Reinforcement Learning Solution for Unit Commitment Problem Considering Minimum Start Up and Shut Down Times

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Reinforcement Learning Solution for Unit Commitment Problem Considering Minimum Start Up and Shut Down Times

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dc.contributor.author Jagathy Raj, V P
dc.contributor.author Jasmin, E A
dc.contributor.author Imthias Ahamed, T P
dc.date.accessioned 2014-08-04T09:53:38Z
dc.date.available 2014-08-04T09:53:38Z
dc.date.issued 2010-05
dc.identifier.uri http://dyuthi.cusat.ac.in/purl/4489
dc.description International J. of Recent Trends in Engineering and Technology, Vol. 3, No. 3, May 2010 en_US
dc.description.abstract Unit Commitment Problem (UCP) in power system refers to the problem of determining the on/ off status of generating units that minimize the operating cost during a given time horizon. Since various system and generation constraints are to be satisfied while finding the optimum schedule, UCP turns to be a constrained optimization problem in power system scheduling. Numerical solutions developed are limited for small systems and heuristic methodologies find difficulty in handling stochastic cost functions associated with practical systems. This paper models Unit Commitment as a multi stage decision making task and an efficient Reinforcement Learning solution is formulated considering minimum up time /down time constraints. The correctness and efficiency of the developed solutions are verified for standard test systems en_US
dc.description.sponsorship CUSAT en_US
dc.language.iso en en_US
dc.publisher ACEEE en_US
dc.subject Unit Commitment en_US
dc.subject reinforcement learning, en_US
dc.subject Q learning en_US
dc.title Reinforcement Learning Solution for Unit Commitment Problem Considering Minimum Start Up and Shut Down Times en_US
dc.type Article en_US


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