Datong Liu

发表

Early Fault Detection of Planetary Gearbox Based on Acoustic Emission and Improved Variational Mode Decomposition

Liansheng Liu, Liquan Chen, Zhiliang Wang, 2021, IEEE Sensors Journal.

Life Extrapolation Model for Lithium-ion Battery with Accelerated Degradation Test

Yu Peng, Datong Liu, Yandong Hou, 2019, 2019 Prognostics and System Health Management Conference (PHM-Qingdao).

Uncertainty processing in prognostics and health management: An overview

Yu Peng, Datong Liu, Yue Luo, 2012, Proceedings of the IEEE 2012 Prognostics and System Health Management Conference (PHM-2012 Beijing).

Locality structure preserving based feature selection for prognostics

Yu Peng, Datong Liu, Yong Xu, 2015, Intell. Data Anal..

MEMS Sensor Data Anomaly Detection for the UAV Flight Control Subsystem

Yu Peng, Qing Guo, Mei Liu, 2018, 2018 IEEE SENSORS.

Satellite lithium-ion battery remaining useful life estimation with an iterative updated RVM fused with the KF algorithm

Yandong Hou, Yu Peng, Datong Liu, 2017 .

Accelerated capacity model of lithium-ion battery based on non-linear polynomial method with stress coupling analysis under two electrical variables

Yu Peng, Datong Liu, Yandong Hou, 2022, Measurement.

Fault detection for large scale indoor distributed antenna system based on time series similarity

Datong Liu, Yuchen Song, Shengwei Meng, 2022, 2022 Prognostics and Health Management Conference (PHM-2022 London).

Lithium-ion battery remaining useful life estimation based on fusion nonlinear degradation AR model and RPF algorithm

M. Pecht, Yu Peng, Datong Liu, 2014, Neural Computing and Applications.

A Digital Twin Modeling Method for Turbofan Engine Real-time Test Data Analysis and Performance Monitoring

Datong Liu, Mei Liu, Benkuan Wang, 2020, 2020 11th International Conference on Prognostics and System Health Management (PHM-2020 Jinan).

Sensing Data-Based Degradation Estimation of Electromechanical Actuator Under Dynamic Operating Conditions

Q. Miao, Yu Peng, Datong Liu, 2022, IEEE Sensors Journal.

A Numerical Study of Lithium-ion Battery Degradation Feature Extraction based on Transfer Function

Yu Peng, Chao Lyu, Datong Liu, 2019, DEStech Transactions on Environment, Energy and Earth Sciences.

On-line life cycle health assessment for lithium-ion battery in electric vehicles

Yu Peng, Datong Liu, Haitao Liao, 2018, Journal of Cleaner Production.

Prognostics for state of health estimation of lithium-ion batteries based on combination Gaussian process functional regression

Yu Peng, Datong Liu, Jingyue Pang, 2013, Microelectron. Reliab..

Health indicator extraction with phase current for power electronics of electro-mechanical actuator

Yu Peng, Datong Liu, Yujie Zhang, 2020 .

In-situ remaining useful life prediction of aircraft auxiliary power unit based on quantitative analysis of on-wing sensing data

Qing Guo, Datong Liu, Liansheng Liu, 2020 .

Yu Peng, Datong Liu, Qing Guo, 2019, Entropy.

Anomaly detection based on data stream monitoring and prediction with improved Gaussian process regression algorithm

Yu Peng, Datong Liu, Jingyue Pang, 2014, 2014 International Conference on Prognostics and Health Management.

Data-driven hybrid remaining useful life estimation approach for spacecraft lithium-ion battery

Chen Yang, Yu Peng, Datong Liu, 2017, Microelectron. Reliab..

Multivariate Regression-Based Fault Detection and Recovery of UAV Flight Data

Yu Peng, Datong Liu, Xiyuan Peng, 2020, IEEE Transactions on Instrumentation and Measurement.

A hybrid statistical data-driven method for on-line joint state estimation of lithium-ion batteries

Datong Liu, Yuchen Song, Haitao Liao, 2020 .

Lithium-ion battery remaining useful life estimation with an optimized Relevance Vector Machine algorithm with incremental learning

Datong Liu, Jianbao Zhou, Xiyuan Peng, 2015 .

An On-Line State of Health Estimation of Lithium-Ion Battery Using Unscented Particle Filter

Yu Peng, Datong Liu, Wang Liu, 2018, IEEE Access.

A Health Indicator Extraction and Optimization Framework for Lithium-Ion Battery Degradation Modeling and Prognostics

Yu Peng, Datong Liu, Jianbao Zhou, 2015, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

Lithium-Ion Battery Prognostics with Hybrid Gaussian Process Function Regression

Yandong Hou, Yu Peng, Datong Liu, 2018, Energies.

An approach of uav flight state estimation and prediction based on telemetry data

Datong Liu, Wenjuan Wang, Xiyuan Peng, 2017, 2017 Prognostics and System Health Management Conference (PHM-Harbin).

Lithium-ion battery prognostics with fusion model of uncertainty integration based on Bayesian Model Averaging

Siyuan Lu, Tao Wang, Yu Peng, 2015, 2015 Prognostics and System Health Management Conference (PHM).

Dynamic battery remaining useful life estimation: An on-line data-driven approach

Yu Peng, Datong Liu, Jianbao Zhou, 2012, 2012 IEEE International Instrumentation and Measurement Technology Conference Proceedings.

Guest Editorial Special Section for ICSMD 2021

Datong Liu, Liuyang Zhang, 2022, IEEE Trans. Instrum. Meas..

An Integrated Probabilistic Approach to Lithium-Ion Battery Remaining Useful Life Estimation

Wei Xie, Yu Peng, Datong Liu, 2015, IEEE Transactions on Instrumentation and Measurement.

An optimized Relevance Vector Machine with incremental learning strategy for lithium-ion battery remaining useful life estimation

Yu Peng, Datong Liu, Jianbao Zhou, 2013, 2013 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

Lithium-ion battery performance degradation evaluation in dynamic operating conditions based on a digital twin model

Yu Peng, Datong Liu, Xiuhai Cui, 2020 .

An Improved Random Effects Wiener Process Accelerated Degradation Test Model for Lithium-Ion Battery

Yandong Hou, Yu Peng, Datong Liu, 2021, IEEE Transactions on Instrumentation and Measurement.

Quasiconformal kernel common locality discriminant analysis with application to breast cancer diagnosis

Yu Peng, Datong Liu, Jun-Bao Li, 2013, Inf. Sci..

Fragment Anomaly Detection With Prediction and Statistical Analysis for Satellite Telemetry

Wei Xie, Yu Peng, Datong Liu, 2017, IEEE Access.

Detecting continual anomalies in monitoring data stream based on sampling GPR algorithm

Yu Peng, Datong Liu, Jingyue Pang, 2015, 2015 IEEE Conference on Prognostics and Health Management (PHM).

Optimize the Coverage Probability of Prediction Interval for Anomaly Detection of Sensor-Based Monitoring Series

Yu Peng, Datong Liu, Jingyue Pang, 2018, Sensors.

Anomaly detection for satellite power subsystem with associated rules based on Kernel Principal Component Analysis

Jun Zhou, Datong Liu, Guoyong Zhang, 2015, Microelectron. Reliab..

A Multifunctional Joint Angle Sensor with Measurement Adaptability

Hua Wang, Wei Quan, Datong Liu, 2013, Sensors.

Lithium-Ion Battery Remaining Useful Life Prognostics Using Data-Driven Deep Learning Algorithm

Yu Peng, Datong Liu, Lyu Li, 2018, 2018 Prognostics and System Health Management Conference (PHM-Chongqing).

Satellite Lithium-Ion Battery Remaining Cycle Life Prediction with Novel Indirect Health Indicator Extraction

Yu Peng, Datong Liu, Hong Wang, 2013 .

Low-Cost Adaptive Lebesgue Sampling Particle Filtering Approach for Real-Time Li-Ion Battery Diagnosis and Prognosis

Bin Zhang, Yu Peng, Wanchun Dou, 2017, IEEE Transactions on Automation Science and Engineering.

Lithium-Ion Battery Remaining Useful Life Prediction Based on GRU-RNN

Yu Peng, Datong Liu, Lyu Li, 2018, 2018 12th International Conference on Reliability, Maintainability, and Safety (ICRMS).

Self-adaptive indirect health indicators extraction within prognosis of satellite lithium-ion battery

Yu Peng, Wei Wu, Datong Liu, 2017, 2017 Prognostics and System Health Management Conference (PHM-Harbin).

A Run-Time Dynamic Reconfigurable Computing System for Lithium-Ion Battery Prognosis

Yu Peng, Datong Liu, Jianbao Zhou, 2016 .

Combined Sparse Bayesian Learning Strategy for Remaining Useful Life Forecasting of Lithium-ion Battery

Yu Peng, Datong Liu, Jianbao Zhou, 2012, 2012 Second International Conference on Instrumentation, Measurement, Computer, Communication and Control.

Data-Driven Anomaly Detection for UAV Sensor Data Based on Deep Learning Prediction Model

Datong Liu, Xiyuan Peng, Liansheng Liu, 2019, 2019 Prognostics and System Health Management Conference (PHM-Paris).

An Adaptable UAV Sensor Data Anomaly Detection Method Based on TCN Model Transferring

Datong Liu, Jingting You, Jun Liang, 2022, 2022 Prognostics and Health Management Conference (PHM-2022 London).

A Fault Detection Method Based on Enhanced GRU

Yu Peng, Datong Liu, Yue Luo, 2021, 2021 International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).

Data-Driven Anomaly Detection of UAV based on Multimodal Regression Model

Datong Liu, Xiyuan Peng, Benkuan Wang, 2019, 2019 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

ADMOST: UAV Flight Data Anomaly Detection and Mitigation via Online Subspace Tracking

Yu Peng, Datong Liu, Shaojun Wang, 2019, IEEE Transactions on Instrumentation and Measurement.

An embedded intelligent system for on-line anomaly detection of unmanned aerial vehicle

Datong Liu, Xiyuan Peng, Yafeng Chen, 2018, J. Intell. Fuzzy Syst..

On-line and non-invasive anomaly detection system for unmanned aerial vehicle

Datong Liu, Wang Liu, Yafeng Chen, 2017, 2017 Prognostics and System Health Management Conference (PHM-Harbin).

A Structured Sparse Subspace Learning Algorithm for Anomaly Detection in UAV Flight Data

Yu Peng, Datong Liu, Shaojun Wang, 2018, IEEE Transactions on Instrumentation and Measurement.

Model-Based Health Diagnosis for Lithium-Ion Battery Pack in Space Applications

Yu Peng, Datong Liu, Yuchen Song, 2020, IEEE Transactions on Industrial Electronics.

Real-Time Fault Detection for UAV Based on Model Acceleration Engine

Datong Liu, Xiyuan Peng, Benkuan Wang, 2020, IEEE Transactions on Instrumentation and Measurement.

Harmonic Reducer Fault Detection With Acoustic Emission

S. Shirmohammadi, Liansheng Liu, Datong Liu, 2023, IEEE Transactions on Instrumentation and Measurement.

Hybrid state of charge estimation for lithium-ion battery under dynamic operating conditions

Yu Peng, Lifeng Wu, Datong Liu, 2019, International Journal of Electrical Power & Energy Systems.

Fault Detection of the Harmonic Reducer Based on CNN-LSTM With a Novel Denoising Algorithm

Liansheng Liu, Datong Liu, Zhu Zhi, 2022, IEEE Sensors Journal.

UAV Sensor Fault Detection Using a Classifier without Negative Samples: A Local Density Regulated Optimization Algorithm

Datong Liu, Kai Guo, Xiyuan Peng, 2019, Sensors.

A Hybrid Method of Remaining Useful Life Prediction for Aircraft Auxiliary Power Unit

Datong Liu, Qing Guo, Xiyuan Peng, 2020, IEEE Sensors Journal.

An SOC and SOP Joint Estimation Method of Lithium-ion Batteries in Unmanned Aerial Vehicles

Datong Liu, Jun Liang, Yuchen Song, 2020, 2020 International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).

A performance compensation method for GPS/INS integrated navigation system based on CNN–LSTM during GPS outages

Liansheng Liu, Datong Liu, Zhu Zhi, 2022, Measurement.

DSP based module for processing vibration signals of rotation machinery

Datong Liu, Wang Liu, David He, 2017, 2017 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

Time series fragmental variation trend anomaly detection method based on a temporal sequential modeling approach

Datong Liu, Yuchen Song, Shengwei Meng, 2023, 2023 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

Ensemble Transfer Learning Based Cross-Domain UAV Actuator Fault Detection

Datong Liu, Na Wang, Benkuan Wang, 2023, IEEE Sensors Journal.

UAV flight control sensing enhancement with a data-driven adaptive fusion model

Datong Liu, Xiyuan Peng, Kai Guo, 2021, Reliab. Eng. Syst. Saf..

Airborne Sensor Data-Based Unsupervised Recursive Identification for UAV Flight Phases

Datong Liu, Xiyuan Peng, Benkuan Wang, 2020, IEEE Sensors Journal.

Uncertainty-Aware LSTM Based Dynamic Flight Fault Detection for UAV Actuator

Datong Liu, Xiyuan Peng, Na Wang, 2023, IEEE Transactions on Instrumentation and Measurement.

Recent progress on electro-mechanical system prognostics and health management

Qiang Miao, Datong Liu, Q. Miao, 2017, Microelectron. Reliab..

Effective Sensor Selection and Data Anomaly Detection for Condition Monitoring of Aircraft Engines

Yu Peng, Datong Liu, Yujie Zhang, 2016, Sensors.

Unsupervised Flight Phase Recognition with Flight Data Clustering based on GMM

Datong Liu, Xiyuan Peng, Yujie Zhang, 2020, 2020 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

Remaining Useful Life Prognostics for Lithium-ion Battery Based on Gaussian Processing Regression Combined with the Empirical Model

Yu Peng, S. Yin, Datong Liu, 2013 .

Mob-YOLO: A Lightweight UAV Object Detection Method

Datong Liu, Benkuan Wang, Bo Chen, 2022, 2022 International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).

A multiscale data-driven framework for lithium-ion battery on-line state estimation

Yu Peng, Datong Liu, Yuchen Song, 2018, 2018 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

Lithium-ion battery remaining useful life estimation based on fusion nonlinear degradation AR model and RPF algorithm

Jie Liu, Yu Peng, Datong Liu, 2013, Neural Computing and Applications.

Data-driven on-line health assessment for lithium-ion battery with uncertainty presentation

Yu Peng, Datong Liu, Yuchen Song, 2018, 2018 IEEE International Conference on Prognostics and Health Management (ICPHM).

FPGA-based Implementation of Lithium-ion Battery SOH Estimator Using Particle Filter

Yu Peng, Datong Liu, Yuchen Song, 2020, 2020 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

Weighted Clustering Method for Retired Lithium-ion Batteries Screen under Different Operating Scenarios

Yuhang Du, Datong Liu, Yuchen Song, 2022, 2022 4th International Conference on System Reliability and Safety Engineering (SRSE).

Lithium-Ion Battery Pack On-Line Degradation State Prognosis Based on the Empirical Model

Yu Peng, Datong Liu, Lyu Li, 2018, 2018 International Conference on Sensing,Diagnostics, Prognostics, and Control (SDPC).

A Low Cost Flexible Digital Twin Platform for Spacecraft Lithium-ion Battery Pack Degradation Assessment

Yu Peng, Datong Liu, Xulong Zhang, 2019, 2019 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

Improving EGT sensing data anomaly detection of aircraft auxiliary power unit

Yu Peng, Yu Dong, Datong Liu, 2020 .

Anomaly detection based on uncertainty fusion for univariate monitoring series

Yu Peng, Datong Liu, Xiyuan Peng, 2017 .

Detection and identification of sensor anomaly for aerospace applications

Yu Peng, Datong Liu, Liansheng Liu, 2016, 2016 Annual Reliability and Maintainability Symposium (RAMS).

Entropy-based sensor selection for condition monitoring and prognostics of aircraft engine

Yu Peng, Datong Liu, Shaojun Wang, 2015, Microelectron. Reliab..

Enhancing the Reliability of the Quadrotor by Formulating the Control System Model

Datong Liu, Liansheng Liu, Zhuo Zhi, 2020, 2020 International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD).

Anomaly detection of condition monitoring with predicted uncertainty for aerospace applications

Yu Peng, Song Ge, Datong Liu, 2015, 2015 12th IEEE International Conference on Electronic Measurement & Instruments (ICEMI).

EMA remaining useful life prediction with weighted bagging GPR algorithm

Yu Peng, Datong Liu, Jinxiang Yu, 2017, Microelectron. Reliab..

Data-Driven Remaining Useful Life Prediction Considering Sensor Anomaly Detection and Data Recovery

Yu Peng, Qing Guo, Datong Liu, 2019, IEEE Access.

Weighted bagging gaussion process regression to predict remaining useful life of electro-mechanical actuator

Yu Peng, Datong Liu, Jingyue Pang, 2016, 2016 Prognostics and System Health Management Conference (PHM-Chengdu).

Hyperspectral image anomaly targets detection with online deep learning

Yu Peng, Ning Ma, Datong Liu, 2018, 2018 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

On-board Sensor Data Monitoring System For Unmanned Aerial Vehicle PHM

Yu Peng, Datong Liu, Min Jiang, 2019, 2019 International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).

Degradation estimation using feature increment stepwise linear regression for PWM Inverter of Electro-Mechanical Actuator

Yu Peng, Datong Liu, Y. J. Zhang, 2018, Microelectronics and reliability.

Health Indicator Extraction for Electro-Mechanical Actuator with CHMM

Yu Peng, Min He, Datong Liu, 2019, 2019 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

An Electro-Mechanical Actuator Motor Voltage Estimation Method with a Feature-Aided Kalman Filter

Yu Peng, Datong Liu, Yujie Zhang, 2018, Sensors.

Lithium-ion battery pack on-line health diagnosis based on multi uncertainty model fusion

Yu Peng, Datong Liu, Yuchen Song, 2023, 2023 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

Deep Learning based Multiple Sensors Monitoring and Abnormal Discovery for Satellite Power System

Datong Liu, Yuntong Ma, Jingyi Dong, 2019, 2019 International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).

Series-connected lithium-ion battery pack health modeling with cell inconsistency evaluation

Yu Peng, Datong Liu, Yuchen Song, 2019, 2019 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

Collective Anomalies Detection for Sensing Series of Spacecraft Telemetry with the Fusion of Probability Prediction and Markov Chain Model

Yu Peng, Datong Liu, Jingyue Pang, 2019, Sensors.

Data-Driven Anomaly Detection Using OCSVM with Boundary Optimzation

Yu Peng, Kai Guo, Datong Liu, 2018, 2018 Prognostics and System Health Management Conference (PHM-Chongqing).