講演名 2013-07-04
Smart Pricing Scheme Facilitating Scoring Rule based Incentive Payment
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抄録(和)
抄録(英) Defining appropriate pricing strategy for smart environment is important and complex at the same time. In our work, we device an incentive based smart dynamic pricing scheme for consumers facilitating a hierarchical scoring mechanism. This mechanism is applied between consumer agents (CA) to electricity provider agent (EP) and EP to Generation Company (GENCO). Based on the Continuous Ranked Probability Score (CRPS), a hierarchical scoring system is formed among these entities, CA-EP-GENCO. As CA receives the dynamic day-ahead pricing signal from EP, it will schedule the household devices to lower price period and report the prediction in a form of a probability distribution function to EP. EP, in similar way reports the aggregated demand prediction to GENCO. Finally, GENCO computes the base discount after running a cost-optimization problem. GENCO will reward EP with a fraction of discount based on their prediction accuracy. EP will do the same to CA based on how truthful they were reporting their intentions on device scheduling. The method is tested on real data provided by Ontario Power Company and we show that this scheme is capable to reduce energy consumption and consumers' payment.
キーワード(和)
キーワード(英) Smart Grid / Demand Response / Incentive Design / Scoring Rule / Energy Management
資料番号 AI2013-5
発行日

研究会情報
研究会 AI
開催期間 2013/6/27(から1日開催)
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講演論文情報詳細
申込み研究会 Artificial Intelligence and Knowledge-Based Processing (AI)
本文の言語 ENG
タイトル(和)
サブタイトル(和)
タイトル(英) Smart Pricing Scheme Facilitating Scoring Rule based Incentive Payment
サブタイトル(和)
キーワード(1)(和/英) / Smart Grid
第 1 著者 氏名(和/英) / Shantanu CHAKRABORTY
第 1 著者 所属(和/英)
Nagoya Insitute of Technology
発表年月日 2013-07-04
資料番号 AI2013-5
巻番号(vol) vol.113
号番号(no) 113
ページ範囲 pp.-
ページ数 6
発行日