Special Session on
"Neural Networks and Reinforcement Learning for Smart Energy Systems"
IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE (WCCI 2022)
18-23 July, 2022, Padova, Italy
Organized by: Dr. Avijit Das and Dr. Zhen Ni
Aim and Scope
Increasing trends of using distributed energy resources (DERs) and information and communication technologies challenge the modern electric grids with variable and uncertain generation (such as wind and solar), stochastic load profiles and power flows, optimization under many DERs, cyber-attacks (unintentional and malicious), communication latencies and data loss, and so on. Recent advances in neural networks and reinforcement learning attracted researchers' attention in the society and are accepted as promising approaches for addressing optimization and control challenges and demands envisioned for a future grid. This special session aims to address and disseminate the state-of-the-art research and development of neural networks and reinforcement learning approaches in smart energy system applications.
This special session will provide a unique platform for researchers from different research communities, including artificial intelligence, computational intelligence, power and energy, optimization and control, cyber-physical security, intelligent and expert systems, communications, and others, to share their research expertise towards smart energy systems. The special session will also enhance the discussion among different communities to explore more challenging cross-domain research topics along this direction.
Topics Covered
The topics of interest include but not limited to neural networks and reinforcement learning system applications in:
Smart grid operation
Renewable energy integration
Modeling, control and optimization of power management
Cyber security of the power grid
Demand response and demand side management
Distributed energy resources
Forecasting of renewable energy
Power markets and economics
Electric vehicle integration
Methods and algorithms for real-time analysis
Smart sensing, sense-making and situational Awareness, etc.
Important Dates
Title and Abstract submission: January 31, 2022 (11:59 PM AoE) . New submissions cannot be created past this deadline
Paper submission: February 14, 2022 (11:59 PM AoE)
Notification of acceptance: April 26, 2022
Final paper submission: May 23, 2022
Submission Information: www.wcci2022.org/submission/
Program Committee
Organizers:
Dr. Avijit Das, Pacific Northwest National Laboratory, Richland, WA, USA
Dr. Zhen Ni, Florida Atlantic University, Boca Raton, FL, USA
Potential Committee Members:
Dr. Haibo He, University of Rhode Island, RI, USA
Dr. Qinglai Wei, Chinese Academy of Sciences, Beijing, China
Dr. Harith Al-Sahaf, Victoria University of Wellington, New Zealand
Dr. Xiangnan Zhong, Florida Atlantic University, FL, USA
Dr. Chaoxu Mu, Tianjin University, China
Dr. Wei Sun, University of Central Florida, FL, USA
Dr. Hang Shuai, The University of Tennessee, Knoxville, TN, USA
Dr. Reinaldo Tonkoski, South Dakota State University, SD, USA
Dr. Shiva Poudel, Pacific Northwest National Laboratory, USA
Dr. Sayak Mukherjee, Pacific Northwest National Laboratory, USA
Dr. Shuva Paul, Georgia Institute of Technology, USA
For further information and news, please refer to the WCCI 2022 website: www.wcci2022.org/