Linwei Sang

Profile

I'm a researcher in Power Systems and Energy at Tsinghua University currently working on low-carbon energy systems and smart grid optimization. My research focuses on developing novel machine learning and optimization approaches for power system operation and planning, particularly in areas like voltage regulation, unit commitment, and demand response.

I specialize in bridging the gap between machine learning and power systems optimization, developing techniques like conservative sparse neural networks, privacy-preserving frameworks, and decision-focused learning approaches. My work aims to make power systems more efficient, reliable and environmentally sustainable through advanced computational methods.

Recently, I've been focused on carbon emission modeling and reduction in power systems, including developing frameworks for distribution locational marginal emissions and carbon-aware energy management. I collaborate extensively with researchers in both academia and industry to translate theoretical advances into practical solutions for the power industry's decarbonization challenges.

Publications

Low carbon collaborative planning of integrated hydrogen-ammonia system and power distribution network

Jiajin Liu, Linwei Sang, Yinliang Xu

International journal of hydrogen energy 2024

Incentivizing EVs to Participate in V2B Interactions using the Stackelberg Game

Incentivizing EVs to Participate in V2B Interactions using the Stackelberg Game

Zixuan Wei, Wai Kin Victor Chan, Yi Zhang, Yinliang Xu, Linwei Sang, Rongtao Ye

2024 7th International Conference on Energy, Electrical and Power Engineering (CEEPE) 2024

Online Distribution Network Scheduling via Provably Robust Learning Approach

Naixiao Wang, Xinlei Cai, Linwei Sang, Tingxiang Zhang, Zhongkai Yi, Ying Xu

Energies 2024

Online Voltage Regulation of Active Distribution Networks: A Deep Neural Encoding-Decoding Approach

Online Voltage Regulation of Active Distribution Networks: A Deep Neural Encoding-Decoding Approach

Linwei Sang, Yinliang Xu, Wenchuan Wu, Huan Long

IEEE Transactions on Power Systems 2024

Distribution Locational Marginal Emission for Carbon Alleviation in Distribution Networks: Formulation, Calculation, and Implication

Distribution Locational Marginal Emission for Carbon Alleviation in Distribution Networks: Formulation, Calculation, and Implication

Linwei Sang, Yinliang Xu, Hongbin Sun, Qiuwei Wu, Wenchuan Wu

arXiv.org 2024

Preparation of a Nonwetting and Conductive Interface by Gallium Liquid Metal Micro-droplet Coating

Yuanchang Li, Lingtong Zhou, Junlan Guo, Linwei Sang, Wanyi Li, Q. Tu, Jinyi Wang

Colloids and Surfaces A: Physicochemical and Engineering Aspects 2024

Acceleration Framework and Solution Algorithm for Distribution System Restoration Based on End-to-End Optimization Strategy

Yifei Wang, Ziheng Yan, Linwei Sang, Lucheng Hong, Qinran Hu, M. Shahidehpour, Qingshan Xu

IEEE Transactions on Power Systems 2024

The Value of Energy Storage in Facilitating Renewables: A Northeast Area Analysis

Meng Zhu, Yong Sun, Yu Lu, Linwei Sang, Zhongkai Yi, Ying Xu, Kerui Ma

Processes 2023

Networked Multiagent-Based Safe Reinforcement Learning for Low-Carbon Demand Management in Distribution Networks

Networked Multiagent-Based Safe Reinforcement Learning for Low-Carbon Demand Management in Distribution Networks

Jichen Zhang, Linwei Sang, Yinliang Xu, Hongbin Sun

IEEE Transactions on Sustainable Energy 2023

Ensemble Provably Robust Learn-to-Optimize Approach for Security-Constrained Unit Commitment

Ensemble Provably Robust Learn-to-Optimize Approach for Security-Constrained Unit Commitment

Linwei Sang, Yinliang Xu, Hongbin Sun

IEEE Transactions on Power Systems 2023

A Review of Public Safety Power Shutoffs (PSPS) for Wildfire Mitigation: Policies, Practices, Models and Data Sources

A Review of Public Safety Power Shutoffs (PSPS) for Wildfire Mitigation: Policies, Practices, Models and Data Sources

Can Huang, Qinran Hu, Linwei Sang, D. Lucas, Robin Wong, Bin Wang, Wanshi Hong, Mengqi Yao, V. Donde

IEEE Transactions on Energy Markets, Policy and Regulation 2023

Encoding Carbon Emission Flow in Energy Management: A Compact Constraint Learning Approach

Encoding Carbon Emission Flow in Energy Management: A Compact Constraint Learning Approach

Linwei Sang, Yinliang Xu, Hongbin Sun

IEEE Transactions on Sustainable Energy 2023

Safety-Aware Semi-End-to-End Coordinated Decision Model for Voltage Regulation in Active Distribution Network

Safety-Aware Semi-End-to-End Coordinated Decision Model for Voltage Regulation in Active Distribution Network

Linwei Sang, Yinliang Xu, Huan Long, Wenchuan Wu

IEEE Transactions on Smart Grid 2023

Conservative Sparse Neural Network Embedded Frequency-Constrained Unit Commitment With Distributed Energy Resources

Conservative Sparse Neural Network Embedded Frequency-Constrained Unit Commitment With Distributed Energy Resources

Linwei Sang, Yinliang Xu, Zhongkai Yi, Lun Yang, Huan Long, Hongbin Sun

IEEE Transactions on Sustainable Energy 2023

Privacy-Preserving Hybrid Cloud Framework for Real-Time TCL-Based Demand Response

Privacy-Preserving Hybrid Cloud Framework for Real-Time TCL-Based Demand Response

Linwei Sang, Qinran Hu, Yinliang Xu, Zai-jun Wu

IEEE Transactions on Cloud Computing 2023

Electricity Price Prediction for Energy Storage System Arbitrage: A Decision-Focused Approach

Electricity Price Prediction for Energy Storage System Arbitrage: A Decision-Focused Approach

Linwei Sang, Yinliang Xu, Huan Long, Qinran Hu, Hongbin Sun

IEEE Transactions on Smart Grid 2022

Carbon-aware Integrated Energy System Operation with Demand Response

Carbon-aware Integrated Energy System Operation with Demand Response

Linwei Sang, Yinliang Xu, Wai Kin Victor Chan, Zixuan Wei

2022 IEEE 5th International Electrical and Energy Conference (CIEEC) 2022

Benefits of Using Electrolytic Hydrogen for Offshore Wind on China's Low-carbon Energy

Benefits of Using Electrolytic Hydrogen for Offshore Wind on China's Low-carbon Energy

Jiaming Chen, Guangsheng Pan, Yongkang Zhu, Linwei Sang, Y. Ge, Qinran Hu

Information Security Practice and Experience 2021

Coordinated Operation Strategy for a Virtual Power Plant With Multiple DER Aggregators

Zhongkai Yi, Yinliang Xu, Huaizhi Wang, Linwei Sang

IEEE Transactions on Sustainable Energy 2021

A Scenario-adaptive Online Learning Algorithm for Demand Response

A Scenario-adaptive Online Learning Algorithm for Demand Response

Linwei Sang, Qinran Hu, Yuan Zhao, Rushuai Han, Zai-jun Wu, Xiaobo Dou

IEEE Power & Energy Society General Meeting 2020

Image-Based Abnormal Data Detection and Cleaning Algorithm via Wind Power Curve

Huan Long, Linwei Sang, Zai-jun Wu, W. Gu

IEEE Transactions on Sustainable Energy 2020