Datong Liu

Publication Activity (10 Years)

Years Active: 2012-2024
Publications (10 Years): 61

Top Topics

Anomaly Detection

Condition Monitoring

Subspace Learning Algorithm

Acoustic Emission

Top Venues

IEEE Trans. Instrum. Meas.

Microelectron. Reliab.

Publications

Wenxiang Wu, Bo Chen, Datong Liu
Simulation of UAV-Based Indoor Mapping for Multi-Story Building Using a RGB-D SLAM Solution. I2MTC (2024)
Yuwei Qiao, Yu Peng, Liansheng Liu, Datong Liu
A multi-frequency phase difference estimation algorithm with time-frequency analysis. I2MTC (2024)
Runze Yu, Xiyuan Peng, Datong Liu
TIADC Digital Calibration Based on apFFT Phase Measurement. I2MTC (2024)
Tao Liu, Bo Chen, Benkuan Wang, Datong Liu
An Improved Image Stitching Method Based on Vision-Inertial Fusion. I2MTC (2024)
Gabriele Patrizi, Marcantonio Catelani, Lorenzo Ciani, Yuchen Song, Datong Liu
A Multi-Channel Deep-Learning Prediction Algorithm for Battery State-of-Health Indicator. MetroXRAINE (2023)
Yuan Wang, Benkuan Wang, Datong Liu
A Subdivision Method of Flight Phases Based on Divide-and-Conquer Gaussian Mixture Model. IEEE Trans. Instrum. Meas. 72 (2023)
Yuhang Du, Yuchen Song, Datong Liu, Yu Peng
Probabilistic-Attention Fusion-Based Lithium-ion Battery Pack Multivariate Prediction Method. IECON (2023)
Liansheng Liu, Zhuo Zhi, Yufei Yang, Shervin Shirmohammadi, Datong Liu
Harmonic Reducer Fault Detection With Acoustic Emission. IEEE Trans. Instrum. Meas. 72 (2023)
Yingqi Wang, Shengwei Meng, Yuchen Song, Datong Liu
Time series fragmental variation trend anomaly detection method based on a temporal sequential modeling approach. I2MTC (2023)
Jingyue Pang, Guangquan Zhao, Datong Liu, Xiyuan Peng
Discrete Features Enhancement Based Online Anomaly Detection for Satellite Telemetry Series. IEEE Trans. Instrum. Meas. 72 (2023)
Kai Guo, Na Wang, Datong Liu, Xiyuan Peng
Uncertainty-Aware LSTM Based Dynamic Flight Fault Detection for UAV Actuator. IEEE Trans. Instrum. Meas. 72 (2023)
Yuchen Song, Datong Liu, Yu Peng
Lithium-ion battery pack on-line health diagnosis based on multi uncertainty model fusion. I2MTC (2023)
Jingyi Dong, Datong Liu
Sensor Data Prediction for Fixed-wing Drone Based on Online Sequential Learning. I2MTC (2022)
Benkuan Wang, Bo Chen, Datong Liu, Xiyuan Peng
An Embedded Instrument for Online Condition Monitoring of Unmanned and Autonomous Systems. IEEE Instrum. Meas. Mag. 25 (5) (2022)
Datong Liu, Liuyang Zhang
Guest Editorial Special Section for ICSMD 2021. IEEE Trans. Instrum. Meas. 71 (2022)
Kai Guo, Zhisheng Ye, Datong Liu, Xiyuan Peng
UAV flight control sensing enhancement with a data-driven adaptive fusion model. Reliab. Eng. Syst. Saf. 213 (2021)
Ruqiang Yan, Datong Liu
Guest Editorial Special Section for ICSMD2020. IEEE Trans. Instrum. Meas. 70 (2021)
Yuchen Song, Yu Peng, Datong Liu
Model-Based Health Diagnosis for Lithium-Ion Battery Pack in Space Applications. IEEE Trans. Ind. Electron. 68 (12) (2021)
Yandong Hou, Yuhang Du, Yu Peng, Datong Liu
An Improved Random Effects Wiener Process Accelerated Degradation Test Model for Lithium-Ion Battery. IEEE Trans. Instrum. Meas. 70 (2021)
Datong Liu, Ning Xiao, Yujie Zhang, Xiyuan Peng
Unsupervised Flight Phase Recognition with Flight Data Clustering based on GMM. I2MTC (2020)
Benkuan Wang, Xiyuan Peng, Min Jiang, Datong Liu
Real-Time Fault Detection for UAV Based on Model Acceleration Engine. IEEE Trans. Instrum. Meas. 69 (12) (2020)
Yandong Hou, Datong Liu, Yu Peng
Accelerated Degradation Wiener Model for Lithiumion Battery Considering Individual Difference. I2MTC (2020)
Benkuan Wang, Datong Liu, Yu Peng, Xiyuan Peng
Multivariate Regression-Based Fault Detection and Recovery of UAV Flight Data. IEEE Trans. Instrum. Meas. 69 (6) (2020)
Yuchen Song, Datong Liu, Yu Peng
FPGA-based Implementation of Lithium-ion Battery SOH Estimator Using Particle Filter. I2MTC (2020)
Jingyue Pang, Datong Liu, Yu Peng, Xiyuan Peng
Collective Anomalies Detection for Sensing Series of Spacecraft Telemetry with the Fusion of Probability Prediction and Markov Chain Model. Sensors 19 (3) (2019)
Kai Guo, Liansheng Liu, Shuhui Shi, Datong Liu, Xiyuan Peng
UAV Sensor Fault Detection Using a Classifier without Negative Samples: A Local Density Regulated Optimization Algorithm. Sensors 19 (4) (2019)
Benkuan Wang, Datong Liu, Xiyuan Peng, Zhenyu Wang
Data-Driven Anomaly Detection of UAV based on Multimodal Regression Model. I2MTC (2019)
Liansheng Liu, Zhuo Zhi, Hanxing Zhang, Qing Guo, Yu Peng, Datong Liu
Related Entropy Theories Application in Condition Monitoring of Rotating Machineries. Entropy 21 (11) (2019)
Liansheng Liu, Qing Guo, Datong Liu, Yu Peng
Data-Driven Remaining Useful Life Prediction Considering Sensor Anomaly Detection and Data Recovery. IEEE Access 7 (2019)
Yuchen Song, Datong Liu, Yu Peng
Series-connected lithium-ion battery pack health modeling with cell inconsistency evaluation. I2MTC (2019)
Yu Peng, Xulong Zhang, Yuchen Song, Datong Liu
A Low Cost Flexible Digital Twin Platform for Spacecraft Lithium-ion Battery Pack Degradation Assessment. I2MTC (2019)
Yujie Zhang, Liansheng Liu, Min He, Dangxia Lyu, Yu Peng, Datong Liu
Health Indicator Extraction for Electro-Mechanical Actuator with CHMM. I2MTC (2019)
Yongfu He, Yu Peng, Shaojun Wang, Datong Liu
ADMOST: UAV Flight Data Anomaly Detection and Mitigation via Online Subspace Tracking. IEEE Trans. Instrum. Meas. 68 (4) (2019)
Liquan Chen, Liansheng Liu, Min He, Datong Liu
Gearbox Fault Diagnosis Based on VMD and Acoustic Emission Technology. I2MTC (2019)
Yujie Zhang, Liansheng Liu, Yu Peng, Datong Liu
An Electro-Mechanical Actuator Motor Voltage Estimation Method with a Feature-Aided Kalman Filter. Sensors 18 (12) (2018)
Datong Liu, Zeyang Wang, Shaojun Wang, Yeyong Pang, Liansheng Liu
UAV sensor data anomaly detection using predictor with uncertainty estimation and its acceleration on FPGA. I2MTC (2018)
Yuchen Song, Yu Peng, Datong Liu
A multiscale data-driven framework for lithium-ion battery on-line state estimation. I2MTC (2018)
Liansheng Liu, Datong Liu, Qing Guo, Yu Peng, Jun Liang
SDR: Sensor data recovery for system condition monitoring. I2MTC (2018)
Benkuan Wang, Datong Liu, Wenjuan Wang, Xiyuan Peng
A hybrid approach for UAV flight data estimation and prediction based on flight mode recognition. Microelectron. Reliab. 84 (2018)
Ning Ma, Yu Peng, Shaojun Wang, Datong Liu
Hyperspectral image anomaly targets detection with online deep learning. I2MTC (2018)
Yu Peng, Y. J. Zhang, Datong Liu, L. S. Liu
Degradation estimation using feature increment stepwise linear regression for PWM Inverter of Electro-Mechanical Actuator. Microelectron. Reliab. (2018)
Jingyue Pang, Datong Liu, Yu Peng, Xiyuan Peng
Optimize the Coverage Probability of Prediction Interval for Anomaly Detection of Sensor-Based Monitoring Series. Sensors 18 (4) (2018)
Datong Liu, Haitao Liao, Enrico Zio, Qiang Miao, Bin Zhang, Chao Hu, Michael H. Azarian
Ieee Access Special Section Editorial: Complex System Health Management Based On Condition Monitoring And Test Data. IEEE Access 6 (2018)
Yongfu He, Yu Peng, Shaojun Wang, Datong Liu, Philip Heng Wai Leong
A Structured Sparse Subspace Learning Algorithm for Anomaly Detection in UAV Flight Data. IEEE Trans. Instrum. Meas. 67 (1) (2018)
Liansheng Liu, Mei Liu, Qing Guo, Datong Liu, Yu Peng
MEMS Sensor Data Anomaly Detection for the UAV Flight Control Subsystem. IEEE SENSORS (2018)
Datong Liu, Xuehao Yin, Yuchen Song, Wang Liu, Yu Peng
An On-Line State of Health Estimation of Lithium-Ion Battery Using Unscented Particle Filter. IEEE Access 6 (2018)
Jingyue Pang, Datong Liu, Yu Peng, Xiyuan Peng
Intelligent pattern analysis and anomaly detection of satellite telemetry series with improved time series representation. J. Intell. Fuzzy Syst. 34 (6) (2018)
Benkuan Wang, Yafeng Chen, Datong Liu, Xiyuan Peng
An embedded intelligent system for on-line anomaly detection of unmanned aerial vehicle. J. Intell. Fuzzy Syst. 34 (6) (2018)
Yuchen Song, Datong Liu, Yu Peng
Data-driven on-line health assessment for lithium-ion battery with uncertainty presentation. ICPHM (2018)
Datong Liu, Jingyue Pang, Ge Song, Wei Xie, Yu Peng, Xiyuan Peng
Fragment Anomaly Detection With Prediction and Statistical Analysis for Satellite Telemetry. IEEE Access 5 (2017)
Qiang Miao, Datong Liu
Recent progress on electro-mechanical system prognostics and health management. Microelectron. Reliab. 75 (2017)
Yujie Zhang, Datong Liu, Jinxiang Yu, Yu Peng, Xiyuan Peng
EMA remaining useful life prediction with weighted bagging GPR algorithm. Microelectron. Reliab. 75 (2017)
Wang Liu, Tianchi Zhao, David He, Datong Liu
DSP based module for processing vibration signals of rotation machinery. I2MTC (2017)
Yuchen Song, Datong Liu, Chen Yang, Yu Peng
Data-driven hybrid remaining useful life estimation approach for spacecraft lithium-ion battery. Microelectron. Reliab. 75 (2017)
Wuzhao Yan, Bin Zhang, Wanchun Dou, Datong Liu, Yu Peng
Low-Cost Adaptive Lebesgue Sampling Particle Filtering Approach for Real-Time Li-Ion Battery Diagnosis and Prognosis. IEEE Trans Autom. Sci. Eng. 14 (4) (2017)
Liansheng Liu, Shaojun Wang, Datong Liu, Yu Peng
Quantitative selection of sensor data based on improved permutation entropy for system remaining useful life prediction. Microelectron. Reliab. 75 (2017)
Junbao Li, Wenhui Yang, Datong Liu, Jing Liu
Kernel Self-Adaptive Learning-Based Satellite Telemetry Data Classification. CMCSN (2016)
Liansheng Liu, Datong Liu, Yujie Zhang, Yu Peng
Effective Sensor Selection and Data Anomaly Detection for Condition Monitoring of Aircraft Engines. Sensors 16 (5) (2016)
Liansheng Liu, Yu Peng, Datong Liu
FESeR: A data-driven framework to enhance sensor reliability for the system condition monitoring. Microelectron. Reliab. 64 (2016)
Ning Ma, Shaojun Wang, Datong Liu, Yu Peng
A run-time built-in approach of TID test in SRAM based FPGAs. Microelectron. Reliab. 64 (2016)
Liansheng Liu, Dawei Pan, Datong Liu, Yujie Zhang, Yu Peng
DRES: Data recovery for condition monitoring to enhance system reliability. Microelectron. Reliab. 64 (2016)
Yu Peng, Yong Xu, Datong Liu, Jun-Bao Li
Locality structure preserving based feature selection for prognostics. Intell. Data Anal. 19 (3) (2015)
Liansheng Liu, Shaojun Wang, Datong Liu, Yujie Zhang, Yu Peng
Entropy-based sensor selection for condition monitoring and prognostics of aircraft engine. Microelectron. Reliab. 55 (9-10) (2015)
Dawei Pan, Datong Liu, Jun Zhou, Guoyong Zhang
Anomaly detection for satellite power subsystem with associated rules based on Kernel Principal Component Analysis. Microelectron. Reliab. 55 (9-10) (2015)
Datong Liu, Jianbao Zhou, Haitao Liao, Yu Peng, Xiyuan Peng
A Health Indicator Extraction and Optimization Framework for Lithium-Ion Battery Degradation Modeling and Prognostics. IEEE Trans. Syst. Man Cybern. Syst. 45 (6) (2015)
Jingyue Pang, Datong Liu, Yu Peng, Xiyuan Peng
Detecting continual anomalies in monitoring data stream based on sampling GPR algorithm. ICPHM (2015)
Datong Liu, Wei Xie, Haitao Liao, Yu Peng
An Integrated Probabilistic Approach to Lithium-Ion Battery Remaining Useful Life Estimation. IEEE Trans. Instrum. Meas. 64 (3) (2015)
Datong Liu, Yue Luo, Jie Liu, Yu Peng, Limeng Guo, Michael G. Pecht
Lithium-ion battery remaining useful life estimation based on fusion nonlinear degradation AR model and RPF algorithm. Neural Comput. Appl. 25 (3-4) (2014)
Jianbao Zhou, Datong Liu, Yu Peng, Xiyuan Peng
An optimized Relevance Vector Machine with incremental learning strategy for lithium-ion battery remaining useful life estimation. I2MTC (2013)
Datong Liu, Jingyue Pang, Jianbao Zhou, Yu Peng, Michael G. Pecht
Prognostics for state of health estimation of lithium-ion batteries based on combination Gaussian process functional regression. Microelectron. Reliab. 53 (6) (2013)
Liansheng Liu, Chuan Liu, Yu Peng, Datong Liu
A design of fibre channel node with PCI interface. I2MTC (2013)
Wei Quan, Hua Wang, Datong Liu
A Multifunctional Joint Angle Sensor with Measurement Adaptability. Sensors 13 (11) (2013)
Jun-Bao Li, Yu Peng, Datong Liu
Quasiconformal kernel common locality discriminant analysis with application to breast cancer diagnosis. Inf. Sci. 223 (2013)
Wei Quan, Xin Liu, Datong Liu
A wearable human gesture sensor with enviromental universality. CCECE (2012)