Presentation 2013-07-04
Balancing Supply-Demand and Electric Power Exchange by Customer-Side Agents
Shun KAGAYA, Sachiyo ARAI,
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Abstract(in English) The construction of microgrid to introduce solar photovoltaic has been promoted for recent years. However, to utilize solar photovoltaic, it is important to resolve instability of its demand. In this paper, we proposed an autonomous agent to manage the microgrid to be independent of main grid. The agent consists of five modules; solar photovoltaic, constant generator, power demand, home co-generation system and storage unit. We introduce reinforcement learning with actor-critic and tile coding to control a co-generation system. Also, to realize self-contained management within a microgrid, the agent has a mechanism to share electricity with neighbor of the area network.
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Keyword(in English) Multiagent system / Temporal difference learning / Actor-Critic / Tile coding
Paper # AI2013-3
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Committee AI
Conference Date 2013/6/27(1days)
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Registration To Artificial Intelligence and Knowledge-Based Processing (AI)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Balancing Supply-Demand and Electric Power Exchange by Customer-Side Agents
Sub Title (in English)
Keyword(1) Multiagent system
Keyword(2) Temporal difference learning
Keyword(3) Actor-Critic
Keyword(4) Tile coding
1st Author's Name Shun KAGAYA
1st Author's Affiliation Graduate School of Engineering, Chiba University()
2nd Author's Name Sachiyo ARAI
2nd Author's Affiliation Graduate School of Engineering, Chiba University
Date 2013-07-04
Paper # AI2013-3
Volume (vol) vol.113
Number (no) 113
Page pp.pp.-
#Pages 6
Date of Issue