TY - GEN
T1 - Multiagent coordination for demand management with energy generation and storage
AU - Zheng, Ronghuo
AU - Xu, Ying
AU - Chakraborty, Nilanjan
AU - Sycara, Katia
N1 - Publisher Copyright: Copyright © 2014, International Foundation for Autonomous Agents and Multiagent Systems (www.ifaamas.org). All rights reserved.
PY - 2014
Y1 - 2014
N2 - This paper focuses on demand management of electricity in consumer groups that form a cooperative. We propose a novel multiagent coordination algorithm to shape the energy consumption of the cooperative in the presence of energy generation and storage. To coordinate individual consumers under incomplete information and optimize the energy storage decision, we decompose the problem to two subproblems: (a) optimizing demand profile of consumers given storage policy and (b) optimizing storage policy given demand profile of consumers. We prove that our algorithm converges to the optimal solution. Simulation results based on real world consumption data indicate scalability of our algorithm with respect to the number of agents and consumption slots.
AB - This paper focuses on demand management of electricity in consumer groups that form a cooperative. We propose a novel multiagent coordination algorithm to shape the energy consumption of the cooperative in the presence of energy generation and storage. To coordinate individual consumers under incomplete information and optimize the energy storage decision, we decompose the problem to two subproblems: (a) optimizing demand profile of consumers given storage policy and (b) optimizing storage policy given demand profile of consumers. We prove that our algorithm converges to the optimal solution. Simulation results based on real world consumption data indicate scalability of our algorithm with respect to the number of agents and consumption slots.
KW - Convergence
KW - Energy
KW - Multiagent coordination
UR - https://www.scopus.com/pages/publications/84911385553
M3 - Conference contribution
T3 - 13th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2014
SP - 1587
EP - 1588
BT - 13th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2014
PB - International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS)
T2 - 13th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2014
Y2 - 5 May 2014 through 9 May 2014
ER -