杨知方


学历：博士
职称：重庆大学“****”研究员，博导
邮箱：zfyang@cqu.edu.cn
研究方向：电力系统优化、电力市场、人工智能和大数据


个人简介
2013年7月于清华大学电机系本科毕业，获工学学士学位；2018年1月博士毕业，获工学博士学位，论文获评清华大学优秀博士论文；在学期间获得清华大学本科生特等奖学金、5次国家奖学金、“一二九”奖学金、2次北京市优秀毕业生等荣誉。2018年3月在重庆大学电气工程学院任教，担任“****”研究员，2019年7月担任院长助理。
发表论文60余篇，其中SCI收录40余篇，IEEE Transactions会刊论文20余篇。主持国家自然科学基金青年项目、国家自然科学基金重点项目课题、国网总部项目课题等。研究成果获中国电力科学技术奖一等奖(第六完成人)和教育部高等学校科学研究优秀成果奖(科学技术)一等奖(第六完成人)。
担任《电力系统保护与控制》青年专家学术委员会委员、《Protection and Control of Modern Power Systems (PCMP)》期刊编委、IET《Energy Conversion and Economics (ECE)》期刊编委等。

代表作
英文代表作（20篇）
Zhexin Fan, Zhifang Yang*, Juan Yu, Kaigui Xie, Gaofeng Yang, “Minimize Linearization Error of Power Flow Model Based on Optimal Selection of Variable Space”, IEEE Transactions on Power Systems, 2020, (DOI:10.1109/TPWRS.2020.**)
Jianxiao Wang, Haiwang Zhong*, Zhifang Yang, Mu Wang, Daniel M Kammen*, Zhu Liu, Ziming Ma, Qing Xia, Chongqing Kang, “Exploring the trade-offs between electric heating policy and carbon mitigation in China”, Nature Communications, 2020
Zhifang Yang*, Juan Yu, Kaigui Xie, Gaofeng Yang, “On the Minimization of Uplift Payments for Multi-Period Dispatch”, IEEE Transactions on Power Systems, (DOI: 10.1109/TPWRS.2020.**)
Wei Lin, Zhifang Yang*, Juan Yu, Kaigui Xie, Xuebin Wang, Wenyuan Li, “Tie-Line Security Region Considering Time Coupling”, IEEE Transactions on Power Systems 2020, (DOI: 10.1109/TPWRS.2020.**)
Qian Gao, Zhifang Yang*, Juan Yu, Wei Dai, Xingyu Lei, Bo Tang, Kaigui Xie, Wenyuan Li, “Model-Driven Architecture of Extreme Learning Machine to Extract Power Flow Features”, IEEE Transactions on Neural Networks and Learning Systems, 2020, (DOI: 10.1109/TPWRS.2020.**)
Xingyu Lei; Zhifang Yang*, Juan Yu ; Junbo Zhao ; Qian Gao ; Hongxin Yu, “Data-driven Optimal Power Flow: A Physics-Informed Machine Learning Approach”, IEEE Transactions on Power Systems, 2020, (DOI:10.1109/TPWRS.2020.**).
Xinxin Fang, Zhifang Yang*, Juan Yu, Xiaowen Lai, Qing Xia, “Electricity pricing under constraint violations”, IEEE Transactions on Power Systems, 2020, 35(4): 2794-2803. (DOI: 10.1109/TPWRS.2020.**)
Yan Yang, Zhifang Yang*, Juan Yu*, Baosen Zhang, Youqiang Zhang, and Hongxin Yu, “Fast Calculation of Probabilistic Power Flow: A Model-based Deep Learning Approach”, IEEE Transactions on Smart Grid, 2019, 11(3): 2235-2244. (DOI: 10.1109/TSG.2019.**)
Wei Lin, Zhifang Yang*, Juan Yu*, Liming Jin, Li Wenyuan, “Tie-line power transmission region in a hybrid grid: Fast characterization and expansion strategy”, IEEE Transactions on Power Systems, 2019, 35(3): 2222-2231. (DOI: 10.1109/TPWRS.2019.**)
Zhifang Yang*, Wei Lin, Feng Qiu, Juan Yu*, and Gaofeng Yang, “Correct the Piecewise Linearization Error of Quadratic Objective Function in DC OPF Model”, IEEE Transactions on Power Systems, 2019, 34(6): 5083-5086. (IDS Number: JW5CN, WOS: 089, EI Accession Number: 20**6, DOI: 10.1109/TPWRS.2019.**)
Zhifang Yang*, Tongxin Zheng, Juan Yu*, Kaigui Xie, “A Unified Approach to Pricing under Nonconvexity”, IEEE Transactions on Power Systems, 2019, 34(5): 3417-3427. (IDS Number: IT6WI, WOS: 010, EI Accession Number: 20**7, DOI: 10.1109/TPWRS.2019.**)
Wei Lin, Zhifang Yang*, Juan Yu*, Shiyuan Bao, and Wei Dai, “Toward Fast Calculation of Probabilistic Optimal Power Flow”, IEEE Transactions on Power Systems, 2019, 34(4): 3286-3288. (IDS Number: IE7UD, WOS: 076, EI Accession Number: 20**2, DOI: 10.1109/TPWRS.2019.**)
Zhifang Yang*, Kaigui Xie, Juan Yu*, Haiwang Zhong, Ning Zhang, Qing Xia, “A General Formulation of Linear Power Flow Models: Basic Theory and Error Analysis”, IEEE Transactions on Power Systems, 2018, 34(2): 1315-1324. (IDS Number: HM5IM, WOS: 043, EI Accession Number: 20**6, DOI: 10.1109/TPWRS.2018.**)
Zhifang Yang, Haiwang Zhong, Anjan Bose, Qing Xia*, and Chongqing Kang, “Optimal Power Flow in AC-DC Grids with Discrete Control Devices”, IEEE Transactions on Power Systems, 2018, 33(2): 1461–1472. (IDS Number: FW7UH, WOS: 028, EI Accession Number: 20**4, DOI: 10.1109/TPWRS.2017.**)
Zhifang Yang, Haiwang Zhong, Anjan Bose, Tongxing Zheng, Qing Xia*, and Chongqing Kang, “A Linearized OPF Method with Reactive Power and Voltage Magnitude: A Pathway to Improve the MW-only DC OPF”, IEEE Transactions on Power Systems, 2018, 33(2): 1734–1745. (IDS Number: FW7UH, WOS: 051, EI Accession Number: 20**4, DOI: 10.1109/TPWRS.2017.**)
Zhifang Yang, Anjan Bose, Haiwang Zhong, Ning Zhang, Jeremy Lin, Qing Xia*, and Chongqing Kang, “LMP Revisited: A Linear Model for the Loss-embedded LMP”, IEEE Transactions on Power Systems, 2017, 32(5): 4080-4090. (IDS Number: FD9PP, WOS: 070, EI Accession Number: 20**6, DOI: 10.1109/TPWRS.2017.**)
Zhifang Yang, Anjan Bose, Haiwang Zhong, Ning Zhang, Qing Xia*, and Chongqing Kang, “Optimal Reactive Power Dispatch with Accurately Modeled Discrete Control Devices: A Successive Linear Approximation Approach”, IEEE Transactions on Power Systems, 2017, 32(3): 2435-2444. (IDS Number: ET1AL, WOS: 073, EI Accession Number: 20**0, DOI: 10.1109/TPWRS.2016.**)
Zhifang Yang, Haiwang Zhong, Qing Xia*, Chongqing Kang, Tianen Chen, and Yan Li, “A Structural Transmission Cost Allocation Scheme Based on Capacity Usage Identification”, IEEE Transactions on Power Systems, 2016, 31(4): 2876-2884. (IDS Number: DL6UE, WOS: 034, EI Accession Number: 20**7, DOI: 10.1109/TPWRS.2015.**)
Zhifang Yang, Haiwang Zhong, Qing Xia*, and Chongqing Kang, “Optimal Transmission Switching with Short-circuit Current Limitation”, IEEE Transactions on Power Systems, 2016, 31(2): 1278-1288. (IDS Number: DG4CH, WOS: 041, EI Accession Number: 20**5, DOI: 10.1109/TPWRS.2015.**)
Zhifang Yang, Haiwang Zhong, Qing Xia*, and Chongqing Kang, “Solving OPF Using Linear Approximations: Fundamental Analysis and Numerical Demonstration”, IET Transmission, Generation & Distribution, 2017, 11(17), 4115-4125. (IDS Number: FQ5QF, WOS: 0004**, EI Accession Number: 20**3, DOI: 10.1049/iet-gtd.2017.1078)
中文代表作（10篇）
王怡, 杨知方*, 余娟, 赵唯嘉, “节点电价与对偶乘子的内在关联分析与推广”, 电力系统自动化, 2020
Yi Wang, Zhifang Yang*, Juan Yu, Weijia Zhao, “Analysis and Extension of Internal Relationship between Locational Marginal Price and Dual Multiplier”, Automation of Electric Power Systems, 2020
向明旭, 杨知方*, 余娟, 包诗媛, 金黎明. “配电网线性潮流模型通式及误差分析”, 中国电机工程学报, 2020, (已收录)
Mingxu Xiang, Zhifang Yang*, Juan Yu, Shiyuan Bao, Liming Jin, “Linear Power Flow Model in Distribution Network: Unified Expression and Error Analysis”, Proceedings of the CSEE, 2020
林伟, 杨知方*, 余娟, 李文沅, 刘硕, 赵唯嘉. “考虑机组启停的省间电量交易可行域确定方法”, 中国电机工程学报, 2020, (10.13334/j.0258-8013.pcsee.200487)
Wei Lin, Zhifang Yang*, Juan Yu, Wenyuan Li,Shuo Liu,Weijia Zhao, “etermination on Energy Trading Region among Regional Networks Considering Unit Commitment”, Proceedings of the CSEE, 2020, (10.13334/j.0258-8013.pcsee.200487)
王子石, 杨知方*, 杨燕, 余娟, 余红欣, 张友强. 考虑电价不确定性的负荷价-量曲线聚合方法, 中国电机工程学报, 2020, (DOI:10.13334/j.0258-8013).
Zishi Wang, Zhifang Yang*, Yan Yang, Juan Yu, Hongxin Yu, Youqiang Zhang, “Bidding Curve Aggregation Considering Uncertainty of Electricity Price”, Proceedings of the CSEE, 2020. (DOI:10.13334/j.0258-8013).(in Chinese)
樊哲新, 杨知方*,冯楠,余娟,杨高峰,赵科. 潮流方程线性化误差分析及最优状态空间选取. 电力系统自动化, 2020,44(1):109-117. (DOI: 10. 7500/AEPS)
Zhexin Fan, Zhifang Yang*, Nan Feng, Juan Yu, Gaofeng Yang, Ke Zhao, “Error Analysis and Optimal State Space Selection of Linear Power Flow Equation”, Automation of Electric Power System, 2020,44(1):109-117. (in Chinese)
房欣欣, 杨知方*, 余娟, 邹鹏, 赵唯嘉, 赖晓文, “节点电价的理论剖析与拓展”, 中国电机工程学报, 2020,40(2):379-390. (DOI: 10.13334/j.0258-8013. pcsee.190023)
Xinxin Fang, Zhifang Yang*, Juan Yu, Peng Zou, Jiawei Zhao, Xiaowen Lai, “Theoretical Analysis and Extension of Locational Marginal Price”, Proceedings of the CSEE, 2020,40(2):379-390. (in Chinese)
黄俊凯, 杨知方*，刘珏麟，余娟，任景. 面向小干扰稳定提升的虚拟惯量优化分配模型. 中国电机工程学报, 2020,40(3):713-117. (DOI: 10.13334/j.0258-8013.pcsee.190887)
余娟, 杨燕, 杨知方*, 向明旭, 谢松, 周平, 任鹏凌, 张昱, “基于深度学习的概率能量流快速计算方法”, 中国电机工程学报, 2019, 9(1): 22-30. (EI Accession Number: 20**9, DOI: 10.13334/j.0258-8013.pcsee.180869)
Juan Yu, Yan Yang, Zhifang Yang*, Mingxu Xinag, Song Xie, Ping Zhou, Pengling Ren, Yu Zhang, “Fast Probabilistic Energy Flow Analysis Based on Deep Learning”, Proceedings of the CSEE, 2019, 9(1): 22-30. (in Chinese)
张林, 杨高峰, 汪洋, 李林威, 林伟, 杨知方*, 韩思维, “基于多参数规划理论的互联电网直流联络线功率可行域确定方法”, 中国电机工程学报, 2019, 39(19): 5763-5771. (EI Accession Number: 20**7, DOI: 10.13334/j.0258-8013.pcsee.181959)
Lin Zhang, Gaofeng Yang, Yang Wang, Linwei Li, Wei Lin, Zhifang Yang*, Siwei Han, “Determination of the DC Tie-line Transfer Capacity Region of the Interconnected Power Grid: A Multi-Parametric Programming Approach”, Proceedings of the CSEE, 2019, 39(19): 5763-5771. (in Chinese)
杨知方, 钟海旺, 夏清, 白杨, “输电网结构优化问题研究综述与展望”, 中国电机工程学报, 2016, 36(2): 426-434. (EI Accession Number: 20**1, DOI: 10.13334/j.0258-8013.pcsee.2016.02.01)
Zhifang Yang, Haiwang Zhong, Qing Xia, and Yang Bai, “Review and prospect of transmission topology optimization”, Proceedings of the CSEE, 2016, 36 (2): 426-434. (in Chinese)