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Modelling the operation of multireservoir systems using decomposition and stochastic dynamic programming

Archibald, T.W., McKinnon, K.I.M. and Thomas, L.C. (2006) Modelling the operation of multireservoir systems using decomposition and stochastic dynamic programming Naval Research Logistics, 53, (3), pp. 217-225.

Record type: Article

Abstract

Stochastic dynamic programming models are attractive for multireservoir control problems because they allow non-linear features to be incorporated and changes in hydrological conditions to be modeled as Markov processes. However, with the exception of the simplest cases, these models are computationally intractable because of the high dimension of the state and action spaces involved. This paper proposes a new method of determining an operating policy for a multireservoir control problem that uses stochastic dynamic programming, but is practical for systems with many reservoirs. Decomposition is first used to reduce the problem to a number of independent subproblems. Each subproblem is formulated as a low-dimensional stochastic dynamic program and solved to determine the operating policy for one of the reservoirs in the system.

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Published date: 2006
Keywords: multireservoir systems, stochastic dynamic programming, decomposition, principal components

Identifiers

Local EPrints ID: 36393
URI: http://eprints.soton.ac.uk/id/eprint/36393
PURE UUID: f7e56505-0061-4595-a614-1d19bf5eef9a

Catalogue record

Date deposited: 22 May 2006
Last modified: 13 Oct 2017 03:17

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Contributors

Author: T.W. Archibald
Author: K.I.M. McKinnon
Author: L.C. Thomas

University divisions

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