Scaling Up Cooperative Game Theory-Based Energy Management Using Prosumer Clustering
نویسندگان
چکیده
Game theory based energy sharing schemes emerged in recent years to incentivize efficient management of the increasing amount distributed resources. Among these, cooperative game theoretic provide detailed financial incentives on individual prosumer level. The nucleolus, a mechanism allocate these incentives, has been proven guarantee prosumers' willingness participate. However, computation time nucleolus increases exponentially with number participants, strictly limiting size this scheme. This study proposes incorporate clustering techniques estimate at reduced times, where novel marginal contribution profile is used as features. A stratified random sampling approach formulated evaluate estimation performance, showing that proposed method able scale up scheme from less than 15 players over 100 while maintaining high accuracy estimation.
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ژورنال
عنوان ژورنال: IEEE Transactions on Smart Grid
سال: 2021
ISSN: ['1949-3053', '1949-3061']
DOI: https://doi.org/10.1109/tsg.2020.3015088