马艳｜青岛大学｜学者主页

2026

State of Power Prediction for Series-Connected Battery Packs Considering the Inconsistency in State of Health of Cells

Si-Min Peng, Jin-Kang Chen, Dao-Han Zhang, Yuan-Liang Wang, Jiarong Kan, Aihua Tang, Yan Ma, M. Pecht

IEEE Transactions on Transportation Electrification

DOI

2026

Multi-Agent Data Cleaning Framework of Solid-State Batteries using Large Language Models

Zhenxi Wang, Yan Ma, Si-Min Peng, Jin-Wu Gao, C. Khajorntraidet, Yicun Huang, Hong Chen

Green Energy and Intelligent Transportation

DOI

2026

A Fusion-Based SOH Estimation for Lithium-ion Batteries with SHAP-Guided Feature Extraction and Generative Data Augmentation

Dan-Dan Liu, Guanwei Jiang, Si-Min Peng, Dao-Han Zhang, Yuan-Liang Wang, Yan Ma, M. Pecht

IEEE Transactions on Transportation Electrification

DOI

2026

Hybrid-Attention Deep Reinforcement Learning for Integrated Thermal Management of Battery Electric Vehicle

Qian Ma, Yan Ma, Hai Yin

Asian Control Conference

DOI

2026

Adaptive Fault-Tolerant Control of Fuel Cell Air Supply Systems With Fragility-Free Prescribed Performance

Yun-Dong Wan, Yan Ma, Qian Ma, Jin-Wu Gao, Hong Chen

IEEE Transactions on Systems, Man & Cybernetics. Systems

DOI

2026

A Multistage Anomalies Recognition and Revision Method for Operation Data of Solid-State Batteries

Zhenxi Wang, Yan Ma, Qian Ma, Jin-Wu Gao, Hong Chen

IEEE Transactions on Transportation Electrification

DOI

2026

An Approximation-Free Approach to Oxygen Excess Ratio Control of PEM Fuel Cells*

Yun-Dong Wan, Yan Ma, Jin-Wu Gao, Hong Chen

2026 IEEE International Conference on Cybernetics and Intelligent Systems (CIS) and IEEE International Conference on Robotics, Automation and Mechatronics (RAM)

DOI

2025

Prognostication of lithium-ion battery capacity fade based on data space compression visualization and SMA-ISVR

Yan Ma, Jiaqi Li, Jin-Wu Gao, Hong Chen

Applied Energy

DOI

2025

Cured Memory RUL Prediction of Solid-State Batteries Combined Progressive-Topologia Fusion Health Indicators

Zhenxi Wang, Yan Ma, Jin-Wu Gao, Hong Chen

IEEE Transactions on Industrial Informatics

DOI

2025

A Jaya-driven quasi-predictive optimization strategy with adaptive window scheduling for EV thermal Management

Jiayi Li, Yan Ma, Jin-Wu Gao, Yunfeng Hu

Energy

DOI

2025

Hierarchical Model Predictive Control for Battery Thermal Management and Lifetime Protection in Connected Electric Vehicles

Qian Ma, Yan Ma, Jin-Wu Gao, Hong Chen

Youth Academic Annual Conference of Chinese Association of Automation

DOI

2025

Chance-Constrained Stochastic MPC With Adaptive Optimization Horizon and Multitimescale for Electric Vehicle Battery Thermal Management

Qian Ma, Yan Ma, Shu-You Yu, Jin-Wu Gao, Hong Chen

IEEE Transactions on Systems, Man & Cybernetics. Systems

DOI

2025

Multifaceted Velocity Prediction-Based Bipartite Integration Optimization Strategy of Cabin and Battery Thermal Management for EVs

Jiayi Li, Yan Ma, Shu-You Yu, Jin-Wu Gao, Hong Chen

IEEE transactions on intelligent transportation systems (Print)

DOI

2025

Real-time energy management of fuel cell hybrid electric vehicle based on variable horizon velocity prediction considering power source durability

Yan Ma, Bao-Hui Qi, Siyu Wang, Qian Ma, Zhen Sui, Jin-Wu Gao

Energy

DOI

2025

Optimal economic integrated thermal management of battery and cabin for connected electric vehicles considering battery degradation

Qian Ma, Yan Ma, Jin-Wu Gao, Hong Chen

eTransportation

DOI

2025

Approximate Scenario-Based Model Predictive Control for Battery Thermal Management in Electric Vehicles

Qian Ma, Yan Ma, Jin-Wu Gao, Hong Chen

IEEE Transactions on Systems, Man & Cybernetics. Systems

DOI

2024

Multi-Layer NMPC for Battery Thermal Management Optimization Strategy of Connected Electric Vehicle Integrated With Waste Heat Recovery

Yan Ma, Qian Ma, Hao Ding, Yun-Feng Hu, Hong Chen

IEEE transactions on intelligent transportation systems (Print)

DOI

2024

A Battery Prognostics and Health Management Technique Based on Knee Critical Interval and Linear Complexity Self-Attention Transformer in Electric Vehicles

Yan Ma, Jiaqi Li, Yun-Feng Hu, Hong Chen

IEEE transactions on intelligent transportation systems (Print)

DOI

2024

Anode Pressure Control of Fuel Cell Engine Based on Dual Injectors

Mingze Gao, Yan Ma, Yi-Lin Wang, Jin-Wu Gao

2024 8th CAA International Conference on Vehicular Control and Intelligence (CVCI)

DOI

2024

State of health prediction of lithium-ion batteries under early partial data based on IWOA-BiLSTM with single feature

Yan Ma, Jiaqi Li, Jin-Wu Gao, Hong Chen

Energy

DOI

2024

Sequential Scenario MPC for Battery Thermal Management Optimization of Electric Vehicles on Real-World Driving Cycles

Qian Ma, Yan Ma, Jin-Wu Gao, Hong Chen

2024 8th CAA International Conference on Vehicular Control and Intelligence (CVCI)

DOI

2024

Remaining useful life prediction of lithium battery based on multi decoder graph autoencoder and transformer network

Yan Ma, Jiaqi Li, Jin-Wu Gao

IFAC-PapersOnLine

DOI

2024

A novel method for remaining useful life of solid-state lithium-ion battery based on improved CNN and health indicators derivation

Yan Ma, Zhenxi Wang, Jin-Wu Gao, Hong Chen

Mechanical systems and signal processing

DOI

2024

Two-level optimization strategy for vehicle speed and battery thermal management in connected and automated EVs

Yan Ma, Qian Ma, Yongqing Liu, Jin-Wu Gao, Hong Chen

Applied Energy

DOI

2024

Adaptive Optimization Control Strategy for Electric Vehicle Battery Thermal Management System Based on Pontryagin’s Minimal Principle

Yan Ma, Qian Ma, Yongqing Liu, Jinwu Gao

IEEE Transactions on Transportation Electrification

DOI

2023

Hierarchical optimal intelligent battery thermal management strategy for an electric vehicle based on ant colony sliding mode control.

Yan Ma, Yongqing Liu, Hao Ding, Xiao-Hui Yu

ISA transactions

DOI

2023

A method for simplified modeling and capacity, state of charge, current distribution analysis based on arbitrary topology connection battery pack

Xin Li, Yan Ma

Journal of Energy Storage

DOI

2022

A novel method for state of health estimation of lithium-ion batteries based on improved LSTM and health indicators extraction

Yan Ma, Ce Shan, Jinwu Gao, Hong Chen

Energy

DOI

2022

Remaining useful life prediction for lithium-ion battery using dynamic fractional brownian motion degradation model with long-term dependence

Xin Li, Yan Ma

Journal of Power Electronics (JPE)

DOI

2022

Health Prognostics for Lithium-ion Battery Based on Hybrid Data-driven Method

Yan Ma, Ce Shan, Yun-Feng Hu, Hong Chen

2022 4th International Conference on Smart Power & Internet Energy Systems (SPIES)

DOI

2022

Energy Efficiency Improvement of Intelligent Fuel Cell/Battery Hybrid Vehicles Through an Integrated Management Strategy

Yan Ma, Fuyuan Hu, Yun-Feng Hu

Social Science Research Network

DOI

2022

Remaining Useful Life Prediction of Lithium-Ion Battery Using Improved Ant Lion Optimization F-Distribution Particle Fillter

Yan Ma, Ce Shan, Jiajun Zhu, Yun-Feng Hu

Social Science Research Network

DOI

2021

An online dual filters RUL prediction method of lithium-ion battery based on unscented particle filter and least squares support vector machine

Xin Li, Yan Ma, Jiajun Zhu

DOI

2021

State of charge and state of health estimation based on dual nonlinear adaptive observer and hysteresis model of lithium-ion battery

Yan Ma, Jiajun Zhu, Xin Li, Zhi-Guo Tang

Journal of Renewable and Sustainable Energy

DOI

2021

Energy Management Strategy of Hybrid Electric Vehicle Based on ECMS in Intelligent Transportation Environment

Sheng-Ya Hou, Hai Yin, Yan Ma, Jinwu Gao

IFAC-PapersOnLine

DOI

2021

Battery thermal management strategy for electric vehicles based on nonlinear model predictive control

Yan Ma, Hao Ding, H. Mou, Jinwu Gao

Measurement

DOI

2021

An Improved Particle Filter Method to Estimate State of Health of Lithium-Ion Battery

Zengyuan Bian, Yan Ma

IFAC-PapersOnLine

DOI

2021

Battery thermal management of intelligent-connected electric vehicles at low temperature based on NMPC

Yan Ma, Hao Ding, Yongqing Liu, Jinwu Gao

Energy

DOI

2020

Core temperature estimation of lithium-ion battery for EVs using Kalman filter

Yan Ma, Yanfang Cui, H. Mou, Jinwu Gao, Hong Chen

Applied Thermal Engineering

DOI

2020

Cooling optimization strategy for lithium-ion batteries based on triple-step nonlinear method

Yan Ma, H. Mou, Hai-Yan Zhao

Energy

DOI

2020

Longitudinal-vertical integrated sliding mode controller for distributed electric vehicles

Yan Ma, Jin-Yang Zhao, Hai-Yan Zhao, Hong Chen, T. Shen

Science China Information Sciences

DOI

2020

Oxygen excess ratio control of PEM fuel cells using observer-based nonlinear triple-step controller

Yan Ma, Fan Zhang, Jinwu Gao, Hong Chen, T. Shen

International journal of hydrogen energy

DOI

2019

SOC Oriented Electrochemical-Thermal Coupled Modeling for Lithium-Ion Battery

Yan Ma, Xin Li, Guang-Yuan Li, Yun-Feng Hu, Qing-Wen Bai

IEEE Access

DOI

2019

MPC-Based Slip Ratio Control for Electric Vehicle Considering Road Roughness

Yan Ma, Jin-Yang Zhao, Hai-Yan Zhao, Chao Lu, Hong Chen

IEEE Access

DOI

2019

FPGA implementation of extended Kalman filter for SOC estimation of lithium‐ion battery in electric vehicle

Yan Ma, Peng Duan, Peng-Cai He, Fan Zhang, Hong Chen

Asian journal of control

DOI

2019

Nonlinear control of air-feed system for proton exchange membrane fuel cell with auxiliary power battery

Fan Zhang, Yan Ma, Tianlin Zhu, Hong Chen

Journal of Renewable and Sustainable Energy

DOI

2019

Challenges and developments of automotive fuel cell hybrid power system and control

Jinwu Gao, Meng Li, Yun-Feng Hu, Hong Chen, Yan Ma

Science China Information Sciences

DOI

2019

Remaining Useful Life Prediction of Lithium-Ion Battery Based on Gauss–Hermite Particle Filter

Yan Ma, Yang Chen, Xiuwen Zhou, Hong Chen

IEEE Transactions on Control Systems Technology

DOI

2018

Equalization of Lithium-Ion Battery Pack Based on Fuzzy Logic Control in Electric Vehicle

Yan Ma, Peng Duan, Yanshuai Sun, Hong Chen

IEEE transactions on industrial electronics (1982. Print)

DOI

2018

State of charge and state of health estimation for lithium-ion battery through dual sliding mode observer based on AMESim-Simulink co-simulation

Yang Chen, Yan Ma, Hong Chen

DOI

2018

Active Thermal Control of a Battery Pack Under Elevated Temperatures

Xiaojing Gao, Yan Ma, Hong Chen

DOI

2018

PID slip control based on vertical suspension system for in-wheel-motored electric vehicles

Jin-Yang Zhao, Yan Ma, Hai-Yan Zhao, Yanfang Cui, Hong Chen

Chinese Control and Decision Conference

DOI

2018

Estimation of State of Charge for Lithium-ion Battery Considering Effect of Aging and Temperature

Yang Chen, Yan Ma, Peng Duan, Hong Cherr

Cybersecurity and Cyberforensics Conference

DOI

2017

A nonlinear observer approach of SOC estimation based on hysteresis model for lithium-ion battery

Yan Ma, Bingsi Li, Guang-Yuan Li, Ji-Xing Zhang, Hong Chen

IEEE/CAA Journal of Automatica Sinica

DOI

2017

Nonlinear model predictive slip control based on vertical suspension system for an in-wheel-motored electric vehicle

Yan Ma, Chao Lu, Hai-Yan Zhao, Ming Hao

Chinese Control and Decision Conference

DOI

2016

Fractional modeling and SOC estimation of lithium-ion battery

Yan Ma, Xiuwen Zhou, Bingsi Li, Hong Chen

IEEE/CAA Journal of Automatica Sinica

DOI

2016

Battery state of charge estimation hardware-in-loop system design based on xPC target

Yan Ma, Bingsi Li, Xiuwen Zhou, Hong Chen

World Congress on Intelligent Control and Automation

DOI

2016

Establishment and simulation of an electrode averaged model for a lithium-ion battery based on kinetic reactions

Yan Ma, Ming-Yue Yin, Zhen-Hua Ying, Hong Chen

DOI

2016

Electrochemical modeling and parameter identification based on bacterial foraging optimization algorithm for lithium-ion batteries

Yan Ma, Jingpei Ru, Mingyue Yin, Hong Chen, Wei-Tao Zheng

Journal of Applied Electrochemistry

DOI

2016

Estimating the State of Charge of Lithium-ion Battery based on Sliding Mode Observer

Yan Ma, Bingsi Li, Yong-Qiang Xie, Hong Chen

DOI

2014

Lithium ion battery charge state estimating method

Yulei Wang, Ji-Xing Zhang, Yan Ma, Hong Chen

2014

Data-driven design and robust implementation of monitoring and fault detection system for AMT vehicles

Yulei Wang, B. Gao, Yan Ma, Hong Chen

Proceeding of the 11th World Congress on Intelligent Control and Automation

DOI

2014

Lithium-ion battery state of charge estimation based on moving horizon

Yan Ma, Xiu-Wen Zhou, Ji-Xing Zhang

Proceeding of the 11th World Congress on Intelligent Control and Automation

DOI

2013

Balancing Control Strategy for Li-Ion Batteries String Based on Dynamic Balanced Point

Dong-Huai Zhang, Guo-rong Zhu, Shao-Jia He, Shi Qiu, Yan Ma, Qin Wu, Wei Chen

Vehicle Power and Propulsion Conference

DOI

2013

Estimation of state of charge of battery based on Extended Kalman Filtering

Huang-Jie Chen, Yan Ma, Hai-Yan Zhao

Proceedings of the 32nd Chinese Control Conference

2013

Research of SOC estimation for lithium-ion battery of electric vehicle based on AMEsim-simulink co-simulation

Xi-Wen Liu, Yan Ma, Zhen-Hua Ying

Proceedings of the 32nd Chinese Control Conference

2013

Performance assessment of PID controller of idle speed control system based on the LQG benchmark

Chao Sun, Yan Ma, Xiuwen Zhou, Hong Chen

2013

State of charge (SOC) estimation method of lithium ion battery

Yan Ma, Xiuwen Zhou, Hong Chen, Liang Liang

2012

Estimation of Li-ion battery State of Charge based on extended Kalman filtering

Yan Ma, Qing-Wen Bai, Liang Liang, Hong Chen

Proceedings of the 31st Chinese Control Conference

2011

Design of nonlinear shaft torque observer for trucks with Automated Manual Transmission

B. Gao, Hong Chen, Yan Ma, K. Sanada

DOI

2011

Estimation of Lithium-ion battery state of charge

Di Zhang, Yan Ma, Qing-Wen Bai

Proceedings of the 30th Chinese Control Conference

2009

Clutch slip control of Automatic Transmission using nonlinear method

B. Gao, Hong Chen, Yan Ma, K. Sanada

IEEE Conference on Decision and Control

DOI

精选作品

期刊论文

State of Power Prediction for Series-Connected Battery Packs Considering the Inconsistency in State of Health of Cells

Multi-Agent Data Cleaning Framework of Solid-State Batteries using Large Language Models

A Fusion-Based SOH Estimation for Lithium-ion Batteries with SHAP-Guided Feature Extraction and Generative Data Augmentation

Hybrid-Attention Deep Reinforcement Learning for Integrated Thermal Management of Battery Electric Vehicle

Adaptive Fault-Tolerant Control of Fuel Cell Air Supply Systems With Fragility-Free Prescribed Performance

A Multistage Anomalies Recognition and Revision Method for Operation Data of Solid-State Batteries

An Approximation-Free Approach to Oxygen Excess Ratio Control of PEM Fuel Cells*

Prognostication of lithium-ion battery capacity fade based on data space compression visualization and SMA-ISVR

Cured Memory RUL Prediction of Solid-State Batteries Combined Progressive-Topologia Fusion Health Indicators

A Jaya-driven quasi-predictive optimization strategy with adaptive window scheduling for EV thermal Management

Hierarchical Model Predictive Control for Battery Thermal Management and Lifetime Protection in Connected Electric Vehicles

Chance-Constrained Stochastic MPC With Adaptive Optimization Horizon and Multitimescale for Electric Vehicle Battery Thermal Management

Multifaceted Velocity Prediction-Based Bipartite Integration Optimization Strategy of Cabin and Battery Thermal Management for EVs

Real-time energy management of fuel cell hybrid electric vehicle based on variable horizon velocity prediction considering power source durability

Optimal economic integrated thermal management of battery and cabin for connected electric vehicles considering battery degradation

Approximate Scenario-Based Model Predictive Control for Battery Thermal Management in Electric Vehicles

Multi-Layer NMPC for Battery Thermal Management Optimization Strategy of Connected Electric Vehicle Integrated With Waste Heat Recovery

A Battery Prognostics and Health Management Technique Based on Knee Critical Interval and Linear Complexity Self-Attention Transformer in Electric Vehicles

Anode Pressure Control of Fuel Cell Engine Based on Dual Injectors

State of health prediction of lithium-ion batteries under early partial data based on IWOA-BiLSTM with single feature

Sequential Scenario MPC for Battery Thermal Management Optimization of Electric Vehicles on Real-World Driving Cycles

Remaining useful life prediction of lithium battery based on multi decoder graph autoencoder and transformer network

A novel method for remaining useful life of solid-state lithium-ion battery based on improved CNN and health indicators derivation

Two-level optimization strategy for vehicle speed and battery thermal management in connected and automated EVs

Adaptive Optimization Control Strategy for Electric Vehicle Battery Thermal Management System Based on Pontryagin’s Minimal Principle

Hierarchical optimal intelligent battery thermal management strategy for an electric vehicle based on ant colony sliding mode control.

A method for simplified modeling and capacity, state of charge, current distribution analysis based on arbitrary topology connection battery pack

A novel method for state of health estimation of lithium-ion batteries based on improved LSTM and health indicators extraction

Remaining useful life prediction for lithium-ion battery using dynamic fractional brownian motion degradation model with long-term dependence

Health Prognostics for Lithium-ion Battery Based on Hybrid Data-driven Method

Energy Efficiency Improvement of Intelligent Fuel Cell/Battery Hybrid Vehicles Through an Integrated Management Strategy

Remaining Useful Life Prediction of Lithium-Ion Battery Using Improved Ant Lion Optimization F-Distribution Particle Fillter

An online dual filters RUL prediction method of lithium-ion battery based on unscented particle filter and least squares support vector machine

State of charge and state of health estimation based on dual nonlinear adaptive observer and hysteresis model of lithium-ion battery

Energy Management Strategy of Hybrid Electric Vehicle Based on ECMS in Intelligent Transportation Environment

Battery thermal management strategy for electric vehicles based on nonlinear model predictive control

An Improved Particle Filter Method to Estimate State of Health of Lithium-Ion Battery

Battery thermal management of intelligent-connected electric vehicles at low temperature based on NMPC

Core temperature estimation of lithium-ion battery for EVs using Kalman filter

Cooling optimization strategy for lithium-ion batteries based on triple-step nonlinear method

Longitudinal-vertical integrated sliding mode controller for distributed electric vehicles

Oxygen excess ratio control of PEM fuel cells using observer-based nonlinear triple-step controller

SOC Oriented Electrochemical-Thermal Coupled Modeling for Lithium-Ion Battery

MPC-Based Slip Ratio Control for Electric Vehicle Considering Road Roughness

FPGA implementation of extended Kalman filter for SOC estimation of lithium‐ion battery in electric vehicle

Nonlinear control of air-feed system for proton exchange membrane fuel cell with auxiliary power battery

Challenges and developments of automotive fuel cell hybrid power system and control

Remaining Useful Life Prediction of Lithium-Ion Battery Based on Gauss–Hermite Particle Filter

Equalization of Lithium-Ion Battery Pack Based on Fuzzy Logic Control in Electric Vehicle

State of charge and state of health estimation for lithium-ion battery through dual sliding mode observer based on AMESim-Simulink co-simulation

Active Thermal Control of a Battery Pack Under Elevated Temperatures

PID slip control based on vertical suspension system for in-wheel-motored electric vehicles

Estimation of State of Charge for Lithium-ion Battery Considering Effect of Aging and Temperature

A nonlinear observer approach of SOC estimation based on hysteresis model for lithium-ion battery

Nonlinear model predictive slip control based on vertical suspension system for an in-wheel-motored electric vehicle

Fractional modeling and SOC estimation of lithium-ion battery

Battery state of charge estimation hardware-in-loop system design based on xPC target

Establishment and simulation of an electrode averaged model for a lithium-ion battery based on kinetic reactions

Electrochemical modeling and parameter identification based on bacterial foraging optimization algorithm for lithium-ion batteries

Estimating the State of Charge of Lithium-ion Battery based on Sliding Mode Observer

Lithium ion battery charge state estimating method

Data-driven design and robust implementation of monitoring and fault detection system for AMT vehicles

Lithium-ion battery state of charge estimation based on moving horizon

Balancing Control Strategy for Li-Ion Batteries String Based on Dynamic Balanced Point

Estimation of state of charge of battery based on Extended Kalman Filtering

Research of SOC estimation for lithium-ion battery of electric vehicle based on AMEsim-simulink co-simulation

Performance assessment of PID controller of idle speed control system based on the LQG benchmark

State of charge (SOC) estimation method of lithium ion battery

Estimation of Li-ion battery State of Charge based on extended Kalman filtering

Design of nonlinear shaft torque observer for trucks with Automated Manual Transmission

Estimation of Lithium-ion battery state of charge

Clutch slip control of Automatic Transmission using nonlinear method

研究方向