江聪美｜贵州大学｜学者主页

期刊论文

2026

融合多头注意力机制和主成分分析的CNN-LSTM短期光伏功率预测

刘京希，陈柯锜，江聪美，文贤馗

《电气自动化》

2026

Dimensionally constrained adversarial attack and defense in wind power forecasting

Yangming Min, Congmei Jiang, Liangheng Zhang, Xiankui Wen, Junling Tu, Jing Zhang

PLoS ONE

DOI

2026

Multi-Step Short-Term Forecasting of Photovoltaic Power Utilizing Autoformer with Prophet

Kang Yang, Congmei Jiang, Yangming Min

Electronics

DOI

2026

Momentum-Based Adversarial Attacks and Multi-Level Denoising Defenses in Deep Learning-Based Wind Power Forecasting

Yangming Min, Congmei Jiang, Kang Yang, Xiankui Wen, Kexin Chen

Sensors

DOI

2025

Adversarial black-box attack and defense for convolutional neural network-based power quality disturbance classification

Xiudong Zhang, Congmei Jiang, Mingbiao Yu, Xiankui Wen, Jing Zhang, Na Rong, Song Han

Engineering Applications of Artificial Intelligence

DOI

2025

Uncertainty prediction of EV load at multi-time scale based on a deep learning optimization model

Haixia Yi, Aiping Pang, Wen Tao Yang, Congmei Jiang, Qianchuan Zhao

Results in Engineering

DOI

2025

Optimal planning of charging stations based on spatiotemporal distribution of charging demand and configuration of charging piles with different power

Hongxin Liu, Aiping Pang, Sheng‐Cheng Wu, Congmei Jiang

Journal of Renewable and Sustainable Energy

DOI

2025

On Integrated Optimal Scheduling of Cascade Hydro-Wind-Photovoltaic Based on EGJO

Hua Gao, Jianying Zhang, Xue Zhang, Na Rong, Song Han, Congmei Jiang

DOI

2025

Wind power scenario forecasting based on combination of generative adversarial network and long short-term memory network

Fangjun Jin, Congmei Jiang, Xiankui Wen

Electrical Engineering

DOI

2025

Defense against false data injection attacks on the electric vehicle charging stations data markets

Huqun Mu, Aiping Pang, Congmei Jiang, Wen Dong Yang, Qianchuan Zhao

Engineering Applications of Artificial Intelligence

DOI

2025

A Photovoltaic Scenario Generation Method Based on WCGAN and Self-Attention Mechanisms

Yu He, Congmei Jiang, Liangheng Zhang

Modeling and Simulation

DOI

2024

Super-efficient detector and defense method for adversarial attacks in power quality classification

Liangheng Zhang, Congmei Jiang, Aiping Pang, Yu He

Applied Energy

DOI

2023

Adversarial attack and training for deep neural network based power quality disturbance classification

Liangheng Zhang, Congmei Jiang, Zhaosen Chai, Yu He

Engineering Applications of Artificial Intelligence

DOI

2022

A fault diagnosis method for VRLA battery in data center

Xinhan Li, Wen Gang Yang, Aiping Pang, Congmei Jiang, Qianchuan Zhao, Syed Naeem Haider

Energy Reports

DOI

2022

Black-box attacks and defense for DNN-based power quality classification in smart grid

Liangheng Zhang, Congmei Jiang, Aiping Pang

Energy Reports

DOI

2020

基于深度生成模型的可再生能源场景生成与预测研究

江聪美

《重庆大学》

2020

Day‐ahead renewable scenario forecasts based on generative adversarial networks

Congmei Jiang, Yong-Fang Mao, Yi Chai, Mingbiao Yu

International Journal of Energy Research

DOI

2018

Scenario Generation for Wind Power Using Improved Generative Adversarial Networks

Congmei Jiang, Yong-Fang Mao, Yi Chai, Mingbiao Yu, Song-Bing Tao

IEEE Access

DOI

会议论文

2020

基于VAE/GAN的可再生能源场景生成方法

江聪美，柴毅，毛永芳

《第31届中国过程控制会议（CPCC 2020）摘要集》

DOI

2019

A Method to Forecast Scenarios via Generative Neural Networks

Congmei Jiang, Yi Chai, Yongfang Mao, Zhiqin Zhu, Jiaqi Zhong

《第30届中国过程控制会议（CPCC 2019）摘要集》

2016

Safe Operation Improvement of an Electrical Power System by Superconducting Fault Current Limiters

Yi Chai, Congmei Jiang, Ke Zhang, Shuiqing Xu

《第28届中国控制与决策会议论文集（上）》

江聪美

精选作品

期刊论文

融合多头注意力机制和主成分分析的CNN-LSTM短期光伏功率预测

Dimensionally constrained adversarial attack and defense in wind power forecasting

Multi-Step Short-Term Forecasting of Photovoltaic Power Utilizing Autoformer with Prophet

Momentum-Based Adversarial Attacks and Multi-Level Denoising Defenses in Deep Learning-Based Wind Power Forecasting

Adversarial black-box attack and defense for convolutional neural network-based power quality disturbance classification

Uncertainty prediction of EV load at multi-time scale based on a deep learning optimization model

Optimal planning of charging stations based on spatiotemporal distribution of charging demand and configuration of charging piles with different power

On Integrated Optimal Scheduling of Cascade Hydro-Wind-Photovoltaic Based on EGJO

Wind power scenario forecasting based on combination of generative adversarial network and long short-term memory network

Defense against false data injection attacks on the electric vehicle charging stations data markets

A Photovoltaic Scenario Generation Method Based on WCGAN and Self-Attention Mechanisms

Super-efficient detector and defense method for adversarial attacks in power quality classification

Adversarial attack and training for deep neural network based power quality disturbance classification

A fault diagnosis method for VRLA battery in data center

Black-box attacks and defense for DNN-based power quality classification in smart grid

基于深度生成模型的可再生能源场景生成与预测研究

Day‐ahead renewable scenario forecasts based on generative adversarial networks

Scenario Generation for Wind Power Using Improved Generative Adversarial Networks

会议论文

基于VAE/GAN的可再生能源场景生成方法

A Method to Forecast Scenarios via Generative Neural Networks

Safe Operation Improvement of an Electrical Power System by Superconducting Fault Current Limiters

研究方向