An Effort-Based Reward Approach for Allocating Load Shedding Amount in Networked Microgrids Using Multiagent System

An effort-based reward approach is proposed in this article for the allocation of load shedding amount in interconnected microgrids. In this article, effort is defined as the relative contribution of a microgrid to the network with respect to its capacity. In contrast to the absolute contribution-based reward methods, where smaller microgrids are discriminated, the proposed effort-based reward method provides a fair chance for microgrids of all sizes. Historic data of efforts of each microgrid are recorded and an index (effort index) is formulated. The effort index is used as a measure to allocate load shedding to microgrids during emergencies, where microgrids with higher effort indices receive lesser load shedding and vice versa. Different weights are defined for efforts of microgrids depending on the operation mode of the network due to the difference in the importance of power sharing in each mode. In addition, a reward compensation algorithm is devised to mitigate gaining of benefits for longer times while making lesser contributions. The proposed method is realized by using a multiagent system in java agent development framework (JADE) via agent communication language messages. The performance of the proposed method is compared with existing load shedding allocation algorithms, i.e., proportional method, bankruptcy Talmud rule, and absolute contribution-based reward methods.

[1]  Ying Chen,et al.  Dynamic load shedding for an islanded microgrid with limited generation resources , 2016 .

[2]  Ganguk Hwang,et al.  Contribution-Based Energy-Trading Mechanism in Microgrids for Future Smart Grid: A Game Theoretic Approach , 2016, IEEE Transactions on Industrial Electronics.

[3]  Ashok M. Jadhav,et al.  Priority-Based Energy Scheduling in a Smart Distributed Network With Multiple Microgrids , 2017, IEEE Transactions on Industrial Informatics.

[4]  Hak-Man Kim,et al.  A Multiagent-Based Hierarchical Energy Management Strategy for Multi-Microgrids Considering Adjustable Power and Demand Response , 2018, IEEE Transactions on Smart Grid.

[5]  Michael Albert,et al.  Parecon: Life After Capitalism , 2003 .

[6]  S. X. Chen,et al.  Multi-Agent System for Distributed Management of Microgrids , 2015, IEEE Transactions on Power Systems.

[7]  Hak-Man Kim,et al.  Strategic bidding using reinforcement learning for load shedding in microgrids , 2014, Comput. Electr. Eng..

[8]  Taha Selim Ustun,et al.  Recent developments in microgrids and example cases around the world—A review , 2011 .

[9]  Hak-Man Kim,et al.  Microgrids as a resilience resource and strategies used by microgrids for enhancing resilience , 2019, Applied Energy.

[10]  Chandra Prakash Gupta,et al.  Optimal Power Scheduling of Cooperative Microgrids in Electricity Market Environment , 2019, IEEE Transactions on Industrial Informatics.

[11]  Behnam Mohammadi-Ivatloo,et al.  Modified centralized ROCOF based load shedding scheme in an islanded distribution network , 2014 .

[12]  Hak-Man Kim,et al.  Talmudic Approach to Load Shedding of Islanded Microgrid Operation Based on Multiagent System , 2011 .

[13]  Sergio F. Ochoa,et al.  Effort-based incentives for resource sharing in collaborative volunteer applications , 2013, Proceedings of the 2013 IEEE 17th International Conference on Computer Supported Cooperative Work in Design (CSCWD).

[14]  David Hales,et al.  Improving Efficiency and Fairness in P2P Systems with Effort-Based Incentives , 2010, 2010 IEEE International Conference on Communications.

[15]  Dipti Srinivasan,et al.  Multiagent-Based Transactive Energy Framework for Distribution Systems With Smart Microgrids , 2017, IEEE Transactions on Industrial Informatics.

[16]  Luis E. Garza-Castañón,et al.  Optimal Energy Management for Stable Operation of an Islanded Microgrid , 2016, IEEE Transactions on Industrial Informatics.

[17]  Hak-Man Kim,et al.  Distributed Load-Shedding System for Agent-Based Autonomous Microgrid Operations , 2014 .

[18]  Hak-Man Kim,et al.  Priority-Based Hierarchical Operational Management for Multiagent-Based Microgrids , 2014 .

[19]  Ram Rajagopal,et al.  Incentive mechanism for sharing distributed energy resources , 2019, Journal of Modern Power Systems and Clean Energy.

[20]  Jianwei Huang,et al.  Incentivizing Energy Trading for Interconnected Microgrids , 2016, IEEE Transactions on Smart Grid.

[21]  Josep M. Guerrero,et al.  Distributed Coordination of Islanded Microgrid Clusters Using a Two-Layer Intermittent Communication Network , 2018, IEEE Transactions on Industrial Informatics.

[22]  Jin Jiang,et al.  A Predictive Energy Management System Using Pre-Emptive Load Shedding for Islanded Photovoltaic Microgrids , 2017, IEEE Transactions on Industrial Electronics.

[23]  Hak-Man Kim,et al.  Resilience-Oriented Optimal Operation of Networked Hybrid Microgrids , 2019, IEEE Transactions on Smart Grid.

[24]  Zuo-Jun Max Shen,et al.  Sharing demand-side energy resources - A conceptual design , 2017 .

[25]  Jörn Altmann,et al.  Economics of Grids, Clouds, Systems, and Services , 2017, Lecture Notes in Computer Science.

[26]  Mohammad Shahidehpour,et al.  Two-Stage Load Shedding for Secondary Control in Hierarchical Operation of Islanded Microgrids , 2019, IEEE Transactions on Smart Grid.

[27]  Osama A. Mohammed,et al.  A Multiagent-Based Game-Theoretic and Optimization Approach for Market Operation of Multimicrogrid Systems , 2019, IEEE Transactions on Industrial Informatics.

[28]  Hak-Man Kim,et al.  A Resilient and Privacy-Preserving Energy Management Strategy for Networked Microgrids , 2018, IEEE Transactions on Smart Grid.

[29]  Hak-Man Kim,et al.  Multiagent System for Priority-Based Load Shedding in Microgrid , 2013, 2013 IEEE 37th Annual Computer Software and Applications Conference Workshops.

[30]  Jason C. Neely,et al.  Efficient Model Predictive Control Strategies for Resource Management in an Islanded Microgrid , 2017 .

[31]  Mahmud Fotuhi-Firuzabad,et al.  Stochastic Energy Management of Microgrids During Unscheduled Islanding Period , 2017, IEEE Transactions on Industrial Informatics.

[32]  J. Stevens,et al.  Validation of the CERTS microgrid concept the CEC/CERTS microgrid testbed , 2006, 2006 IEEE Power Engineering Society General Meeting.