Datong Liu

发表

Data-driven prognostics for lithium-ion battery based on Gaussian Process Regression

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

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).

Kernel Self-Adaptive Learning-Based Satellite Telemetry Data Classification

Jing Liu, Datong Liu, Wenhui Yang, 2016, 2016 Third International Conference on Computing Measurement Control and Sensor Network (CMCSN).

Improved MRAS based HI extraction method for PMSM of Electro-Mechanical Actuator

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

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.

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 hybrid approach for UAV flight data estimation and prediction based on flight mode recognition

Datong Liu, Wenjuan Wang, Xiyuan Peng, 2018, Microelectron. Reliab..

EMA remaining useful life prediction with weighted bagging GPR algorithm

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

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).

Accelerated Degradation Wiener Model for Lithiumion Battery Considering Individual Difference

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

Fragment Anomaly Detection With Prediction and Statistical Analysis for Satellite Telemetry

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

Hardware-In-the-Loop Simulation of UAV for Fault Injection

Datong Liu, Benkuan Wang, Siyang Gong, 2019, 2019 Prognostics and System Health Management Conference (PHM-Qingdao).

Multiple optimized online support vector regression for adaptive time series prediction

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

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

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

Unmanned Aerial Vehicle Sensing Data Anomaly Detection by Relevance Vector Machine

Yong Duan, Datong Liu, Jingyue Pang, 2017, 2017 International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).

Development of fast test platform for microsatellite

Datong Liu, Peng Yu, Xiyuan Peng, 2009, 2009 IEEE AUTOTESTCON.

Battery prognostics with uncertainty fusion for aerospace applications

Siyuan Lu, Yu Peng, Datong Liu, 2015, 2015 Annual Reliability and Maintainability Symposium (RAMS).

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).

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

Datong Liu, Yuchen Song, Haitao Liao, 2020 .

Online Fault Prediction Based on Combined AOSVR and ARMA Models

Yu Peng, Datong Liu, Xiyuan Peng, 2009, 2009 IEEE Circuits and Systems International Conference on Testing and Diagnosis.

On-board multi-lane parallel MLVDS bus design for in-orbit embedded satellite test device

Ning Ma, Datong Liu, Xiuhai Cui, 2019 .

FESeR: A data-driven framework to enhance sensor reliability for the system condition monitoring

Yu Peng, Datong Liu, Liansheng Liu, 2016, Microelectron. Reliab..

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

Yu Peng, Datong Liu, Jianbao Zhou, 2016 .

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).

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

Yu Peng, Datong Liu, Yujie Zhang, 2020 .

Exhaust Gas Temperature Sensing Data Anomaly Detection for Aircraft Auxiliary Power Unit Condition Monitoring

Lulu Wang, Datong Liu, Liansheng Liu, 2018, 2018 International Conference on Sensing,Diagnostics, Prognostics, and Control (SDPC).

UAV sensor data anomaly detection using predictor with uncertainty estimation and its acceleration on FPGA

Datong Liu, Shaojun Wang, Liansheng Liu, 2018, 2018 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.

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).

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.

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).

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).

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).

On-line adaptive data-driven fault prognostics of complex systems

Yu Peng, Datong Liu, Xiyuan Peng, 2011, 2011 IEEE AUTOTESTCON.

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).

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).

DRES: Data recovery for condition monitoring to enhance system reliability

Yu Peng, Datong Liu, Yujie Zhang, 2016, Microelectron. Reliab..

A Multifunctional Joint Angle Sensor with Measurement Adaptability

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

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

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

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).

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).

Quantitative selection of sensor data based on improved permutation entropy for system remaining useful life prediction

Yu Peng, Datong Liu, Shaojun Wang, 2017, Microelectron. Reliab..

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

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

Comparison of resampling algorithms for particle filter based remaining useful life estimation

Yu Peng, Datong Liu, Yue Luo, 2014, 2014 International Conference on Prognostics and Health Management.

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.

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

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

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

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

Estimating the circuit delay of FPGA with a transfer learning method

Yu Peng, Datong Liu, Xiyuan Peng, 2017, Applied Optics and Photonics China.

Recent progress on electro-mechanical system prognostics and health management

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

Anomaly detection based on uncertainty fusion for univariate monitoring series

Yu Peng, Datong Liu, Xiyuan Peng, 2017 .

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).

Multiple-Output-Gaussian-Process Regression-Based Anomaly Detection for Multivariate Monitoring Series

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

A modified echo state network based remaining useful life estimation approach

Yu Peng, Jianmin Wang, Datong Liu, 2012, 2012 IEEE Conference on Prognostics and Health Management.

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.

Flight Data Adaptive Segmentation and Classification for Fleet-level Anomaly Detection

Datong Liu, Shengwei Meng, Wenjia Gao, 2019, 2019 International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).

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).

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).

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

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

UAV Flight State Recognition Using AC-GAN Based Method

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

Anomaly Detection for Satellite Telemetry Series with Prediction Interval Optimization

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

Intelligent pattern analysis and anomaly detection of satellite telemetry series with improved time series representation

Yu Peng, Datong Liu, Jingyue Pang, 2018, J. Intell. Fuzzy Syst..

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

Datong Liu, Jianbao Zhou, Xiyuan Peng, 2015 .

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).

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).

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).

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..

Lithium-Ion Battery Prognostics with Hybrid Gaussian Process Function Regression

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

A wearable human gesture sensor with enviromental universality

Xin Liu, Wei Quan, Datong Liu, 2012, 2012 25th IEEE Canadian Conference on Electrical and Computer Engineering (CCECE).

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.

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

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

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).

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).

Design of embedded bearing fault diagnosis system based on Zynq-7000

Huidong Zhang, Datong Liu, Wang Liu, 2017, 2017 IEEE AUTOTESTCON.

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

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

MEMS Sensor Data Anomaly Detection for the UAV Flight Control Subsystem

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

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

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

A High Speed DMA Transaction Method for PCI Express Devices

Yu Peng, Datong Liu, Xiyuan Peng, 2009, 2009 IEEE Circuits and Systems International Conference on Testing and Diagnosis.

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

Yu Peng, Datong Liu, Hong Wang, 2013 .

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).

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.

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).

Data-based anomaly detection model for solar array power of in-orbit satellites

Jun Zhou, Datong Liu, Guoyong Zhang, 2016, 2016 Prognostics and System Health Management Conference (PHM-Chengdu).

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.

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).

Improving EGT sensing data anomaly detection of aircraft auxiliary power unit

Yu Peng, Yu Dong, Datong Liu, 2020 .

A design of fibre channel node with PCI interface

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

Satellite Telemetry Data Anomaly Detection with Hybrid Similarity Measures

Jun Zhou, Datong Liu, Jingyue Pang, 2017, 2017 International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC).

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.

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

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

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

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

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

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

A Feature-Aided Kalman Filter Model for Electro-Mechanical Actuator Voltage Estimation

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

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 .

Hybrid approach of iterative updating for lithium-ion battery remaining useful life estimation

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

Ieee Access Special Section Editorial: Complex System Health Management Based On Condition Monitoring And Test Data

Enrico Zio, Bin Zhang, Qiang Miao, 2018, IEEE Access.

Latency estimation and optimization for DSP blocks in high level synthesis stage

Yu Peng, Datong Liu, Xiyuan Peng, 2017, Applied Optics and Photonics China.

Anomaly Detection with Improved Similarity Measure for Satellite Telemetry Data

Datong Liu, 2016 .

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 .

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).

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.

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

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

Design of distributed environmental monitoring system for energy-saving controlling system

Yu Peng, Datong Liu, Laiping Wu, 2009, 2009 9th International Conference on Electronic Measurement & Instruments.

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

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

Detection and identification of sensor anomaly for aerospace applications

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

Uncertainty quantification of fusion prognostics for lithium-ion battery remaining useful life estimation

Yu Peng, Datong Liu, Yue Luo, 2013, 2013 IEEE Conference on Prognostics and Health Management (PHM).

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.

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

Yu Peng, Datong Liu, Xiuhai Cui, 2020 .

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).

Quantitative description of sensor data monotonic trend for system degradation condition monitoring

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

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

A run-time built-in approach of TID test in SRAM based FPGAs

Ning Ma, Yu Peng, Datong Liu, 2016, Microelectron. Reliab..

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.

Gearbox Fault Diagnosis Based on VMD and Acoustic Emission Technology

Datong Liu, Liansheng Liu, Liquan Chen, 2019, 2019 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

Satellite telemetry time series clustering with improved key points series segmentation

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

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

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

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

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

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.

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

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

Lithium-ion Battery Remaining Useful Life Estimation Based on Nonlinear AR Model Combined with Degradation Feature

Yu Peng, Datong Liu, Michael Pecht, 2012 .

Parameters Adaption of Lebesgue Sampling-based Diagnosis and Prognosis for Li-ion Batteries

Bin Zhang, Yu Peng, Datong Liu, 2015 .