个人简介
中南大学电子信息学院副教授，博士生导师、硕士生导师，分别于2011年和2017年在中南大学获得学士学位和博士学位。2015年11月至2017年10月，受国家留学基金委员会的资助，在加拿大维多利亚大大学进行博士联合培养。2018年获得中南大学优秀博士学位论文，2019年获得湖南省优秀博士学位论文，2020年获得湖南省自然科学二等奖，2021年获得铁道学会科学技术二等奖。
主要从事机器学习、自动驾驶、机器人、轨道交通储能、电动汽车等领域的研究。近年来承担中国铁路通信信号股份有限公司重大科技专项“载货运列车自组织高密度自动运行控制技术研究及应用”、中国神华能源股份有限公司重大科技专项“重载列车群组运行控制系统技术研究与应用、中车株洲电力机车有限公司国内第一条超级电容有轨电车充电站设计、有轨电车超级电容主动均衡系统开发、高压大容量地铁电池管理系统开发、中车制动系统分公司重载组合列车制动系统健康状态管理系统等项目的开发。
发表论文100余篇，其中以第一作者/通讯作者发表SCI期刊论文30余篇，高被引论文1篇。代表性成果发表在IEEE Trans. on Industrial Electronics (TIE), IEEE Trans. on Industrial Informatics (TII), IEEE Trans. on Control Systems Technology (TCST), IEEE Trans. on Energy Conversion (TEC), IEEE Trans. on Smart Grid (TSG)、IEEE Trans. on Industry Application (TIA)、Energy Conversion and Management、Energy、Applied Eerngy、Journal of Energy Storage等期刊，和美国控制会议(ACC)，国际自动控制联合会世界大会(IFAC World Congress)，电力电子国际会议和展览(IEEE APEC)，能源转换和展览国际会议(IEEE ECCE)等会议论文。IEEE TAC、Automatica、IEEE TIE、Energy、Applied Energy、Journal of Energy Storage等国际期刊审稿人。ORCID: https://orcid.org/0000-0001-5592-7004
一、研究方向
机器学习算法及应用、自动驾驶、机器人、轨道交通储能、电动汽车
二、所获荣誉
@彭军，李恒，何建平，刘伟荣，周峰，刘凯阳，能源互联网分布式协同能量均衡方法，湖南省自然科学二等奖，2020
@张晓勇; 龙军; 蒋富; 郝有清; 杨迎泽; 李烁; 王刚; 高凯; 杨柳; 郭汉挺; 黄志武; 陈彬; 李恒; 周峰; 刘伟荣; 朱正发; 张瑞; 史鑫; 李科; 彭军，重载组合列车关键设备智能数据安全监控与故障诊断技术及应用, 中国铁道学会科学技术二等奖, 2021
@李恒，基于信息物理系统协同控制策略及应用，湖南省优秀博士学位论文，2019
@李恒，基于信息物理系统协同控制策略及应用，中南大学优秀博士学位论文，2018
@Shilong Zhuo, Lijuan Wang, Hao Jin, Zeng Zhao, Yifei Zhao, Rongjun Peng, Heng Li*. Digital twin driven driving range prediction of electric vehicles, ICIVIS, 2022. Best Paper Award.
三、发明专利
@李恒，曹红伟，黄志武，吕承璋，刘剑锋，彭军，周艳辉，张晓勇，蒋富，杨迎泽，刘伟荣.一种车载超级电容的异步补偿均压装置和控制方法.ZL201910199052.9
@李恒，白璐，廖洪涛，刘勇杰，武悦，张晓勇，蒋富，杨迎泽，刘伟荣，彭军，黄志武.一种超级电容器储能系统的滑模引导控制方法及装置.ZL202011010433.7
@李恒，孟志强，张晓勇，蒋富，杨迎泽，刘伟荣，彭军，黄志武，陈彬，张瑞.一种超级电容拓扑结构及其充放电控制方法和装置.ZL202010126625.8
@黄志武，彭军，张晓勇，周艳辉，蒋富，李恒，刘伟荣，杨迎泽，李烁，周荣.一种用于电控空气制动系统的电源变换器及磁通平衡调节方法.ZL201711101356.4
@黄志武，朱保林，彭军，张晓勇，蒋富，李恒，刘伟荣，周艳辉，杨迎泽，张瑞，陈彬.一种基于重构的主动均压装置及方法.ZL201711101356.4
@黄志武，朱保林，张晓勇，蒋富，李恒，周艳辉，杨迎泽，彭军，刘伟荣，张瑞，陈彬.一种超级电容协同重构被动均压装置及方法.ZL201711101373.8
@彭军，徐小康，张晓勇，陈彬，张瑞，黄志武，蒋富，杨迎泽，刘伟荣，李恒.一种基于最优滑移率的列车防滑控制方法及其控制装置.ZL201910164540.6
@黄志武，蒋富，张晓勇，武悦，陈彬，刘伟荣，杨迎泽，彭军，李恒，张瑞.一种用于地铁车辆制动系统的CAN通信方法及装置.ZL201910189255.X
@彭军，张晓勇，杨迎泽，张瑞，陈彬，黄志武，蒋富，刘伟荣，李恒，武悦.一种均衡风缸压力的控制方法及其控制系统.ZL201910620251.2
@彭军，杨迎泽，张晓勇，程亦君，黄志武，蒋富，刘伟荣，李恒，顾欣.一种基于特征提取和多层感知机的电磁阀故障诊断装置及方法.ZL201910188832.3
@张晓勇，焦允，李恒，黄志武，周艳辉，杨迎泽，刘伟荣，彭军，蒋富.一种基于相位控制的超级电容恒流充电方法及其充电装置.ZL201910160244.9
@黄志武，李恒，刘伟荣，周艳辉，蒋富，杨迎泽，彭军，张晓勇，刘勇杰.一种复合电源的分频控制方法、分配控制装置及复合电源.ZL201910557994.X
@刘伟荣，黄志武，周艳辉，李恒，张晓勇，蒋富，杨迎泽，陈彬，于文涛，宋昱.一种基于协同控制的超级电容电压均衡方法及其均衡装置.ZL201810970762.2
@黄志武，李恒，蒋富，刘勇杰，杨迎泽，刘伟荣，彭军，张晓勇，周艳辉.一种基于温度抑制的可重构超级电容堆栈充放电控制方法及系统.ZL201910595053.5
@彭军，王瑞，黄志武，李恒，杨迎泽，蒋富，刘伟荣，张晓勇，周艳辉.一种基于自适应小波转换的电动汽车混合能源管理系统及其控制方法.ZL201910180965.6
@蒋富，韩慕鑫，李恒，黄志武，陈彬，彭军，刘伟荣，张晓勇，杨迎泽.一种基于串级控制的超级电容充电方法及其充电装置.ZL201910160626.1
@杨迎泽，肖鹏程，张晓勇，刘伟荣，蒋富，程亦君，彭军，黄志武，李恒.一种均衡风缸制动装置健康评估系统和方法.ZL201910163474.0
@杨迎泽，丁宁，蒋富，张晓勇，刘伟荣，黄志武，彭军，李恒，王成龙，张瑞.一种中继阀故障诊断方法及装置.ZL202010100234.9
@彭军，陈彭，张晓勇，蒋富，刘伟荣，黄志武，李恒，杨迎泽，武悦，刘勇杰.一种基于前车速度预测的汽车跟驰速度控制方法及系统.ZL202010124684.1
@彭军，刘伟荣，杨迎泽，顾欣，陈彬，李恒，张晓勇，黄志武，蒋富，程亦君.一种基于能量分布密度的无线充电方法及充电系统.ZL201910550919.0
@刘伟荣，钱程，张晓勇，蒋富，彭军，顾欣，黄志武，杨迎泽，李恒.一种面向物联网的软件定义的边缘计算的系统及资源分配方法.ZL201910172114.7
@彭军，王胜男，黄志武，杨迎泽，李恒，蒋富，张晓勇，刘伟荣，程亦君，顾欣.一种基于健康指标的均衡控制模块寿命预测方法及装置.ZL202010132742.5
@刘伟荣，郑彩凤，杨迎泽，彭军，黄志武，蒋富，张晓勇，李恒，程亦君，陈彬.一种均衡风缸控制模块故障诊断方法、装置及存储介质.ZL202010129593.7
@刘伟荣，邓坤元，蒋富，张晓勇，杨迎泽，李恒，彭军，黄志武，刘勇杰，武悦.一种基于门控循环单元的电动汽车能量管理装置及方法.ZL202010104963.1
@彭军，郑智勇，张晓勇，蒋富，刘伟荣，黄志武，李恒，杨迎泽，程亦君，王成龙.一种基于自适应模型的锂电池荷电状态估计装置及方法.ZL202010097628.3
@彭军，陈卓，蒋富，刘伟荣，顾欣，张晓勇，黄志武，杨迎泽，李恒.一种软件定义车载边缘网络中联合资源分配和计算卸载的方法及系统.ZL201910172989.7
@黄志武，杜威，张晓勇，蒋富，陈彬，顾欣，刘伟荣，彭军，杨迎泽，李恒.一种智慧充电桩数据传输装置、处理系统及方法.ZL201910415020.8
@李飞，张莉，刘伟荣，杨迎泽，彭军，黄志武，李恒，张晓勇，陈彬，张瑞.一种可重构电池组控制方法、系统及存储介质.ZL202010106723.5
@张晓勇，赵潇帅，彭军，蒋富，黄志武，李恒，刘伟荣，杨迎泽，顾欣，王成龙.一种面向智能网联汽车的资源调度方法、系统及存储介质.ZL202010128924.5
@刘伟荣，钱程，顾欣，张晓勇，王成龙，蒋富，彭军，黄志武，杨迎泽，李恒.一种面向超密集网络的边缘计算的资源分配方法及系统.ZL201910283122.9
@黄志武；刘勇杰；周峰；蒋富；杨迎泽；武悦；彭军；刘伟荣；李恒；张晓勇；陈彬；张瑞.一种低温环境下动力电池内部加热预测控制方法及装置.ZL202110549408.4
@黄志武，乐寅辉，蒋富，杨迎泽，彭军，刘伟荣，李恒，张晓勇，刘勇杰，武悦.基于脉冲充放电的锂离子电池低温快速预热方法及控制系统.ZL202110059445.7
@刘伟荣，孙笑波，黄志武，蒋富，杨迎泽，彭军，李恒，张晓勇，武悦，刘勇杰.基于锂电池功率估计的混合储能控制系统及其能量管理方法.ZL202110135681.2
@杨迎泽；荣介奇；李烁；刘伟荣；高凯；张晓勇；蒋富；顾欣；刘勇杰；彭军；黄志武；李恒；陈彬；张瑞.自适应直接序列扩频通信方法、系统和介质.ZL202111147928.9
@黄志武，朱志腾，李飞，李烁，蒋富，杨迎泽，彭军，刘伟荣，李恒，张晓勇，程亦君，顾欣，陈彬，张瑞.一种基Bagging和长短期记忆网络的信道盲均衡方法及系统.ZL202110520590.0
@彭军；王成龙；李烁；杨迎泽；高凯；黄志武；刘伟荣；张晓勇；李恒；陈彬；张瑞；荣介奇.基于在线强化学习的列车车队数据路由系统及方法.ZL202111598690.1
@彭军，刘航，杨迎泽，刘伟荣，黄志武，蒋富，李烁，高凯，李恒，张晓勇，彭辉，闫立森，樊云生.一种基于多源数据融合的电磁阀寿命预测装置及方法.ZL202210226975.0
@彭军；何虎；蒋富；李烁；高凯；张晓勇；杨迎泽；刘伟荣；李恒；樊云生；关凯夫.基于卷积神经网络的帧同步方法、设备及介质.ZL202111487260.2
@杨迎泽，赵钦先，李恒，彭军，蒋富，张晓勇，黄志武，刘伟荣.一种基于数字孪生的制动系统剩余使用寿命预测系统及方法.ZL202210782812.0
四、期刊论文
@Heng Li, Peinan He, Yihan Tang, Taozhen Chang, Shuo Li, Yunsheng Fan. A switching Kalman filter for SoC estimation of ultracapacitor balancing systems. Journal of Energy Storage, 93, 112170, 2024.
@Xiaoyong Zhang, Zhongke Zhang, Rui Zhang*, Weirong Liu, Heng Li*, Jun Peng. Event-Triggered Resilient Recovery Learning Control Protocol for Interconnected DC Microgrids with Distributed Attack Detection, Sustainable Energy, Grids and Networks, 2024.
@Fu Jiang, Jie Chen, Jieqi Rong, Weirong Liu*, Heng Li*, Hui Peng. Safe reinforcement learning based optimal low-carbon scheduling strategy for multi-energy system. Sustainable Energy, Grids and Networks, 2024.
@Yue Wu, Zhiwu Huang, Dongjun Li, Heng Li*, Jun Peng, Daniel Stroe, Ziyou Song. Optimal battery thermal management for electric vehicles with battery degradation minimization. Applied Energy, 353, 122090, 2024
@Heng Li, Zheng Liu, Yingze Yang*, Huihui Yang, Boyu Shu, Weirong Liu. A Proactive Energy Management Strategy for Battery-Powered Autonomous Systems, Applied Energy, 2024
@Fu Jiang, Yaoxin Xia, Lisen Yan, Weirong Liu*, Xiaoyong Zhang, Heng Li, Jun Peng. Battery-Aware Workflow Scheduling for Portable Heterogeneous Computing, IEEE Transactions on Sustainable Computing, 2024
@Heng Li, Guiheng Chen, Yingze Yang*, Boyu Shu, Zhijun Liu, Jun Peng. Adversarial Learning for Robust Battery Thermal Runaway Prognostic of Electric Vehicles, Journal of Energy Storage, 2024.1
@Yunsheng Fan, Zhiwu Huang, Heng Li*, Rui Zhang*, Fu Jiang, Hui Peng, and Jun Peng. An Optimal Self-heating Strategy for Lithium-ion Batteries with Pulse-width Modulated Self-heater. Journal of Energy Storage, 2024.1
@Heng Li, Muaaz Bin Kaleem, Zheng Liu, Yue Wu, Weirong Liu*, Zhiwu Huang. IoB: Internet-of-Batteries for Electric Vehicles–Architectures, Opportunities, and Challenges. Green Energy and Intelligent Transportation, 2(6), 100128, 2023.12
@Heng Li, Wei He, Xueying Fang and Shuo Li*. State-of-Charge Estimation of Supercapacitors: A Switched Systems Approach, IEEE Transactions on Transportation Electrification, 2023
@Yongjie Liu, Zhiwu Huang, Liang He, Jianping Pan, Heng Li*, Jun Peng. Temperature-aware charging strategy for lithium-ion batteries with adaptive current sequences in cold environments. Applied Energy, 352, 121945, 2023.
@Heng Li, Lu Bai, Hui Peng*, Jun Peng, Zhiwu Huang, Dianzhu Gao. Optimal Charging of Supercapacitors with User-Specified Charging Time[J]. Journal of Energy Storage, 2023.5.
@Heng Li, Yu Zhang, Dianzhu Gao, Wenyun Li, Xiaokang Dai, Zhiwu Huang, Jun Peng. Predictive Set Point Modulation Control for Supercapacitor Storage Systems of Catenary-Free Trams. IEEE Transactions on Industry Applications, 2023.
@Muaaz B. Kaleem, Wei He, Heng Li*. Machine learning driven digital twin model of Li-ion batteries in electric vehicles: a review. Artificial Intelligence and Autonomous Systems, 1(1), 0003. 2023.
@Jieqi Rong, Weirong Liu, Fu Jiang*, Yijun Cheng, Heng Li, Jun Peng. Privacy-aware Optimal Load Scheduling for Energy Management System of Smart Home[J]. Sustainable Energy, Grids and Networks, 2023.6.
@Heng Li, Muaaz Bin Kaleem, I-Ju Chiu, Dianzhu Gao*, Jun Peng, Zhiwu Huang. An Intelligent Digital Twin Model for the Battery Management Systems of Electric Vehicles[J]. International Journal of Green Energy, 2023.
@Yue Wu, Zhiwu Huang, Yusheng Zheng, Yongjie Liu, Heng Li*, Yunhong Che, Jun Peng, and Remus Teodorescu. Spatial–temporal data-driven full driving cycle prediction for optimal energy management of battery/supercapacitor electric vehicles[J]. Energy Conversion and Management, 2023.2.1.
@Jiahao Huang, Zhiwu Huang, Yue Wu, Yongjie Liu, Heng Li, Fu Jiang*, Jun Peng. Sizing optimization research considering mass effect of hybrid energy storage system in electric vehicles[J]. Journal of Energy Storage, vol. 48, 2022.4
@Lisen Yan, Jun Peng, Dianzhu Gao, Yue Wu, Yongjie Liu, Heng Li, Weirong Liu*, Zhiwu Huang. A hybrid method with cascaded structure for early-stage remaining useful life prediction of lithium-ion battery[J]. Energy, vol. 243, 2022.3.15.
@Fu Jiang, Bowen Liu, Heng Li*, Hongtao Liao, Hang Zhang, Xianqi Lu, Jun Peng, Zhiwu Huang. A False Data Injection Attack Detection Method for Cooperative Charging Systems[J]. IEEE Transactions on Industry Applications, 2022.2.
@Zhiyuan Shi, Jun Peng, Heng Li, Hui Peng, Weirong Liu, Zhiwei Gao, Zhiwu Huang*. A fast adaptive bus voltage regulation strategy for supercapacitor energy storage systems[J]. IET Power Electronics. 2022.4.21.
@Yadong Gong, Xiaoyong Zhang, Dianzhu Gao, Heng Li*, Lisen Yan, Jun Peng, Zhiwu Huang. State-of-Health Estimation of Lithium-ion Batteries Based on Improved Long Short-Term Memory Algorithm[J]. Journal of Energy Storage, 2022.9.
@Rui Zhang, Jun Peng, Heng Li, Bin Chen, Weirong Liu, Zhiwu Huang*, Jing Wang. A predictive control method to improve pressure tracking precision and reduce valve switching for pneumatic brake systems[J]. IET Control Theory & Applications, 15, 2021.3.30, pp. 1389–1403.
@Hongtao Liao, Jun Peng*, Yue Wu, Heng Li, Yanhui Zhou, Xiaoyong Zhang, and Zhiwu Huang. Adaptive Split-Frequency Quantitative Power Allocation for Hybrid Energy Storage Systems[J]. IEEE Transactions on Transportation Electrification, 2021, DOI: 10.1109/TTE.2021.3070849
@Bin Chen, Zhiwu Huang, Rui Zhang, Fu Jiang*, Weirong Liu, Heng Li, Jing Wang, Jun Peng. Adaptive slip ratio estimation for active braking control of high-speed trains[J]. ISA Transactions, Jun 2021.6.
@Heng Li, Xiaoyong Zhang*, Jun Peng, Jianping He, Zhiwu Huang, Jing Wang. Cooperative CC-CV charging of supercapacitors using multi-charger systems. IEEE Transactions on Industrial Electronics, 67(12), 10497-10508, 2020.
@Xiaoyong Zhang, Jiaxuan Lei, Heng Li*, Hongtao Liao, Jun Peng. Cooperative Control for Multi-Module Charging Systems of Ultracapacitors, Energies, vol. 13, no. 19, pp. 5218, 2020.
@Heng Li, Yu Zhang, Hongtao Liao*, Jun Peng. Predictive Set Point Modulation Charging of Autonomous Rail Transit Vehicles[J]. Energies, vol. 13, no. 19, pp. 4992, 2020.
@Xiaoyong Zhang, Hang Zhang, Heng Li*, Yun Jiao, Hongtao Liao, Jun Peng, Zhiwu Huang. Cooperative Charging of Supercapacitor Trams with Current Overshoot Suppression. IEEE Transactions on Industry Applications.2020.
@Fu Jiang, Zhiqiang Meng, Heng Li*, Hongtao Liao, Yun Jiao, Muxin Han, Jun Peng, Zhiwu Huang. Consensus-Based Cell Balancing of Reconfigurable Supercapacitors, IEEE Transactions on Industry Applications, 2020.
@Yue Wu, Zhiwu Huang, Hongtao Liao, Bin Chen, Xiaoyong Zhang*, Yanhui Zhou, Yongjie Liu, Heng Li, JunPeng. Adaptive power allocation using artificial potential field with compensator for hybrid energy storage systems in electric vehicles. Applied Energy, vol. 257, 1 January 2020.
@Heng Li, Jun Peng, Jianping He, Zhiwu Huang*, Jing Wang, Liang He, Jianping Pan. Pinning-Based Switching Control of Cyber-Physical Supercapacitor Energy Storage Systems. IEEETransactionsonControl Systems Technology, 2019.
@Hongtao Liao, Jun Peng, Heng Li*, Chengzhang Lyu, Zhiwu Huang. Energy Sharing of Zero-Energy Buildings: A Consensus-Based Approach，IEEE Access, vol. 7, pp. 62172-62183, 2019.
@Heng Li, Jun Peng, Jianping He, Zhiwu Huang*, Jing Wang. Observer-Driven Charging of Supercapacitors, IEEE Transactions on Industrial Informatics, 2019.8.
@Yongjie Liu, Zhiwu Huang, Hongtao Liao, Chengzhang Lyu, Yanhui Zhou, Yun Jiao, Heng Li, Chao Hu, Jun Peng*. A Temperature-Suppression Charging Strategy for Supercapacitor Stack with Lifetime Maximization, IEEE Transactions on Industry Applications, vol. 55, no. 6, pp. 6173-6183, 2019.7.
@Yanhui Zhou, Zhiwu Huang, Hongtao Liao, Heng Li, Yun Jiao, Jun Peng*. A Predictive Set Point Modulation Energy Management Strategy for Hybrid Energy Storage Systems, IEEE Transactions on Industry Applications, vol. 55, no. 6, pp. 6266-6277, 2019.8.
@Jun Peng, Rui Wang, Hongtao Liao*, Yanhui Zhou, Heng Li, Yue Wu, Zhiwu Huang. A Real-Time Layer-Adaptive Wavelet Transform Energy Distribution Strategy in a Hybrid Energy Storage System of EVs, Energies, 2019.1, vol. 12, no. 3, 440.
@Chengzhang Lyu, Zhiwu Huang, Heng Li, Hongtao Liao*, Yingze Yang, Jun Peng, Jing Wang. Distributed Control for State-of-Energy Balancing of Supercapacitor Modules in Light Rail Vehicles, IEEE Transactions on Vehicular Technology, 2019.5, vol. 68, no. 5, pp. 4447-4457.
@Weirong Liu, Yu Song, Hongtao Liao, Heng Li, Xiaoyong Zhang, Yun Jiao, Jun Peng, Zhiwu Huang*, Distributed Voltage Equalization Design for Supercapacitors Using State Observer, IEEE Transactions on Industry Applications, vol. 55, no. 1, pp. 620-630, 2019.
@Heng Li, Jun Peng*, Jianping He, Rong Zhou, Zhiwu Huang, and Jianping Pan. A cooperative charging protocol for onboard supercapacitors of catenary-free trams. IEEE Transactions on Control Systems Technology, 26(4), pp. 1219-1232, 2018.
@Heng Li, Jun Peng, Yanhui Zhou, Jianping He, Zhiwu Huang*, Liang He, and Jianping Pan, SoH-Aware Charging of Supercapacitors with Energy Efficiency Maximization, IEEE Transactions on Energy Conversion, vol. 33, no. 4, pp. 1766-1775, 2018.
@Heng Li, Jun Peng*, Jianping He, Zhiwu Huang, Jianping Pan, and Jing Wang, Synchronized Cell-Balancing Charging of Supercapacitors: A Consensus-Based Approach, IEEE Transactions on Industrial Electronics, vol. 65, no. 10, pp. 8030-8040, 2018.
五、会议论文
@Heng Li, Peinan He, Taozhen Chang, Shuo Li*, Jun Peng. SOC Estimation of Supercapacitor Balancing Systems: A Switching Kalman Filter Approach[C]. IEEE International Symposium on Parallel and Distributed Processing with Applications, 2023.
@Fei Li, Taozhen Chang, Peinan He, Heng Li*, Zhiwu Huang. State-of-Charge Balancing of Supercapacitors: A Consensus-Based Approach[C]. IEEE Industry Application Annual Meeting, 2023.
@Guijie Wang, Wantong Xie, Kun Fang, Zhixun Gong, and Heng Li*. Fault Prognosis for Li-ion Battery Packs of Electric Vehicles: An Integrated Method[C]. 2023 International Conference on Smart Electrical Grid and Renewable Energy, June 14-16, 2023.4, Changsha, China.
@Fei Li, Sijie Zhang, Heng Li, Yaoxin Xia, Lisen Yan and Zhiwu Huang*. Exploring the Hysteresis Effect of Lion Batteries: A Machine Learning Based Approach[C], 2023 International Joint Conference on Neural Networks (IJCNN 2023), 2023.6.18.
@Heng Li, Zeyu Zhu, Peinan He, Yingze Yang*, Bin Chen, Jun Peng, Zhiwu Huang. A Thermal-Aware Digital Twin Model of Permanent Magnet Synchronous Motors (PMSM) Based on BP Neural Networks. 2022 IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom), 2022.
@Heng Li, Zhijun Liu, Yongting Liu, Hui Peng*, Rui Zhang, Jun Peng, Zhiwu Huang. Battery Agingrobust Driving Range Prediction of Electric Bus. 2022 IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom), 2022.
@Yunsheng Fan, Zhiwu Huang, Heng Li*, Fu Jiang, Hui Peng, Jun Peng. An Optimal Pulse Heating Strategy for Lithium-ion Batteries based on Synchronous Buck-Boost Converter [C], 2022 4th International Conference on Smart Power & Internet Energy Systems.2022.12.
@Heng Li, Yu Zhang, Dianzhu Gao*, Xiaokang Dai, Zhiwu Huang, Jun Peng. Predictive Set Point Modulation Control for Onboard Supercapacitors of Catenary-Free Trams. The IAS 2022 Annual Meeting, 2022 IEEE Industry Applications Society Annual Meeting (IAS). IEEE, 2022: 1-9.
@Xiaoyong Zhang, Jiaxuan Lei, Heng Li*, Zi Yu, Zhiwu Huang, Jun Peng. Digital Twin Driven Reconfiguration of Li-ion Batteries with Capacity Delivery Maximization. The IAS 2022 Annual Meeting,2022 IEEE Industry Applications Society Annual Meeting (IAS). IEEE,2022.10.
@Zhiwu Huang, Pei Huang, Yue Wu, Heng Li, Hui Peng*, Jun Peng. Energy Management Strategy for Hybrid Energy Storage System using Optimized Velocity Predictor and Model Predictive Control, 2022 IEEE Intelligent Vehicles Symposium (IV2022) , 2022.6.
@Yao Lu, Weirong Liu, Yue Wu, Heng Li, Yongjie Liu, Jun Peng, Zhiwu Huang*. A quasi-optimal energy management strategy for hybrid energy vehicles using temporal characteristic, Advances in Transdisciplinary Engineering, vol: 22, pp: 392-397, April 27, 2022.
@Yingze Yang, Qinxian Zhao, Dianzhu Gao*, Jieqi Rong, Yunsheng Fan, Heng Li, and Jun Peng. Supercapacitor Digital Twin Management System Based on Cloud Environment, IEEE International Conference on High Performance Computing and Communications (HPCC 2021), 2021.10.
@Fu Jiang , Yaoxin Xia , Heng Li*, Zhongke Zhang , Xiaoyong Zhang , Jun Peng. Flocking of Battery-Powered Mobile Agents With Energy-Aware Potential Function, IEEE International Conference on High Performance Computing and Communications (HPCC 2021), 2021.10.
@Heng Li，Zheng Liu，Wei Yuan，Guiheng Chen，Xiaolong Chen，Yingze Yang*，Jun Peng. The Digital Twin Model of Chemical Production Systems in Smart Factories: A Case Study, IEEE International Conference on High Performance Computing and Communications (HPCC 2021), 2021.10.
@Heng Li, Muaaz Bin Kaleem, I-Ju Chiu, Dianzhu Gao*, Jun Peng. A Digital Twin Model for the Battery Management Systems of Electric Vehicles, IEEE International Conference on High Performance Computing and Communications (HPCC 2021), 2021.10.
@Honglang Jiang, Zhiwu Huang, Yongjie Liu, Dianzhu Gao*, Zhiwei Gao, Heng Li, Weirong Liu, Jun Peng. An optimal Pulse Heating Strategy for Lithium-Ion Battery Considering Both Capacity Fade and Heating Time , IEEE International Conference on Systems, Man, and Cybernetics (IEEE SMC 2021), 2021.10.
@Heng Li, Lu Bai, Dianzhu Gao*, Jun Peng, Zhiwu Huang. Optimal Charging of Supercapacitors with Limited Charging Time, IEEE International Conference on Systems, Man, and Cybernetics (IEEE SMC 2021), 2021.10.
@Heng Li, Guiheng Chen, Dianzhu Gao*, Jianping He, Zheng Liu and Jun Peng. Cooperative Sensorless Perception of Chemical Production Lines in Smart Factories, 2021 5th Chinese Conference on Swarm Intelligence and Cooperative Control (CCSICC 2021), 2021.12.
@Jiahao Huang, Zhiwu Huang, Yue Wu, Hongtao Liao*, Yongjie Liu, Heng Li, Mengfei Wen, Jun Peng, Optimal Filter-Based Energy Management for Hybrid Energy Storage Systems with Energy Consumption Minimization, IEEE International Conference on Systems, Man, and Cybernetics (IEEE SMC 2020), Toronto, Canada, 2020.10.11-2020.10.14.
@Yiiun Cheng, Jun Peng, Xin Gu, Fu Jiang*, Heng Li, Weirong Liu, Zhiwu Huang, Optimal Energy Management of Energy Internet: A Distributed Actor-Critic Reinforcement Learning Method. American Control Conference (ACC 2020), Denver, USA, 2020.7.1-2020.7.3
@Minghui Guo, Xiaoyong Zhang, Heng Li*, Hongtao Liao, Yexin Liao, Zhiqiang Meng, Hang Zhang and Zhiwu Huang, Cooperative Cell Balancing of Supercapacitors with Adaptive Observers, IEEE Energy Conversion Congress and Exposition (IEEE ECCE 2020), Detroit, Michigan , USA, 2020.10.11-2020.10.15.
@Bowen Liu, Fu Jiang, Heng Li*, Hongtao Liao, Hang Zhang, Xianqi Lu, Jun Peng and Zhiwu Huang, Detection of False-Data Injection Attacks in Supercapacitor Charging Systems, IEEE Energy Conversion Congress and Exposition (IEEE ECCE 2020), Detroit, Michigan , USA, 2020.10.11-2020.10.15.
@Yadong Gong, Xiaoyong Zhang, Heng Li*, Hongtao Liao, Zhiqiang Meng, Yongjie Liu and Zhiwu Huang, Estimation of Peukert Constant of Lithium-ion Batteries and its Application in Battery Discharging Time Prediction, IEEE Energy Conversion Congress and Exposition (IEEE ECCE 2020), Detroit, Michigan , USA, 2020.10.11-2020.10.15.
@Fu Jiang, Cheng Jin, Hongtao Liao, Heng Li*, Yue Wu, Yongjie Liu, Jun Peng, Zhiwu Huang. An Artificial Potential Field-Based Lithium-ion Battery SOC Equilibrium Method in Electric Vehicles. International Federation of Automatic Control World Congress (IFAC 2020 ), Berlin, Germany. 2020.7.12-2020.7.17
六、主持项目
@智能电池管理系统模态随动状态估计和形式化协同均衡研究，国家自然科学基金面上项目，50万，2023
@软件定义储能电站可重构电池管理技术，湖南省自然科学基金面上项目，5万，2023
@重载货运列车自组织高密度自动运行控制技术研究及应用，中国铁路通信信号股份有限公司重大科技专项，800万（负责无线自组网列车协同控制研究子项），2022
@重载列车群组运行控制系统技术研究与应用，中国神华能源股份有限公司重大科技专项，400万，（负责列车虚拟连挂协同控制子项）,2022
@超级电容有轨电车智能调度与协同充电研究，国家自然科学基金青年项目，25万，2019
@超级电容有轨电车智能充电研究，湖南省自然科学基金青年项目，5万,2019
@智能电池管理系统：一种形式化设计方法，中南大学科研基金，25万，2018
教育经历
[1] 2013.9-2017.5
中南大学 | 控制科学与工程 | 博士学位 | 研究生教育
工作经历
[1] 2017.11-至今
中南大学
|
信息科学与工程学院