Open Questions for Building Optimal Operation Policies for Dam Management Using Factored Markov Decision Processes

 

Authors
Reyes Ballestero, Alberto
Format
Article
Status
publishedVersion
Description

In this paper, we present the conceptual model of a real-world application of factored Markov Decision Processes to dam management. The idea is to demonstrate that it is possible to efficiently automate the construction of operation policies by modelling compactly the problem as a sequential decision problem that can be easily solved using stochastic dynamic programming. We will explain the problem domain and provide an analysis of the resulting value and policy functions. We will also present a useful discussion about the issues that will appear when the conceptual model to be extended into a real-world application.
Instituto Nacional De Eficiencia Energ?tica Y Energ?as Renovables
https://www.researchgate.net/publication/287217194_Open_questions_for_building_optimal_operation_policies_for_dam_management_using_Factored_Markov_Decision_Processes

Publication Year
2015
Language
eng
Topic
OPEN QUESTIONS
BUILDING
OPTIMAL
POLICIES
Repository
Repositorio SENESCYT
Get full text
http://repositorio.educacionsuperior.gob.ec/handle/28000/3170
Rights
openAccess
License
restrictedAccess