DocumentCode
648228
Title
Application of incentive based scoring rule deciding pricing for smart houses
Author
Chakraborty, Shiladri ; Ito, Takao ; Kanamori, Ryo ; Senjyu, Tomonobu
Author_Institution
Comput. Sci. & Eng., Nagoya Inst. of Technol., Nagoya, Japan
fYear
2013
fDate
21-25 July 2013
Firstpage
1
Lastpage
5
Abstract
This paper presents a smart pricing scheme for smart house facilitating a scoring rule operated reward based pricing mechanism. In this scheme, provider (EP) monitors the network load and propose a day-ahead pricing to the consumers. The consumers respond that pricing by providing a probabilistic device schedule prediction for the smart devices to the lower period. The EP incentivizes the consumers by offering rewards (or discount) over the price depending on the accuracy margin of truthfulness of shifting-period forecast. Such reward function is formed based on a Continuous Ranked Probability Score (CRPS). CRPS has the ability to be a strictly proper scoring rule as well as to assess the closeness of estimation. Finally an optimization problem is formed which reduces EPs costs of providing rewards and satisfying consumers demand. The simulation results will show the effectiveness of the proposed method.
Keywords
building management systems; incentive schemes; pricing; scheduling; EP incentivizes; consumers demand; continuous ranked probability score; day-ahead pricing; incentive based scoring rule deciding pricing; optimization problem; probabilistic device schedule prediction; scoring rule operated reward based pricing mechanism; shifting-period forecast; smart devices; smart houses; smart pricing scheme; Electricity; Energy consumption; Feedback loop; Optimization; Pricing; Schedules; Smart grids; Energy Management; Incentive Design; Scoring Rule; Smart Grid;
fLanguage
English
Publisher
ieee
Conference_Titel
Power and Energy Society General Meeting (PES), 2013 IEEE
Conference_Location
Vancouver, BC
ISSN
1944-9925
Type
conf
DOI
10.1109/PESMG.2013.6672799
Filename
6672799
Link To Document