桢煜,王智鹏,刘大同(2024). 基于长时间尺度特性建模优化的飞行器遥测数据集合异常检测方法. 《仪器仪表学报》.DOI
  43. 李桢煜,宋宇晨,彭喜元,刘大同(2024). 基于对比序列重构的卫星遥测数据异常检测方法. 《仪器仪表学报》.DOI
  44. 杨挺,王媛,王瑛琪,宋宇晨,刘大同(2024). 基于时空关联的飞控传感器数据异常检测. 《仪器仪表学报》.DOI
  45. 王盟,赵光权,刘大同,彭喜元(2024). 卫星电源系统的数字伴飞建模方法. 《仪器仪表学报》.DOI
  46. 刘大同(2024). 锂离子电池状态监测与状态估计.
  47. Pengming Wang, Liansheng Liu, Yuchen Song, Zhidong Li, Liu Datong (2024). A model-driven dual-derivation framework for quantitative fault detection in satellite power system. Advanced Engineering Informatics.DOI
  48. Yingqi Wang, Yuchen Song, Shengwei Meng, Liu Datong (2024). Self-Adaptive Reconstruction of Spacecraft Irregular Sampling Telemetry Data Based on Neural Ordinary Differential Equation. 2022 IEEE 20th International Conference on Industrial Informatics (INDIN).DOI
  49. Xuehao Han, Su Zhou, Boxun Qi, Benkuan Wang, Datong Liu, Peng Yu (2024). An EGTM-Based RUL Prediction Method for Auxiliary Power Unit of Aircraft. International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).DOI
  50. Zhilin Li, Yingqi Wang, Weiqi Zhang, Yuchen Song, Datong Liu (2024). Operational Safety Prediction of Unmanned Systems Based on Trajectory Planning. International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).DOI
  51. GuiWu Rong, Yilin Liu, Benkuan Wang, Datong Liu (2024). Design of ZYNQ-Based Airborne Flight Data Acquisition Unit. International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).DOI
  52. Lifeng Xi, Shengwei Meng, Dawei Pan, Yuchen Song, Datong Liu, Xiyuan Peng (2024). Anomaly Detection of MIL-STD-1553 Word Types Based on LSTM. International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).DOI
  53. Yuhang Du, Cong Hu, Ruichen Ni, Yuchen Song, Datong Liu (2024). Method for Obtaining Battery Pack Health Index Based on Cell Discharge Interval Differences. International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).DOI
  54. Yuhang Du, Yuchen Song, Datong Liu (2024). Degradation modeling of serial space lithium-ion battery pack based on online inconsistency representation parameters. Journal of Power Sources.DOI
  55. Maowei Zhang, Datong Liu, Yongmeng Liu (2024). Recent progress in precision measurement and assembly optimization methods of the aero-engine multistage rotor: A comprehensive review. Measurement.DOI
  56. Wenxiang Wu, Bo Chen, Datong Liu (2024). Simulation of UAV-Based Indoor Mapping for Multi-Story Building Using a RGB-D SLAM Solution. IEEE International Instrumentation and Measurement Technology Conference.DOI
  57. Runze Yu, Xiyuan Peng, Datong Liu (2024). TIADC Digital Calibration Based on apFFT Phase Measurement. IEEE International Instrumentation and Measurement Technology Conference.DOI
  58. Tao Liu, Bo Chen, Benkuan Wang, Datong Liu (2024). An Improved Image Stitching Method Based on Vision-Inertial Fusion. IEEE International Instrumentation and Measurement Technology Conference.DOI
  59. Yuwei Qiao, Yu Peng, Liansheng Liu, Datong Liu (2024). A multi-frequency phase difference estimation algorithm with time-frequency analysis. IEEE International Instrumentation and Measurement Technology Conference.DOI
  60. Yafei Xu, Yuqing Cui, Xiyuan Peng, Datong Liu, Liuyang Zhang (2024). Terahertz Automatic Localization and Imaging for Multiscene Delamination Damages of Composites Using Multilabel Attention Fusion Network. IEEE Transactions on Instrumentation and Measurement.DOI
  61. Zhou Su, Boxun Qi, Benkuan Wang, Datong Liu (2024). A Transformer-Based Condition Monitoring Method for UAV. Lecture notes in electrical engineering.DOI
  62. Maowei Zhang, Xichen He, Zhongshen Dong, Lulu Wang, Datong Liu (2024). Unbalance Error Compensation Method of Aircraft APU Turbine Rotor Based on Blade Sorting. IEEE Transactions on Instrumentation and Measurement.DOI
  63. 康守强,李坤,王本宽,刘大同(2023). 多计算任务调度优化的机载智能状态监测单元. 《仪器仪表学报》.DOI
  64. 赵光权,王盟,刘大同,陈威铮,彭喜元(2023). 航天器电源建模仿真综述与展望. 《仪器仪表学报》.DOI
  65. Yingqi Wang, Yuchen Song, Cheng-Li Liu, Shengwei Meng, Datong Liu (2023). Virtual sensing of aircraft extreme parameters based on parameter spatial-temporal correlation. IEEE Industrial Electronics Society Annual On-Line Conference (ONCON).DOI
  66. Gabriele Patrizi, Marcantonio Catelani, Lorenzo Ciani, Yuchen Song, Datong Liu (2023). A Multi-Channel Deep-Learning Prediction Algorithm for Battery State-of-Health Indicator. IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE).DOI
  67. Yuhang Du, Yuchen Song, Datong Liu, Yu Peng (2023). Probabilistic-Attention Fusion-Based Lithium-ion Battery Pack Multivariate Prediction Method. Proceedings of the Annual Conference of the IEEE Industrial Electronics Society.DOI
  68. Weiqi Zhang, Yuhang Du, Yuchen Song, Datong Liu, Yu Peng (2023). Uncertainty Quantification Based Health Diagnosis for Lithium-Ion Batteries Under Different Operating Conditions. IEEE International Conference on Electronic Measurement & Instruments.DOI
  69. Zhiheng Yi, Yuchen Song, Datong Liu (2023). Indirect Measurement Method of Energy Storage Lithium-Ion Battery Electro-Chemical Parameters. IEEE International Conference on Electronic Measurement & Instruments.DOI
  70. Jingyue Pang, Datong Liu, Peng Yu, Xiyuan Peng (2023). Temporal dependence Mahalanobis distance for anomaly detection in multivariate spacecraft telemetry series. ISA Transactions.DOI
  71. Datong Liu, Na Wang, Kai Zhong Guo, Benkuan Wang (2023). Ensemble Transfer Learning Based Cross-Domain UAV Actuator Fault Detection. IEEE Sensors Journal.DOI
  72. Yingqi Wang, Shengwei Meng, Yuchen Song, Datong Liu (2023). Time series fragmental variation trend anomaly detection method based on a temporal sequential modeling approach. IEEE International Instrumentation and Measurement Technology Conference.DOI
  73. Yuchen Song, Datong Liu, Yu Peng (2023). Lithium-ion battery pack on-line health diagnosis based on multi uncertainty model fusion. IEEE International Instrumentation and Measurement Technology Conference.DOI
  74. Liansheng Liu, Zhuo Zhi, Yufei Yang, Shervin Shirmohammadi, Datong Liu (2023). Harmonic Reducer Fault Detection With Acoustic Emission. IEEE Transactions on Instrumentation and Measurement.DOI
  75. Yuan Wang, Benkuan Wang, Datong Liu (2023). A Subdivision Method of Flight Phases Based on Divide-and-Conquer Gaussian Mixture Model. IEEE Transactions on Instrumentation and Measurement.DOI
  76. Jingyue Pang, Guangquan Zhao, Datong Liu, Xiyuan Peng (2023). Discrete Features Enhancement Based Online Anomaly Detection for Satellite Telemetry Series. IEEE Transactions on Instrumentation and Measurement.DOI
  77. 张玉杰,彭宇,刘大同(2022). 飞机机电系统部件数据驱动健康状态在线估计方法综述. 《仪器仪表学报》.DOI
  78. Yuhang Du, Yuchen Song, Datong Liu (2022). Weighted Clustering Method for Retired Lithium-ion Batteries Screen under Different Operating Scenarios. International Conference on System Reliability and Safety Engineering (SRSE).DOI
  79. Yilin Liu, Datong Liu, Benkuan Wang, Bo Chen (2022). Mob-YOLO: A Lightweight UAV Object Detection Method. International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).DOI
  80. Kai Zhong Guo, Na Wang, Datong Liu, Xiyuan Peng (2022). Uncertainty-Aware LSTM Based Dynamic Flight Fault Detection for UAV Actuator. IEEE Transactions on Instrumentation and Measurement.DOI
  81. Yujie Zhang, Datong Liu, Qiang Miao, Yu Peng (2022). Sensing Data-Based Degradation Estimation of Electromechanical Actuator Under Dynamic Operating Conditions. IEEE Sensors Journal.DOI
  82. Jinyu Gu, Benkuan Wang, Datong Liu (2022). A Baseline Modeling Method for UAV Condition Monitoring based on Multiple Flight Data. IEEE International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).DOI
  83. Benkuan Wang, Bo Chen, Datong Liu, Xiyuan Peng (2022). An Embedded Instrument for Online Condition Monitoring of Unmanned and Autonomous Systems. IEEE Instrumentation & Measurement Magazine.DOI
  84. Jingyi Dong, Datong Liu (2022). Sensor Data Prediction for Fixed-wing Drone Based on Online Sequential Learning. IEEE International Instrumentation and Measurement Technology Conference.DOI
  85. Yandong Hou, Yu Peng, Datong Liu (2022). Accelerated capacity model of lithium-ion battery based on non-linear polynomial method with stress coupling analysis under two electrical variables. Measurement.DOI
  86. Jingting You, Jun Sheng Liang, Datong Liu (2022). An Adaptable UAV Sensor Data Anomaly Detection Method Based on TCN Model Transferring. Prognostics and Health Management Conference (PHM).DOI
  87. Yingqi Wang, Shengwei Meng, Yuchen Song, Datong Liu (2022). Fault detection for large scale indoor distributed antenna system based on time series similarity. Prognostics and Health Management Conference (PHM).DOI
  88. Datong Liu, Liuyang Zhang (2022). Guest Editorial Special Section for ICSMD 2021. IEEE Transactions on Instrumentation and Measurement.DOI
  89. Kai Guo, Zhisheng Ye, Datong Liu, Xiyuan Peng (2021). UAV flight control sensing enhancement with a data-driven adaptive fusion model. Reliability Engineering & System Safety, Vol. 213.DOI
  90. Zhuo Zhi, Liansheng Liu, Datong Liu, Cong Hu (2021). Fault Detection of the Harmonic Reducer Based on CNN-LSTM With a Novel Denoising Algorithm. IEEE Sensors Journal.DOI
  91. Zhuo Zhi, Datong Liu, Liansheng Liu (2021). A performance compensation method for GPS/INS integrated navigation system based on CNN–LSTM during GPS outages. Measurement.DOI
  92. Bo Chen, Peng Yu, BinBin Gu, Yue Gang Luo, Datong Liu (2021). A Fault Detection Method Based on Enhanced GRU. International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).DOI
  93. Yuhang Du, Yuchen Song, Datong Liu (2021). A State Estimation Method for Nonlinear Systems Based on Uncertainty Fusion. International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).DOI
  94. Na Wang, Jie Ren, Yue Gang Luo, Kai Guo, Datong Liu (2021). UAV Actuator Fault Detection using Maximal Information Coefficient and 1-D Convolutional Neural Network. Global Reliability and Prognostics and Health Management (PHM).DOI
  95. Wenbo Hu, Bo Chen, Binbin Gu, Datong Liu (2021). A Multi-Task Online Monitoring System for UAV. IEEE International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).DOI
  96. Yandong Hou, Yuhang Du, Yu Peng, Datong Liu (2021). An Improved Random Effects Wiener Process Accelerated Degradation Test Model for Lithium-Ion Battery. IEEE Transactions on Instrumentation and Measurement.DOI
  97. Ruqiang Yan, Datong Liu (2021). Guest Editorial Special Section for ICSMD2020. IEEE Transactions on Instrumentation and Measurement.DOI
  98. 刘大同,宋宇晨,武巍,杨晨,彭宇(2020). 锂离子电池组健康状态估计综述. 《仪器仪表学报》.DOI
  99. Yuchen Song, Yu Peng, Datong Liu (2020). Model-Based Health Diagnosis for Lithium-Ion Battery Pack in Space Applications. IEEE Transactions on Industrial Electronics.DOI
  100. Wanqing Cheng, Zhiheng Yi, Jun Sheng Liang, Yuchen Song, Datong Liu (2020). An SOC and SOP Joint Estimation Method of Lithium-ion Batteries in Unmanned Aerial Vehicles. International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).DOI
  101. Zhuo Zhi, Liansheng Liu, Datong Liu (2020). Enhancing the Reliability of the Quadrotor by Formulating the Control System Model. International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).DOI
  102. Mei Liu, Benkuan Wang, Datong Liu (2020). A Digital Twin Modeling Method for Turbofan Engine Real-time Test Data Analysis and Performance Monitoring. 2020 11th International Conference on Prognostics and System Health Management (PHM-2020 Jinan).DOI
  103. Liansheng Liu, Liquan Chen, Zhiliang Wang, Datong Liu (2020). Early Fault Detection of Planetary Gearbox Based on Acoustic Emission and Improved Variational Mode Decomposition. IEEE Sensors Journal.DOI
  104. Benkuan Wang, Xiyuan Peng, Min Jiang, Datong Liu (2020). Real-Time Fault Detection for UAV Based on Model Acceleration Engine. IEEE Transactions on Instrumentation and Measurement.DOI
  105. Benkuan Wang, Xiyuan Peng, Datong Liu (2020). Airborne Sensor Data-Based Unsupervised Recursive Identification for UAV Flight Phases. IEEE Sensors Journal.DOI
  106. Yuchen Song, Datong Liu, Yu Peng (2020). FPGA-based Implementation of Lithium-ion Battery SOH Estimator Using Particle Filter. IEEE International Instrumentation and Measurement Technology Conference.DOI
  107. Datong Liu, Ning Xiao, Yujie Zhang, Xiyuan Peng (2020). Unsupervised Flight Phase Recognition with Flight Data Clustering based on GMM. IEEE International Instrumentation and Measurement Technology Conference.DOI
  108. Yandong Hou, Datong Liu, Yu Peng (2020). Accelerated Degradation Wiener Model for Lithiumion Battery Considering Individual Difference. IEEE International Instrumentation and Measurement Technology Conference.DOI
  109. Yujie Zhang, Liansheng Liu, Yu Peng, Datong Liu (2020). Health indicator extraction with phase current for power electronics of electro-mechanical actuator. Measurement.DOI
  110. Xiaolei Liu, Liansheng Liu, Datong Liu, Lulu Wang, Qing Guo, Xiyuan Peng (2020). A Hybrid Method of Remaining Useful Life Prediction for Aircraft Auxiliary Power Unit. IEEE Sensors Journal.DOI
  111. Liansheng Liu, Qing Guo, Lulu Wang, Datong Liu (2020). In-situ remaining useful life prediction of aircraft auxiliary power unit based on quantitative analysis of on-wing sensing data. Advances in Mechanical Engineering.DOI
  112. Yuchen Song, Datong Liu, Haitao Liao, Yu Peng (2020). A hybrid statistical data-driven method for on-line joint state estimation of lithium-ion batteries. Applied Energy.DOI
  113. 彭宇,史书慧,郭凯,刘大同(2019). 无人机飞控系统故障仿真及数据生成. 《仪器仪表学报》.DOI
  114. 董静怡,庞景月,彭宇,刘大同(2019). 集成LSTM的航天器遥测数据异常检测方法. 《仪器仪表学报》.DOI
  115. 张玉杰,冯伟童,刘大同,彭宇(2019). 基于贝叶斯更新的机电作动器健康因子构建方法. 《仪器仪表学报》.DOI
  116. 彭敏,马宁,王少军,刘大同(2019). 基于可见光图像的工业过程气体泄漏检测研究. 《电子测量与仪器学报》.DOI
  117. 彭宇,何永福,王少军,刘大同,刘连胜(2019). 飞行数据异常检测技术综述. 《仪器仪表学报》.DOI
  118. Liansheng Liu, Zhuo Zhi, Hanxing Zhang, Qing Guo, Yu Peng, Datong Liu (2019). Related Entropy Theories Application in Condition Monitoring of Rotating Machineries. Entropy.DOI
  119. Zhiyuan Chen, Xiuhai Cui, Ning Ma, Datong Liu (2019). On‐board multi‐lane parallel MLVDS bus design for in‐orbit embedded satellite test device. The Journal of Engineering.DOI
  120. Liansheng Liu, Yu Peng, Lulu Wang, Yuhan Dong, Datong Liu, Qing Guo (2019). Improving EGT sensing data anomaly detection of aircraft auxiliary power unit. Chinese Journal of Aeronautics.DOI
  121. Siyang Gong, Shengwei Meng, Benkuan Wang, Datong Liu (2019). Hardware-In-the-Loop Simulation of UAV for Fault Injection. Prognostics and System Health Management Conference.DOI
  122. Yandong Hou, Wei Wu, Yuchen Song, Chen Yang, Datong Liu, Yu Peng (2019). Life Extrapolation Model for Lithium-ion Battery with Accelerated Degradation Test. Prognostics and System Health Management Conference.DOI
  123. Yaqing Xu, Jun Sheng Liang, Benkuan Wang, Datong Liu, Peng Yu, Xiyuan Peng (2019). UAV Flight State Recognition Using AC-GAN Based Method. Prognostics and System Health Management Conference.DOI
  124. Yujie Zhang, Liansheng Liu, Datong Liu, Yu Peng (2019). Improved MRAS based HI extraction method for PMSM of Electro-Mechanical Actuator. Prognostics and System Health Management Conference.DOI
  125. Benkuan Wang, Datong Liu, Yu Peng, Xiyuan Peng (2019). Multivariate Regression-Based Fault Detection and Recovery of UAV Flight Data. IEEE Transactions on Instrumentation and Measurement.DOI
  126. Jingyi Dong, Yuntong Ma, Datong Liu (2019). Deep Learning based Multiple Sensors Monitoring and Abnormal Discovery for Satellite Power System. International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).DOI
  127. Min Jiang, Benkuan Wang, Datong Liu, Peng Yu (2019). On-board Sensor Data Monitoring System For Unmanned Aerial Vehicle PHM. International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).DOI
  128. Wenjia Gao, Shengwei Meng, Datong Liu (2019). Flight Data Adaptive Segmentation and Classification for Fleet-level Anomaly Detection. International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).DOI
  129. Benkuan Wang, Zeyang Wang, Liansheng Liu, Datong Liu, Xiyuan Peng (2019). Data-Driven Anomaly Detection for UAV Sensor Data Based on Deep Learning Prediction Model. Prognostics and System Health Management Conference.DOI
  130. Yu Peng, Xulong Zhang, Yuchen Song, Datong Liu (2019). A Low Cost Flexible Digital Twin Platform for Spacecraft Lithium-ion Battery Pack Degradation Assessment. IEEE International Instrumentation and Measurement Technology Conference.DOI
  131. Benkuan Wang, Datong Liu, Xiyuan Peng, Zhenyu Wang (2019). Data-Driven Anomaly Detection of UAV based on Multimodal Regression Model. IEEE International Instrumentation and Measurement Technology Conference.DOI
  132. Yuchen Song, Datong Liu, Yu Peng (2019). Series-connected lithium-ion battery pack health modeling with cell inconsistency evaluation. IEEE International Instrumentation and Measurement Technology Conference.DOI
  133. Liquan Chen, Liansheng Liu, Min He, Datong Liu (2019). Gearbox Fault Diagnosis Based on VMD and Acoustic Emission Technology. IEEE International Instrumentation and Measurement Technology Conference.DOI
  134. Yujie Zhang, Liansheng Liu, Min He, Dangxia Lyu, Yu Peng, Datong Liu (2019). Health Indicator Extraction for Electro-Mechanical Actuator with CHMM. IEEE International Instrumentation and Measurement Technology Conference.DOI
  135. Datong Liu, Lyu Li, Yuchen Song, Lifeng Wu, Yu Peng (2019). Hybrid state of charge estimation for lithium-ion battery under dynamic operating conditions. International Journal of Electrical Power & Energy Systems.DOI
  136. Kai Zhong Guo, Liansheng Liu, Shuhui Shi, Datong Liu, Xiyuan Peng (2019). UAV Sensor Fault Detection Using a Classifier without Negative Samples: A Local Density Regulated Optimization Algorithm. Sensors.DOI
  137. Jingyue Pang, Datong Liu, Peng Yu, Xiyuan Peng (2019). Collective Anomalies Detection for Sensing Series of Spacecraft Telemetry with the Fusion of Probability Prediction and Markov Chain Model. Sensors.DOI
  138. Liansheng Liu, Qing Guo, Datong Liu, Yu Peng (2019). Data-Driven Remaining Useful Life Prediction Considering Sensor Anomaly Detection and Data Recovery. IEEE Access.DOI
  139. 刘大同,郭凯,王本宽,彭宇(2018). 数字孪生技术综述与展望. 《仪器仪表学报》.DOI
  140. 印学浩,宋宇晨,刘旺,刘大同(2018). 基于多时间尺度的锂离子电池状态联合估计. 《仪器仪表学报》.DOI
  141. 史欣田,庞景月,张新,彭宇,刘大同(2018). 基于集成极限学习机的卫星大数据分析. 《仪器仪表学报》.DOI
  142. Liu Liansheng, Liu Datong, Qing Guo, Yu Peng, Jun Sheng Liang (2018). SDR: Sensor data recovery for system condition monitoring. IEEE International Instrumentation and Measurement Technology Conference.DOI
  143. Yujie Zhang, Liansheng Liu, Yu Peng, Datong Liu (2018). An Electro-Mechanical Actuator Motor Voltage Estimation Method with a Feature-Aided Kalman Filter. Sensors.DOI
  144. Yuchen Song, Lyu Li, Yu Peng, Datong Liu (2018). Lithium-Ion Battery Remaining Useful Life Prediction Based on GRU-RNN. International Conference on Reliability, Maintainability and Safety.DOI
  145. Lyu Li, Yu Peng, Yuchen Song, Datong Liu (2018). Lithium-Ion Battery Remaining Useful Life Prognostics Using Data-Driven Deep Learning Algorithm. Prognostics and System Health Management Conference.DOI
  146. Liansheng Liu, Mei Liu, Qing Guo, Datong Liu, Peng Yu (2018). MEMS Sensor Data Anomaly Detection for the UAV Flight Control Subsystem. Proceedings of IEEE Sensors/Proceedings of IEEE Sensors ....DOI
  147. Kai Guo, Datong Liu, Peng Yu, Xiyuan Peng (2018). Data-Driven Anomaly Detection Using OCSVM with Boundary Optimzation. Prognostics and System Health Management Conference.DOI
  148. Jingyue Pang, Datong Liu, Peng Yu, Xiyuan Peng (2018). Multiple-Output-Gaussian-Process Regression-Based Anomaly Detection for Multivariate Monitoring Series. Prognostics and System Health Management Conference.DOI
  149. Yongfu He, Peng Yu, Shaojun Wang, Datong Liu (2018). ADMOST: UAV Flight Data Anomaly Detection and Mitigation via Online Subspace Tracking. IEEE Transactions on Instrumentation and Measurement.DOI
  150. Yongzhen Peng, Y. J. Zhang, Datong Liu, Lu Liu (2018). Degradation estimation using feature increment stepwise linear regression for PWM Inverter of Electro-Mechanical Actuator. Microelectronics Reliability.DOI
  151. Lulu Wang, Ming Li, Liansheng Liu, Datong Liu (2018). Exhaust Gas Temperature Sensing Data Anomaly Detection for Aircraft Auxiliary Power Unit Condition Monitoring. International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).DOI
  152. Yuchen Song, Datong Liu, Lyu Li, Yu Peng (2018). Lithium-Ion Battery Pack On-Line Degradation State Prognosis Based on the Empirical Model. International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).DOI
  153. Jingyue Pang, Datong Liu, Peng Yu, Xiyuan Peng (2018). Anomaly Detection for Satellite Telemetry Series with Prediction Interval Optimization. International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).DOI
  154. Yujie Zhang, Yu Peng, Datong Liu (2018). A Feature-Aided Kalman Filter Model for Electro-Mechanical Actuator Voltage Estimation. International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).DOI
  155. Datong Liu, Yuchen Song, Lyu Li, Haitao Liao, Yu Peng (2018). On-line life cycle health assessment for lithium-ion battery in electric vehicles. Journal of Cleaner Production.DOI
  156. Benkuan Wang, Yafeng Chen, Datong Liu, Xiyuan Peng (2018). An embedded intelligent system for on-line anomaly detection of unmanned aerial vehicle. Journal of Intelligent & Fuzzy Systems.DOI
  157. Jingyue Pang, Datong Liu, Yu Peng, Xiyuan Peng (2018). Intelligent pattern analysis and anomaly detection of satellite telemetry series with improved time series representation. Journal of Intelligent & Fuzzy Systems.DOI
  158. Yu Peng, Yandong Hou, Yuchen Song, Jingyue Pang, Datong Liu (2018). Lithium-Ion Battery Prognostics with Hybrid Gaussian Process Function Regression. Energies.DOI
  159. Yuchen Song, Datong Liu, Yu Peng (2018). Data-driven on-line health assessment for lithium-ion battery with uncertainty presentation. IEEE Conference on Prognostics and Health Management.DOI
  160. Ning Ma, Yu Peng, Shaojun Wang, Datong Liu (2018). Hyperspectral image anomaly targets detection with online deep learning. IEEE International Instrumentation and Measurement Technology Conference.DOI
  161. Datong Liu, Zeyang Wang, Shaojun Wang, Yeyong Pang, Liansheng Liu (2018). UAV sensor data anomaly detection using predictor with uncertainty estimation and its acceleration on FPGA. IEEE International Instrumentation and Measurement Technology Conference.DOI
  162. Yuchen Song, Yu Peng, Datong Liu (2018). A multiscale data-driven framework for lithium-ion battery on-line state estimation. IEEE International Instrumentation and Measurement Technology Conference.DOI
  163. Benkuan Wang, Datong Liu, Wenjuan Wang, Xiyuan Peng (2018). A hybrid approach for UAV flight data estimation and prediction based on flight mode recognition. Microelectronics Reliability.DOI
  164. Jingyue Pang, Datong Liu, Peng Yu, Xiyuan Peng (2018). Optimize the Coverage Probability of Prediction Interval for Anomaly Detection of Sensor-Based Monitoring Series. Sensors.DOI
  165. Datong Liu, Xuehao Yin, Yuchen Song, Wang Liu, Yu Peng (2018). An On-Line State of Health Estimation of Lithium-Ion Battery Using Unscented Particle Filter. IEEE Access.DOI
  166. Datong Liu, Haitao Liao, Enrico Zio, Qiang Miao, Bin Zhang, Hu CHAO, Michael H. Azarian (2018). Ieee Access Special Section Editorial:Complex System Health Management Based On Condition Monitoring And Test Data. IEEE Access.DOI
  167. Duan Yong, Yuanpeng Zhao, XU Ya-qing, Yu Peng, Liu Datong (2017). Unmanned aerial vehicle sensor data anomaly detection using kernel principle component analysis. IEEE International Conference on Electronic Measurement & Instruments.DOI
  168. Liu Liansheng, Liu Datong, Peng Yu (2017). Anomalous sensing data recovery with mutual information and Relevance Vector Machine. IEEE International Conference on Electronic Measurement & Instruments.DOI
  169. Pan Li, Wang Shaojun, Ning Ma, Liu Datong (2017). A fault-tolerant program memory unit for on-board computer. IEEE International Conference on Electronic Measurement & Instruments.DOI
  170. Zhang Guoyong, Yang Liu, Zhou Jun, Liu Datong (2017). Telemetry-data based anomaly detection method for flywheel of in-orbit satellite. Prognostics and System Health Management Conference.DOI
  171. Yuchen Song, Datong Liu, Yandong Hou, Jinxiang Yu, Yu Peng (2017). Satellite lithium-ion battery remaining useful life estimation with an iterative updated RVM fused with the KF algorithm. Chinese Journal of Aeronautics.DOI
  172. Xiuhai Cui, Datong Liu, Peng Yu, Xiyuan Peng (2017). Estimating the circuit delay of FPGA with a transfer learning method.DOI
  173. Xiuhai Cui, Datong Liu, Yu Peng, Xiyuan Peng (2017). Latency estimation and optimization for DSP blocks in high level synthesis stage.DOI
  174. Yongfu He, Peng Yu, Shaojun Wang, Datong Liu, Philip H. W. Leong (2017). A Structured Sparse Subspace Learning Algorithm for Anomaly Detection in UAV Flight Data. IEEE Transactions on Instrumentation and Measurement.DOI
  175. Wang Liu, Jinyuan Jiang, Datong Liu, Huidong Zhang (2017). Design of embedded bearing fault diagnosis system based on Zynq-7000. Conference record (1995) - Autotestcon/Conference record - Autotestcon.DOI
  176. Datong Liu, Jingyue Pang, Xu Ben, Zan Liu, Jun Jie Zhou, Guoyong Zhang (2017). Satellite Telemetry Data Anomaly Detection with Hybrid Similarity Measures. International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).DOI
  177. Yong Duan, Yuanpeng Zhao, Jingyue Pang, Liansheng Liu, Datong Liu (2017). Unmanned Aerial Vehicle Sensing Data Anomaly Detection by Relevance Vector Machine. International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).DOI
  178. Qiang Miao, Datong Liu (2017). Recent progress on electro-mechanical system prognostics and health management. Microelectronics Reliability.DOI
  179. Yuchen Song, Datong Liu, Yang Chen, Yu Peng (2017). Data-driven hybrid remaining useful life estimation approach for spacecraft lithium-ion battery. Microelectronics Reliability.DOI
  180. Yafeng Chen, Benkuan Wang, Wang Liu, Datong Liu (2017). On-line and non-invasive anomaly detection system for unmanned aerial vehicle. Prognostics and System Health Management Conference.DOI
  181. Yuchen Song, Datong Liu, Yu Peng, Yang Chen, Wei Wu (2017). Self-adaptive indirect health indicators extraction within prognosis of satellite lithium-ion battery. Prognostics and System Health Management Conference.DOI
  182. Xintian Shi, Jingyue Pang, Datong Liu, Yu Peng (2017). Satellite telemetry time series clustering with improved key points series segmentation. Prognostics and System Health Management Conference.DOI
  183. Benkuan Wang, Yaqing Xu, Datong Liu, Xiyuan Peng, Wenjuan Wang (2017). An approach of uav flight state estimation and prediction based on telemetry data. Prognostics and System Health Management Conference.DOI
  184. Wang Liu, Tianchi Zhao, David He, Datong Liu (2017). DSP based module for processing vibration signals of rotation machinery. IEEE International Instrumentation and Measurement Technology Conference.DOI
  185. Yujie Zhang, Datong Liu, Jinxiang Yu, Yu Peng, Xiyuan Peng (2017). EMA remaining useful life prediction with weighted bagging GPR algorithm. Microelectronics Reliability.DOI
  186. Wuzhao Yan, Bin Zhang, Wanchun Dou, Datong Liu, Yu Peng (2017). Low-Cost Adaptive Lebesgue Sampling Particle Filtering Approach for Real-Time Li-Ion Battery Diagnosis and Prognosis. IEEE Transactions on Automation Science and Engineering.DOI
  187. Liansheng Liu, Shaojun Wang, Datong Liu, Yu Peng (2017). Quantitative selection of sensor data based on improved permutation entropy for system remaining useful life prediction. Microelectronics Reliability.DOI
  188. Datong Liu, Jingyue Pang, Ge Song, Wei Cheng Xie, Yu Peng, Xiyuan Peng (2017). Fragment Anomaly Detection With Prediction and Statistical Analysis for Satellite Telemetry. IEEE Access.DOI
  189. 彭喜元,庞景月,彭宇,刘大同(2016). 航天器遥测数据异常检测综述. 《仪器仪表学报》.
  190. 贺思捷,刘大同,彭宇(2016). 遥测数据驱动的无人机飞行状态识别方法. 《仪器仪表学报》.
  191. 何永福,王少军,王文娟,彭宇,刘大同(2016). 基于过采样投影近似基追踪的无人机异常检测. 《仪器仪表学报》.
  192. 赵天意,彭喜元,彭宇,刘大同(2016). 改进卡尔曼滤波的融合型锂离子电池SOC估计方法. 《仪器仪表学报》.DOI
  193. Ning Ma, Shaojun Wang, Datong Liu, Yu Peng (2016). A run-time built-in approach of TID test in SRAM based FPGAs. Microelectronics Reliability.DOI
  194. Shaojun Wang, Datong Liu, Jianbao Zhou, Bin Zhang, Yu Peng (2016). A Run-Time Dynamic Reconfigurable Computing System for Lithium-Ion Battery Prognosis. Energies.DOI
  195. Jun-Bao Li, Wenhui Yang, Datong Liu, Jing Liu (2016). Kernel Self-Adaptive Learning-Based Satellite Telemetry Data Classification. International Conference on Computing, Measurement, Control and Sensor Network.DOI
  196. Liansheng Liu, Datong Liu, Yujie Zhang, Yu Peng (2016). Effective Sensor Selection and Data Anomaly Detection for Condition Monitoring of Aircraft Engines. Sensors.DOI
  197. Liansheng Liu, Datong Liu, Peng Yu (2016). Detection and identification of sensor anomaly for aerospace applications. Proceedings, annual Reliability and Maintainability Symposium/Proceedings. Annual Reliability and Maintainability Symposium.DOI
  198. Jingyue Pang, Datong Liu, Peng Yu, Xiyuan Peng (2016). Anomaly detection based on uncertainty fusion for univariate monitoring series. Measurement.DOI
  199. Yu Peng, Siyuan Lu, Wei Hao Xie, Datong Liu, Haitao Liao (2016). LITHIUM‐ION BATTERY REMAINING USEFUL LIFE ESTIMATION BASED ON ENSEMBLE LEARNING WITH LS ‐ SVM ALGORITHM.DOI
  200. Liansheng Liu, Shaojun Wang, Datong Liu, Yu Peng (2016). Quantitative description of sensor data monotonic trend for system degradation condition monitoring. Prognostics and System Health Management Conference.DOI
  201. Yuchen Song, Yang Chen, Tao Wang, Datong Liu, Yu Peng (2016). Hybrid approach of iterative updating for lithium-ion battery remaining useful life estimation. Prognostics and System Health Management Conference.DOI
  202. Yujie Zhang, Xiyuan Peng, Yu Peng, Jingyue Pang, Datong Liu (2016). Weighted bagging gaussion process regression to predict remaining useful life of electro-mechanical actuator. Prognostics and System Health Management Conference.DOI
  203. Guoyong Zhang, Jun Zhou, Fengning Han, Datong Liu (2016). Data-based anomaly detection model for solar array power of in-orbit satellites. Prognostics and System Health Management Conference.DOI
  204. Liansheng Liu, Yu Peng, Datong Liu (2016). FESeR: A data-driven framework to enhance sensor reliability for the system condition monitoring. Microelectronics Reliability.DOI
  205. Liansheng Liu, Dawei Pan, Datong Liu, Yujie Zhang, Yu Peng (2016). DRES: Data recovery for condition monitoring to enhance system reliability. Microelectronics Reliability.DOI
  206. 刘大同,周建宝,郭力萌,彭宇(2015). 锂离子电池健康评估和寿命预测综述. 《仪器仪表学报》.
  207. 陈静,彭宇,李祺,庞景月,刘大同(2015). 数据驱动的机载设备PHM软件系统. 《电子测量与仪器学报》.
  208. 彭宇,庞景月,刘大同,彭喜元(2015). 大数据:内涵、技术体系与展望. 《电子测量与仪器学报》.
  209. 王晓璐,王少军,刘大同(2015). 基于FPGA的嵌入式双核系统设计. 《计算机测量与控制》.
  210. Wuzhao Yan, Wanchun Dou, Datong Liu, Yu Peng, Bin Zhang (2015). Parameters Adaption of Lebesgue Sampling-based Diagnosis and Prognosis for Li-ion Batteries. Annual Conference of the PHM Society.DOI
  211. Siyuan Lu, Yang Chen, Tao Wang, Datong Liu, Yu Peng (2015). Lithium-ion battery prognostics with fusion model of uncertainty integration based on Bayesian Model Averaging. Prognostics and System Health Management Conference.DOI
  212. Dawei Pan, Datong Liu, Jun Zhou, Guoyong Zhang (2015). Anomaly detection for satellite power subsystem with associated rules based on Kernel Principal Component Analysis. Microelectronics Reliability.DOI
  213. Liansheng Liu, Shaojun Wang, Datong Liu, Yujie Zhang, Yu Peng (2015). Entropy-based sensor selection for condition monitoring and prognostics of aircraft engine. Microelectronics Reliability.DOI
  214. Ge Song, Jun Sheng Liang, Datong Liu, Peng Yu (2015). Anomaly detection of condition monitoring with predicted uncertainty for aerospace applications. IEEE International Conference on Electronic Measurement & Instruments.DOI
  215. Jingyue Pang, Datong Liu, Peng Yu, Xiyuan Peng (2015). Detecting continual anomalies in monitoring data stream based on sampling GPR algorithm. IEEE Conference on Prognostics and Health Management.DOI
  216. Datong Liu, Wei Hao Xie, Siyuan Lu, Yu Peng (2015). Battery prognostics with uncertainty fusion for aerospace applications. Proceedings, annual Reliability and Maintainability Symposium/Proceedings. Annual Reliability and Maintainability Symposium.DOI
  217. He Sijie, Yu Peng, Liu Datong (2015). Fault diagnosis for discrete monitoring data based on fusion algorithm. IEEE International Conference on Electronic Measurement & Instruments.DOI
  218. Liu Datong, Jianbao Zhou, Haitao Liao, Peng Yu, Xiyuan Peng (2015). A Health Indicator Extraction and Optimization Framework for Lithium-Ion Battery Degradation Modeling and Prognostics. IEEE Transactions on Systems Man and Cybernetics Systems.DOI
  219. 彭宇,刘大同(2014). 数据驱动故障预测和健康管理综述. 《仪器仪表学报》.
  220. Datong Liu, Jianbao Zhou, Dawei Pan, Yu Peng, Xiyuan Peng (2014). Lithium-ion battery remaining useful life estimation with an optimized Relevance Vector Machine algorithm with incremental learning. Measurement.DOI
  221. Datong Liu, Wei Hao Xie, Haitao Liao, Peng Yu (2014). An Integrated Probabilistic Approach to Lithium-Ion Battery Remaining Useful Life Estimation. IEEE Transactions on Instrumentation and Measurement.DOI
  222. Jingyue Pang, Datong Liu, Haitao Liao, Peng Yu, Xiyuan Peng (2014). Anomaly detection based on data stream monitoring and prediction with improved Gaussian process regression algorithm. International Conference on Prognostics and Health Management (PHM).DOI
  223. Limeng Guo, Yu Peng, Datong Liu, Yue Luo (2014). Comparison of resampling algorithms for particle filter based remaining useful life estimation. International Conference on Prognostics and Health Management (PHM).DOI
  224. Datong Liu, Yue Luo, Jie Liu, Yu Peng, Limeng Guo, MICHAEL G. PECHT (2013). Lithium-ion battery remaining useful life estimation based on fusion nonlinear degradation AR model and RPF algorithm. Neural Computing and Applications.DOI
  225. Wei Quan, Hua Wang, Datong Liu (2013). A Multifunctional Joint Angle Sensor with Measurement Adaptability. Sensors.DOI
  226. Shan Yin, Jingyue Pang, Datong Liu, Yu Peng (2013). Remaining Useful Life Prognostics for Lithium-ion Battery Based on Gaussian Processing Regression Combined with the Empirical Model. Annual Conference of the PHM Society.DOI
  227. Datong Liu, Hong Wang, Yu Peng, Wei Hao Xie, Haitao Liao (2013). Satellite Lithium-Ion Battery Remaining Cycle Life Prediction with Novel Indirect Health Indicator Extraction. Energies.DOI
  228. Datong Liu, Yue Luo, Limeng Guo, Yu Peng (2013). Uncertainty quantification of fusion prognostics for lithium-ion battery remaining useful life estimation. IEEE Conference on Prognostics and Health Management.DOI
  229. Datong Liu, Yu Peng, Jun-Bao Li, Xiyuan Peng (2013). Multiple optimized online support vector regression for adaptive time series prediction. Measurement.DOI
  230. Jianbao Zhou, Datong Liu, Yu Peng, Xiyuan Peng (2013). An optimized Relevance Vector Machine with incremental learning strategy for lithium-ion battery remaining useful life estimation. IEEE International Instrumentation and Measurement Technology Conference.DOI
  231. Liansheng Liu, Chuan Liu, Peng Yu, Datong Liu (2013). A design of fibre channel node with PCI interface. IEEE International Instrumentation and Measurement Technology Conference.DOI
  232. Datong Liu, Jingyue Pang, Jianbao Zhou, Yu Peng, MICHAEL G. PECHT (2013). Prognostics for state of health estimation of lithium-ion batteries based on combination Gaussian process functional regression. Microelectronics Reliability.DOI
  233. Limeng Guo, Jingyue Pang, Liu Datong, Peng Xiyuan (2013). Data-driven framework for lithium-ion battery remaining useful life estimation based on improved nonlinear degradation factor. IEEE International Conference on Electronic Measurement & Instruments.DOI
  234. Jian Qituo, Liu Liansheng, Yu Peng, Liu Datong (2013). Optimized FPGA-based DDR2 SDRAM controller. IEEE International Conference on Electronic Measurement & Instruments.DOI
  235. Jianbao Zhou, Datong Liu, Yu Peng, Xiyuan Peng (2012). Combined Sparse Bayesian Learning Strategy for Remaining Useful Life Forecasting of Lithium-ion Battery. International Conference on Instrumentation and Measurement, Computer, Communication and Control (IMCCC).DOI
  236. Datong Liu, Yue Luo, Yu Peng, Xiyuan Peng, MICHAEL G. PECHT (2012). Lithium-ion Battery Remaining Useful Life Estimation Based on Nonlinear AR Model Combined with Degradation Feature. Annual Conference of the PHM Society.DOI
  237. Yu Peng, Hong Wang, Jianmin Wang, Datong Liu, Xiyuan Peng (2012). A modified echo state network based remaining useful life estimation approach. IEEE Conference on Prognostics and Health Management.DOI
  238. Datong Liu, Jingyue Pang, Jianbao Zhou, Yu Peng (2012). Data-driven prognostics for lithium-ion battery based on Gaussian Process Regression. IEEE Prognostics and System Health Management Conference.DOI
  239. Jianbao Zhou, Datong Liu, Yu Peng, Xiyuan Peng (2012). Dynamic battery remaining useful life estimation: An on-line data-driven approach. IEEE International Instrumentation and Measurement Technology Conference.DOI
  240. Datong Liu, Yue Luo, Peng Hong Yu (2012). Uncertainty processing in prognostics and health management: An overview. IEEE Prognostics and System Health Management Conference.DOI
  241. Yu Peng, Yong Dong Xu, Liu Datong, Peng Xiyuan (2012). Sensor Selection with Grey Correlation Analysis for Remaining Useful Life Evaluation. Annual Conference of the PHM Society.DOI
  242. 王少军,刘琦,彭喜元,刘大同,陈强(2011). 移动通信话务量多步预测的LS-SVM方法研究. 《仪器仪表学报》.DOI
  243. Datong Liu, Shaojun Wang, Yu Peng, Xiyuan Peng (2011). On-line adaptive data-driven fault prognostics of complex systems. Conference record (1995) - Autotestcon/Conference record - Autotestcon.DOI
  244. Liu Datong, Yu Peng, Peng Xiyuan (2011). Online adaptive status prediction strategy for data-driven fault prognostics of complex systems.DOI
  245. 彭宇,刘大同,彭喜元(2010). 故障预测与健康管理技术综述. 《电子测量与仪器学报》.
  246. 刘大同,彭宇,彭喜元,于江,陈强(2010). 一种分段在线支持向量回归算法. 《仪器仪表学报》.DOI
  247. 彭宇,田全乐,刘大同(2009). PCI总线多功能实时数据转发模块设计. 《2009中国仪器仪表与测控技术大会》.
  248. 刘大同,彭喜元,于江,陈强(2009). 采用加速减量策略的快速在线支持向量回归算法. 《电子测量与仪器学报》.
  249. 刘连胜,张毅刚,刘大同(2009). VXI总线四通道LVDS数据传输模块设计. 《计算机测量与控制》.
  250. 王少军,彭喜元,刘大同(2009). 一种高精度直流电流源设计. 《2009中国仪器仪表与测控技术大会》.
  251. 张毅刚,彭宇,刘大同,张丽丽,平恒(2009). 小卫星星载计算机便携式实时“模飞”系统设计. 《2009中国仪器仪表与测控技术大会》.
  252. Yu Peng, Datong Liu, Xiyuan Peng, Yunfeng Shao (2009). Development of fast test platform for microsatellite. Conference record (1995) - Autotestcon/Conference record - Autotestcon.DOI
  253. Yu Peng, Laiping Wu, Datong Liu (2009). Design of distributed environmental monitoring system for energy-saving controlling system.DOI
  254. Yu Peng, Bo Li, Datong Liu, Xiyuan Peng (2009). A High Speed DMA Transaction Method for PCI Express Devices.DOI
  255. Datong Liu, Yu Peng, Xiyuan Peng (2009). Online Fault Prediction Based on Combined AOSVR and ARMA Models.DOI
  256. Liu Datong, Peng Yu, Peng Xiyuan (2009). Fault prediction based on time series with online combined kernel SVR methods.DOI
  257. Wang Shaojun, Yu Peng, Liu Datong (2007). Design of a PCI Bus High Precision and Wide Range Programmable Current Generator. International Conference on Electronic Measurement and Instruments.DOI

预印本

  1. Yuchen Song, Zhiheng Yi, Yuhang Du, Datong Liu (2023). Lithium-Ion Battery Early-Cycle Life Prediction Based on Ensemble Multi-Scale Temporal Sequential Model. SSRN Electronic Journal.DOI

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