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Nested algorithms for optimal reservoir operation and their embedding in a de...

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Item specifics

Condition
New: A new, unread, unused book in perfect condition with no missing or damaged pages. See the ...
Brand
CRC Press
ISBN
9781138029828
Publication Year
2016
Series
Ihe Delft Phd Thesis Series
Type
Textbook
Format
Paperback
Language
English
Subject Area
Civil Engineering
Publication Name
Nested Algorithms for Optimal Reservoir Operation and Their Embedding in a Decision Support Platform
Author
Blagoj Delipetrev
Publisher
Taylor & Francis LTD
Subject
Mathematics, Business
Item Weight
295 g
Number of Pages
142 Pages

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Product Information

Reservoir operation is a multi-objective optimization problem, and is traditionally solved with dynamic programming (DP) and stochastic dynamic programming (SDP) algorithms. The thesis presents novel algorithms for optimal reservoir operation, named nested DP (nDP), nested SDP (nSDP), nested reinforcement learning (nRL) and their multi-objective (MO) variants, correspondingly MOnDP, MOnSDP and MOnRL. The idea is to include a nested optimization algorithm into each state transition, which reduces the initial problem dimension and alleviates the curse of dimensionality. These algorithms can solve multi-objective optimization problems, without significantly increasing the algorithm complexity or the computational expenses. It can additionally handle dense and irregular variable discretization. All algorithms are coded in Java and were tested on the case study of the Knezevo reservoir in the Republic of Macedonia. Nested optimization algorithms are embedded in a cloud application platform for water resources modeling and optimization. The platform is available 24/7, accessible from everywhere, scalable, distributed, interoperable, and it creates a real-time multiuser collaboration platform. This thesis contributes with new and more powerful algorithms for an optimal reservoir operation and cloud application platform. All source codes are available for public use and can be used by researchers and practitioners to further advance the mentioned areas.

Product Identifiers

Publisher
Taylor & Francis LTD
ISBN-13
9781138029828
eBay Product ID (ePID)
223010422

Product Key Features

Number of Pages
142 Pages
Publication Name
Nested Algorithms for Optimal Reservoir Operation and Their Embedding in a Decision Support Platform
Language
English
Subject
Mathematics, Business
Publication Year
2016
Type
Textbook
Subject Area
Civil Engineering
Author
Blagoj Delipetrev
Series
Ihe Delft Phd Thesis Series
Format
Paperback

Dimensions

Item Weight
295 g

Additional Product Features

Country/Region of Manufacture
United Kingdom
Title_Author
Blagoj Delipetrev

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