李丁 博士 讲师
地址：武汉东湖新技术开发区光谷一路206号武汉工程大学电气信息学院4B楼426室
邮编：430205
Email：dli@wit.edu.cn
教育背景
2013-2018：阿尔伯塔大学[加拿大], 软件工程与智能系统, 博士
工作履历
2022-至今：武汉工程大学，电气信息学院，讲师
2018-2021：NTWIST 公司[加拿大], 研发部门, 研究科学家（Research Scientist）
研究领域
（1）人工智能技术及其工业应用
（2）非侵入式用电负荷监测技术
学术成果
1、代表性科研项目
（1） 智能建筑智能化系统楼宇能耗预测与控制技术研发, 江苏云立物联科技有限公司, 项目负责人
（2） 人工智能与通信工程协同创新实验实训中心建设，北京华晟经世信息技术股份有限公司, 项目负责人
（3）人工智能辅助计算机视觉在油气采矿业中的应用, ALBERTA INNOVATES, 阿尔伯塔省创新基金, 参与
2、代表性论文
Ding Li, Scott Dick. Residential household non-intrusive load monitoring via graph-based
multi-label semi-supervised learning. IEEE Transactions on Smart Grid, 2019, 10(4): 4615-
4627 (IF: 10.275, SCI/EI收录)
Ding Li, Scott Dick. Semi-supervised multi-label classification using an extended graph-based manifold regularization. Complex & Intelligent Systems, 2022, 8(2): 1561-1577, (IF: 6.700, SCI/EI收录)
Ding Li, Scott Dick. Non-intrusive load monitoring using multi-label classification methods. Electrical Engineering, 2020, 103(1): 607-619 (SCI/EI收录)
Ding Li, Xin Cheng. A first-out alarm detection method via association rule mining and correlation analysis. Entropy, 2024.1, 26(1): 30 (SCI/EI收录)
Xudong Cheng, Ding Li, Wenkai Hu, Jinghao Xu. A stacking ensemble learning method for
non-intrusive appliance load monitoring. 36th Chinese Control and Decision Conference (CCDC2024), Xi'an, China, 2024-5-25至2024-5-27 (EI收录)
Jinghao Xu, Ding Li, Wenkai Hu, Xudong Cheng. A federated learning method for nonintrusive load monitoring based on fed-prox and bi-GRU. 2024 International Conference on Neural Computing for Advanced Applications (NCAA 2024), Guilin, China, 2024-7-5至2024-7-7 (EI收录)
Ding Li, Scott Dick. A graph-based semi-supervised learning approach towards household energy disaggregation. 2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Naples, Italy, 2017-7-9至2017-7-12 (EI收录)
Ding Li, Scott Dick. Whole-house non-intrusive appliance load monitoring via multi-label classification, 2016 International Joint Conference on Neural Networks (IJCNN), Vancouver, BC, Canada, 2016-7-24至2016-7-29 (EI收录)
Ding Li, Kyle Sawyer, Scott Dick. Disaggregating household loads via semi-supervised multi-label classification. 2015 Annual Conference of the North American Fuzzy Information Processing Society (NAFIPS) held jointly with 2015 5th World Conference on Soft Computing (WConSC), Redmond, WA, USA, 2015-08-17至2015-08-19 (EI收录)
