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CSIS Seminar by Sean Lee

Friday, 18 August 2017

TITLE: Top-k Merit Weighting PBIL for Optimal Coalition Structure Generation of Smart Power Grids
SPEAKER: Sean Lee, Department of Information Science
WHERE:Room G34, Owheo Building
WHEN: 1:00 pm, Friday 18 AugustSean webphoto 2

Abstract:

The cooperation of agents in smart grids to form coalitions could bring benefit both for the agent itself and the distribution power system. To tackle the problem as a game of partition form functions poses significant computing challenges due to the huge search space for the optimization problem. In this seminar, we present a stochastic optimization approach using the Population-Based Incremental Learning (PBIL) algorithm with Top-k Merit Weighting and a customized strategy for choosing the initial probability to solve the problem. Empirical results show that the proposed algorithm gives competitive performance compared with a few stochastic optimization algorithms.