石访｜山东大学｜学者主页

2026

主动学习与自训练相结合的电网暂态电压稳定评估方法

左建辉，石访，宋雪萌，杨文娴，田硕硕，聂礼强

《电力系统自动化》

2026

Real-Time Adaptive Load Shedding Using Dual DDQN toward Criterion-Aware Post-Fault Frequency Recovery

Hao Yang, Shuo Feng, B. Jin, Fang Shi, Zheng-Long Sun, Xiao-Hang Shi

Energy Engineering

DOI

2026

Robustness evaluation metrics and enhancement techniques of AI models for power system stability assessment

Huiyu Liu, Fang Shi, Shutao Peng, Weilin Liu

IET conference proceedings.

DOI

2026

Parameter estimation method for short overhead lines considering heterogeneity of measurement error distributions

Jinying Liu, Fang Shi, Guangsong Hou, Ying Zhen

IET conference proceedings.

DOI

2026

Knowledge-Data Driven Centralized-Decentralized Coordinated Optimal Voltage Control for Active Distribution Networks

Hao Yang, Jiayi Wang, Wenfei Yi, Zhenglong Sun, Fang Shi, Xianzhuo Sun, Guowei Cai, Jin Bo Zhao

Protection and Control of Modern Power Systems

DOI

2026

Asymmetrical Fault Control Strategy for Distributed Photovoltaics Considering Capacity Constraint

Yuehui Hu, Xiaobin Wang, Zhaoru Han, Fang Shi

Asia Conference on Power and Electrical Engineering (ACPEE)

DOI

2026

High-Impedance Grounding Fault Detection and Location for Resonant Grounding System Based on Lissajous Curve Analysis

Zhaoru Han, Fang Shi, Zongshuai Jin, Mingjie Wei, Hasan Mehedi, Vladimir V. Terzija

IEEE Transactions on Power Delivery

DOI

2025

基于同步李萨如曲线的免整定高阻接地故障选线及区段定位方法

韩兆儒，石访，靳宗帅，刘亚东，薛贵挺

《电网技术》

2025

Corrigendum to “Review of model-driven and data-driven/AI approaches for estimating frequency dynamics after a disturbance” [Renew Sustain Energy Rev (Volume 226, Part A, in progress) 116225]

M. Hasan, Fang Shi, Hengxu Zhang, Zunlong Liu, Terzija Vladimir, Xiaohan Shi

Renewable & Sustainable Energy Reviews

DOI

2025

Review of model-driven and data-driven/AI approaches for estimating frequency dynamics after a disturbance

Md. Mehedi Hasan, Fang Shi, Hengxu Zhang, Zunlong Liu, Vladimir V. Terzija, Xiaohan Shi

Renewable and Sustainable Energy Reviews

DOI

2025

High-impedance grounding fault detection for resonant earthed networks considering capacitor switching

Zhaoru Han, Fang Shi, Yi Jiang, Yaping Zhang, Hengxu Ha

IET conference proceedings.

DOI

2024

开关投切过程建模及其在配网故障诊断算法测试中的应用

薛贵挺，刘哲，韩兆儒，石访，王倜，王晓

《上海交通大学学报》

2024

基于多变量样本卷积交互网络的电力系统频率安全性评估

刘杰，石访，宋雪萌，田硕硕，聂礼强

《电力系统自动化》

2024

Adaptability Study of Under-Voltage Load Shedding Strategies for Grid with Large-Scale Distributed Photovoltaic Generation

Yingjian Jia, Fang Shi, Jinying Liu

IEEE PES Asia-Pacific Power and Energy Engineering Conference

DOI

2024

Fast Adjustment Method for Firing Angle of Dynamic Harmonic Distorted Commutation Voltage

Hongjian Sun, Zongshuai Jin, Xin‐Yao Yu, Ke Xu, Xinhao Wang, Jiacheng Ruan, Fang Shi, Feng Chen

International Conference on Power Systems and Electrical Technology (PSET)

DOI

2024

Active Power Shortage Assessment for Power System Considering Static Load Voltage Characteristics

Zunlong Liu, Shuoshuo Tian, Huiyu Liu, Fang Shi, Hasan Mehedi

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

DOI

2024

Wideband Measurement Data Communication Protocol: Scheme Design, Hardware Implementation, and Field Application

Yiming Zeng, Fang Shi, Hengxu Zhang

IEEE Transactions on Industrial Informatics

DOI

2024

Stability Analysis of Offshore Wind Power Transmission System via MMC based on HSS Theory

Quan Guo, Fang Shi, Sun Rong, Bixing Ren

DOI

2024

Prediction of Power System Frequency Stability Following Disturbance based on 2D-PCA and CNN

Shuoshuo Tian, Zunlong Liu, Huiyu Liu, Fang Shi

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

DOI

2024

Quantitative Analysis of the Impact of Complex Time-Varying Harmonics on Commutation Failure

Hongjian Sun, Zongshuai Jin, Ke Xu, Hao Jiao, Jiacheng Ruan, Xinhao Wang, Fang Shi

International Conference on Green Energy and Applications (ICGEA)

DOI

2023

配电网同步相量测量技术与应用综述

魏新迟，秦龙宇，方陈，石访，柳劲松，刘舒

《电力建设》

2023

Key Transmission Section Search Based on Graph Theory and PMU Data for Vulnerable Line Identification in Power System

Miao Yu, Shouzhi Zhang, Fang Shi, Jianqun Sun, Jingjing Wei, Yixiao Wu, Jingxuan Hu

Journal of Electrical and Computer Engineering

DOI

2023

Review of Fault Observability Analysis and Optimal PMU Placement for Distribution Networks

Zhenfeng Dong, Zhaoru Han, Fang Shi, Yadong Liu

International Conference on Power System Technology (POWERCON)

DOI

2023

Stability Analysis of Modular Multilevel Converter Considering Damping Sensitivity

Quan Guo, Huiyu Liu, Ning Zhou, Xin Li, Zhe Jiang, Fang Shi

IEEE Conference on Energy Internet and Energy System Integration (EI2)

DOI

2023

Typical Equipment Parameter Dataset and Parameter Verification Rules for the Power Transmission Grid

Zhiwen Liu, Hengxu Zhang, Xiaohan Shi, Fang Shi

International Conference on Power System Technology (POWERCON)

DOI

2023

Architecture Analysis and Performance Evaluation of STEPS

Tiancheng Fu, Hengxu Zhang, Changgang Li, Fang Shi

International Conference on Power System Technology (POWERCON)

DOI

2023

Relative Health Status Assessment and Power Allocation of Wind Turbines Based on SSA Optimized VMD

Xiaoning Liu, Fang Shi, Zongshuai Jin

IEEE/IAS Industrial and Commercial Power System Asia (I&CPS Asia)

DOI

2023

Stability analysis of MMC grid-connected systems based on Floquet theory

Quan Guo, Fang Shi, Zhenfeng Dong, Xiaoning Liu

IEEE International Electrical and Energy Conference (CIEEC)

DOI

2023

A three-stage random forest integrating fuzzy matrix method in low frequency oscillation classification of power system

Yu Miao, Shuwei Yang, Fang Shi, Sizhuo Gong, Di Yang, Zihao Lin

Sylwan

DOI

2022

宽频带同步测量技术与应用

靳宗帅，张恒旭，石访，孙媛媛，韦明杰

《中国电机工程学报》

2022

A Hierarchical Classification Method for Type II Appliance Recognition in NILM

Zhaoqing Zhang, Fang Shi, Yujiao Liu, Honghua Yan

International Conference on Renewable Energy and Power Engineering (REPE)

DOI

2021

Equivalent model of multi-type distributed generators under faults with fast-iterative calculation method based on improved PSO algorithm

Puyu Wang, Jinyuan Song, Fangyu Liang, Fang Shi, Xiangping Kong, Guangen Xie, Xiao-Ping Zhang, Xinxin Gu

Protection and Control of Modern Power Systems

2021

Non-intrusive Load Monitoring Method Based on Transfer Learning and Sequence-to-point Model

Yan Li, Yujiao Liu, Zhaoqing Zhang, Fang Shi, Guoliang Li, Kun Wang

IEEE Sustainable Power and Energy Conference (iSPEC)

DOI

2021

Power Grid Transient Stability Assessment Based on Adaptive Differential Evolution Algorithm and ELM

Yuchen Zhao, Xiongwei Hu, Linlin Zhang, Zhaoqing Zhang, Fang Shi

DOI

2021

Single-phase Disconnection Fault Location Method Based on Negative Sequence Current Distribution Feature

Longyu Qin, Zhang Li, Peng Wang, Fang Shi

IEEE International Electrical and Energy Conference (CIEEC)

DOI

2020

基于特征频带相电流提取的故障选相和选线方法

张贺军，王鹏，徐凯，石访

《山东大学学报(工学版)》

2020

主动干预型消弧装置的附加电阻故障选相方法

王鹏，张贺军，徐凯，徐铭铭，石访

《电力工程技术》

2020

Field experiment using transient energy method to locate a single-phase to ground fault

Wei Xie, Xuewen Wang, Chen Fang, Hengxu Zhang, Fang Shi, Xiaodong Xing, Baicong Sun

Global Energy Interconnection

DOI

2020

Harmonic Contribution Evaluation Based on the Distribution-Level PMUs

Yuanyuan Sun, Shurong Li, Qingshen Xu, Xiangmin Xie, Zongshuai Jin, Fang Shi, Hengxu Zhang

IEEE Transactions on Power Delivery

DOI

2020

Diagnosis of the single phase‐to‐ground fault in distribution network based on feature extraction and transformation from the waveforms

Fang Shi, Linlin Zhang, Hengxu Zhang, Kai Xu, Vladimir V. Terzija

IET Generation Transmission & Distribution

DOI

2020

Transient Stability Analysis of Power System with Integration of DFIGs Based on Complementary Cluster Center of Inertia-Relative Motion

Yi Xiong, Hengxu Zhang, Fang Shi, Changhui Ma

IEEE Conference on Energy Internet and Energy System Integration (EI2)

DOI

2020

Distortion-Based Detection of High Impedance Fault in Distribution Systems

Mingjie Wei, Weisheng Liu, Hengxu Zhang, Fang Shi, Weijiang Chen

IEEE Transactions on Power Delivery

DOI

2020

Lock-out Algorithm of Active-Intervention-Type Arc Suppression Device Based on ELM

Kai Xu, Peng Wang, Zhang Li, Fang Shi

IEEE/IAS Industrial and Commercial Power System Asia (I&CPS Asia)

DOI

2020

Faulty Phase and Faulty Line Selection Method Based on Three-Phase Transient Current

Kai Xu, Peng Wang, Zhang Li, Fang Shi

IEEE/IAS Industrial and Commercial Power System Asia (I&CPS Asia)

DOI

2020

Study on Coordinated Charging Strategy for Electric Vehicles Based on Genetic Algorithm

Longyu Qin, Yujiao Liu, Xiaohan Shi, Fang Shi

IEEE/IAS Industrial and Commercial Power System Asia (I&CPS Asia)

DOI

2020

Low-Carbon Generation Expansion Planning Based on the Global Energy Interconnection Construction Plan

Jv Sun, Lizheng Liu, Yujiao Liu, Fang Shi

IEEE/IAS Industrial and Commercial Power System Asia (I&CPS Asia)

DOI

2020

Determination of Disturbance Time and Location Based on Synchronous Data

Chen Li, Hengxu Zhang, Fang Shi

IEEE/IAS Industrial and Commercial Power System Asia (I&CPS Asia)

DOI

2020

Online Estimation of Short-Circuit Fault Level in Active Distribution Network

Xiaohui Wang, Peng Wang, Yunbo Wang, Fang Shi

Applied Sciences

DOI

2020

Distortion-Controllable Arc Modeling for High Impedance Arc Fault in the Distribution Network

Mingjie Wei, Weisheng Liu, Fang Shi, Hengxu Zhang, Zongshuai Jin, Weijiang Chen

IEEE Transactions on Power Delivery

DOI

2020

The Modification of Line Parameters in Distribution Network Considering the Electro-thermal Coordination

Tianyu Fang, Hengxu Zhang, Fang Shi, Yanruo Hou

IOP Conference Series Materials Science and Engineering

DOI

2019

基于同步波形的配电网故障诊断技术综述

徐铭铭，冯光，张林林，王鹏，石访

《电力工程技术》

2019

基于暂态能量的小电流接地系统单相接地故障区段定位方法

王雪文，石访，张恒旭，薛景润，贠志皓，谢伟，凌平，柳劲松

《电网技术》

DOI

2019

基于谐波能量和波形畸变的配电网弧光接地故障辨识

韦明杰，张恒旭，石访，谢伟，张勇，方陈

《电力系统自动化》

2019

主动配电网背景噪声对同步相量算法精度的影响

周刚，刘刚，冯忠奎，孟庆刚，靳宗帅，薛景润，石访

《可再生能源》

DOI

2019

基于极限学习机的电力系统暂态稳定评估方法

张林林，胡熊伟，李鹏，石访，于之虹

《上海交通大学学报》

DOI

2019

基于同步波形与关联规则的单相接地故障诊断

王磊，张贺军，徐铭铭，冯光，张林林，石访

《智慧电力》

2019

Single-phase-to-ground Fault Diagnosis Based on Waveform Feature Extraction and Matrix Analysis

Zhang Li, Yunbo Wang, Honghua Yan, Fang Shi

International Conference on Power and Energy Systems (ICPES)

DOI

2019

Development and Automated Testing Platform for Active Distribution Network Fault Diagnosis Module

Baicong Sun, Fei Wang, Fang Shi, Hengxu Zhang, Fang Chen, Shu Liu

IEEE International Conference on Electronics Technology (ICET)

DOI

2019

Machine Learning Based Fault Type Identification In the Active Distribution Network

Baicong Sun, Hengxu Zhang, Fang Shi

IEEE Information Technology, Networking, Electronic and Automation Control Conference (ITNEC)

DOI

2018

PMU-based Harmonic Phasor Calculation and Harmonic Source Identification

Shurong Li, Yuanyuan Sun, Shanmeng Qin, Fang Shi, Hengxu Zhang, Qingshen Xu, Wei Chau Xie, Yong Zhang

IEEE Conference on Energy Internet and Energy System Integration (EI2)

DOI

2018

Adaptive Sub/Super-synchronous Components Detection Method Based on Robust Regression Smoothing

Zongshuai Jin, Hengxu Zhang, Fang Shi, Weisheng Liu, Yuanlong Liu

International Conference on Power System Technology (POWERCON)

DOI

2018

Two-Stage Noise Filtering for DFT-Based Synchrophasor Measurement in Distribution Systems

Zongshuai Jin, Hengxu Zhang, Fang Shi, Xingehen Han, Weisheng Liu, Yuanlong Liu, Yong Zhang, Shu Liu

IEEE Conference on Energy Internet and Energy System Integration (EI2)

DOI

2018

Short-circuit Fault Location method for Smart Distribution Network Considering load estimation

Xiaodong Xing, Hengxu Zhang, Fang Shi, Weisheng Liu, Yuanlong Liu, Ping Ling, Hailong Bao

IEEE Conference on Energy Internet and Energy System Integration (EI2)

DOI

2018

Detection of arc grounding fault in distribution network based on the harmonic component

Bingwei Zhang, Yuanyuan Sun, Fang Shi, Hengxu Zhang, Shu Liu, Yong Zhang

IEEE Conference on Industrial Electronics and Applications (ICIEA)

DOI

2017

全球能源互联网宏观运行特性仿真框架

石访，张恒旭，张磊

《山东大学学报(工学版)》

2017

基于最小偏差法的全球能源优化配置方法

张恒旭，韩林晓，石访

《山东大学学报(工学版)》

2017

A robust and adaptive interharmonics detection method

Zongshuai Jin, Hengxu Zhang, Fang Shi, Xiaohan Shi

IEEE Conference on Energy Internet and Energy System Integration (EI2)

DOI

2017

ELM model for power system transient stability assessment

Zhang Li, Xiongwei Hu, Peng Li, Fang Shi, Zhihong Yu

Chinese Automation Congress

DOI

2017

Coupling characteristics and mechanism of the dynamic behaviors of high and low voltage power grid

Zhenhua Yuan, Hengxu Zhang, Fang Shi, Changhui Ma, Gang Liu

International Conference on Power and Renewable Energy (ICPRE)

DOI

2017

Study on the output fluctuation of intermittent energy source based on NASA data

Yi Zhang, Hengxu Zhang, Fang Shi, Changhui Ma

International Conference on Power and Renewable Energy (ICPRE)

DOI

2017

An energy internet-based distribution system morphology

W Yi, Peng Wang, Xuanzheng Hu, Xinning Wang, Fang Shi

IOP Conference Series Materials Science and Engineering

DOI

2017

Modeling and simulation of DC micro-grid based on virtual motor control

Wei Yi, Dawei Yi, Xiongwei Hu, Xiangnv Wang, Fang Shi

IEEE Transportation Electrification Conference and Expo, Asia-Pacific (ITEC Asia-Pacific)

DOI

2016

Instability prediction of the inter-connected power grids based on rotor angle measurement

Fang Shi, Hengxu Zhang, Guiting Xue

International Journal of Electrical Power & Energy Systems

DOI

2015

Trajectory sensitivity-based emergency load shedding optimal algorithm

Xin Xu, Hengxu Zhang, Yun Chai, Fang Shi, Zhaowei Li, Wei Li

IEEE International Conference on Electric Utility Deregulation, Restructuring and Power Technologies

DOI

2015

Adaptive Online Disturbance Location Considering Anisotropy of Frequency Propagation Speeds

Hengxu Zhang, Fang Shi, Yutian Liu, Vladimir V. Terzija

IEEE Transactions on Power Systems

DOI

2014

Enhancing optimal excitation control by adaptive fuzzy logic rules

Hengxu Zhang, Fang Shi, Yutian Liu

International Journal of Electrical Power & Energy Systems

DOI

2013

Hamilton能量函数方法研究及其在电力系统稳定控制中的应用

石访

《上海交通大学》

2012

基于Hamilton理论改善多机系统暂态稳定性的励磁与SVC协调控制

石访，王杰，薛贵挺

《电力自动化设备》

2009

电力系统机电暂态和电磁暂态数字混合仿真

石访

《电网与清洁能源》

2008

稳定分析与控制在现代电网发展中面临的挑战及其对策

石访，李碧君

《电网与清洁能源》

2008

电磁暂态软件PSCAD/EMTDC的应用现状与展望

石访

《华东电力》

精选作品

期刊论文

主动学习与自训练相结合的电网暂态电压稳定评估方法

Real-Time Adaptive Load Shedding Using Dual DDQN toward Criterion-Aware Post-Fault Frequency Recovery

Robustness evaluation metrics and enhancement techniques of AI models for power system stability assessment

Parameter estimation method for short overhead lines considering heterogeneity of measurement error distributions

Knowledge-Data Driven Centralized-Decentralized Coordinated Optimal Voltage Control for Active Distribution Networks

Asymmetrical Fault Control Strategy for Distributed Photovoltaics Considering Capacity Constraint

High-Impedance Grounding Fault Detection and Location for Resonant Grounding System Based on Lissajous Curve Analysis

基于同步李萨如曲线的免整定高阻接地故障选线及区段定位方法

Corrigendum to “Review of model-driven and data-driven/AI approaches for estimating frequency dynamics after a disturbance” [Renew Sustain Energy Rev (Volume 226, Part A, in progress) 116225]

Review of model-driven and data-driven/AI approaches for estimating frequency dynamics after a disturbance

High-impedance grounding fault detection for resonant earthed networks considering capacitor switching

开关投切过程建模及其在配网故障诊断算法测试中的应用

基于多变量样本卷积交互网络的电力系统频率安全性评估

Adaptability Study of Under-Voltage Load Shedding Strategies for Grid with Large-Scale Distributed Photovoltaic Generation

Fast Adjustment Method for Firing Angle of Dynamic Harmonic Distorted Commutation Voltage

Active Power Shortage Assessment for Power System Considering Static Load Voltage Characteristics

Wideband Measurement Data Communication Protocol: Scheme Design, Hardware Implementation, and Field Application

Stability Analysis of Offshore Wind Power Transmission System via MMC based on HSS Theory

Prediction of Power System Frequency Stability Following Disturbance based on 2D-PCA and CNN

Quantitative Analysis of the Impact of Complex Time-Varying Harmonics on Commutation Failure

配电网同步相量测量技术与应用综述

Key Transmission Section Search Based on Graph Theory and PMU Data for Vulnerable Line Identification in Power System

Review of Fault Observability Analysis and Optimal PMU Placement for Distribution Networks

Stability Analysis of Modular Multilevel Converter Considering Damping Sensitivity

Typical Equipment Parameter Dataset and Parameter Verification Rules for the Power Transmission Grid

Architecture Analysis and Performance Evaluation of STEPS

Relative Health Status Assessment and Power Allocation of Wind Turbines Based on SSA Optimized VMD

Stability analysis of MMC grid-connected systems based on Floquet theory

A three-stage random forest integrating fuzzy matrix method in low frequency oscillation classification of power system

宽频带同步测量技术与应用

A Hierarchical Classification Method for Type II Appliance Recognition in NILM

Equivalent model of multi-type distributed generators under faults with fast-iterative calculation method based on improved PSO algorithm

Non-intrusive Load Monitoring Method Based on Transfer Learning and Sequence-to-point Model

Power Grid Transient Stability Assessment Based on Adaptive Differential Evolution Algorithm and ELM

Single-phase Disconnection Fault Location Method Based on Negative Sequence Current Distribution Feature

基于特征频带相电流提取的故障选相和选线方法

主动干预型消弧装置的附加电阻故障选相方法

Field experiment using transient energy method to locate a single-phase to ground fault

Harmonic Contribution Evaluation Based on the Distribution-Level PMUs

Diagnosis of the single phase‐to‐ground fault in distribution network based on feature extraction and transformation from the waveforms

Transient Stability Analysis of Power System with Integration of DFIGs Based on Complementary Cluster Center of Inertia-Relative Motion

Distortion-Based Detection of High Impedance Fault in Distribution Systems

Lock-out Algorithm of Active-Intervention-Type Arc Suppression Device Based on ELM

Faulty Phase and Faulty Line Selection Method Based on Three-Phase Transient Current

Study on Coordinated Charging Strategy for Electric Vehicles Based on Genetic Algorithm

Low-Carbon Generation Expansion Planning Based on the Global Energy Interconnection Construction Plan

Determination of Disturbance Time and Location Based on Synchronous Data

Online Estimation of Short-Circuit Fault Level in Active Distribution Network

Distortion-Controllable Arc Modeling for High Impedance Arc Fault in the Distribution Network

The Modification of Line Parameters in Distribution Network Considering the Electro-thermal Coordination

基于同步波形的配电网故障诊断技术综述

基于暂态能量的小电流接地系统单相接地故障区段定位方法

基于谐波能量和波形畸变的配电网弧光接地故障辨识

主动配电网背景噪声对同步相量算法精度的影响

基于极限学习机的电力系统暂态稳定评估方法

基于同步波形与关联规则的单相接地故障诊断

Single-phase-to-ground Fault Diagnosis Based on Waveform Feature Extraction and Matrix Analysis

Development and Automated Testing Platform for Active Distribution Network Fault Diagnosis Module

Machine Learning Based Fault Type Identification In the Active Distribution Network

PMU-based Harmonic Phasor Calculation and Harmonic Source Identification

Adaptive Sub/Super-synchronous Components Detection Method Based on Robust Regression Smoothing

Two-Stage Noise Filtering for DFT-Based Synchrophasor Measurement in Distribution Systems

Short-circuit Fault Location method for Smart Distribution Network Considering load estimation

Detection of arc grounding fault in distribution network based on the harmonic component

全球能源互联网宏观运行特性仿真框架

基于最小偏差法的全球能源优化配置方法

A robust and adaptive interharmonics detection method

ELM model for power system transient stability assessment

Coupling characteristics and mechanism of the dynamic behaviors of high and low voltage power grid

Study on the output fluctuation of intermittent energy source based on NASA data

An energy internet-based distribution system morphology

Modeling and simulation of DC micro-grid based on virtual motor control

Instability prediction of the inter-connected power grids based on rotor angle measurement

Trajectory sensitivity-based emergency load shedding optimal algorithm

Adaptive Online Disturbance Location Considering Anisotropy of Frequency Propagation Speeds

Enhancing optimal excitation control by adaptive fuzzy logic rules

Hamilton能量函数方法研究及其在电力系统稳定控制中的应用

基于Hamilton理论改善多机系统暂态稳定性的励磁与SVC协调控制