OPTIMIZATION OF LOAD-FOLLOW OPERATIONS OF A 1300MW PRESSURIZED WATER REACTOR USING EVOLUTIONNARY ALGORITHMS

Because of the increase of intermittent renewable energies, load follow operations for French PWR will be crucial in the years to come. The goal of this study is to make realistic changes to the plant operations in order to optimize load-following without disrupting the plant. 6 discrete parameters...

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Main Authors: Drouet V., Do J.-M., Verel S.
Format: Article
Language:English
Published: EDP Sciences 2021-01-01
Series:EPJ Web of Conferences
Subjects:
Online Access:https://www.epj-conferences.org/articles/epjconf/pdf/2021/01/epjconf_physor2020_11001.pdf
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spelling doaj-05fd22fb4e5446abb6f17f5585d7d1ba2021-08-02T23:20:58ZengEDP SciencesEPJ Web of Conferences2100-014X2021-01-012471100110.1051/epjconf/202124711001epjconf_physor2020_11001OPTIMIZATION OF LOAD-FOLLOW OPERATIONS OF A 1300MW PRESSURIZED WATER REACTOR USING EVOLUTIONNARY ALGORITHMSDrouet V.0Do J.-M.1Verel S.2DEN - Service d’études des réacteurs et de mathématiques appliquées (SERMA) CEA, Université Paris-SaclayDEN - Service d’études des réacteurs et de mathématiques appliquées (SERMA) CEA, Université Paris-SaclayUniversité du Littoral Côte d’Opale (ULCO)Because of the increase of intermittent renewable energies, load follow operations for French PWR will be crucial in the years to come. The goal of this study is to make realistic changes to the plant operations in order to optimize load-following without disrupting the plant. 6 discrete parameters were considered among the overlaps, speeds and maneuvering bands of the control rods. A simulator oriented model of the pressurized reactor based on APOLLO3® is used. It includes 3D neutronics calculations with point kinetics and a 0D model of the secondary system. The operating mode (G mode) was modeled, to account for the human operator of the power plant. Two objectives were considered so as to both minimize the volume of effluents generated during the transient, and maximize the core axial stability. The reaction of the power plant to a load follow transient varies greatly during the operating cycle, because of fuel depletion effects. Therefore, 4 burnup points are considered and the objectives are computed for each point and then reduced to two “whole cycle” objectives. A biobjective massively parallel asynchronous master worker evolutionary algorithm based on AMS-MOEA/D was implemented. It is a highly exploratory algorithm, suitable for black-box problems with an important computing time. The analysis of the performances of this algorithm shows that it is able to find a diversified Pareto front, with solutions that greatly improve the load follow operations for all burnup points compared to the standard control rod parameters.https://www.epj-conferences.org/articles/epjconf/pdf/2021/01/epjconf_physor2020_11001.pdfpressurized water reactorsload-followingoptimizationevolutionnary algorithms
collection DOAJ
language English
format Article
sources DOAJ
author Drouet V.
Do J.-M.
Verel S.
spellingShingle Drouet V.
Do J.-M.
Verel S.
OPTIMIZATION OF LOAD-FOLLOW OPERATIONS OF A 1300MW PRESSURIZED WATER REACTOR USING EVOLUTIONNARY ALGORITHMS
EPJ Web of Conferences
pressurized water reactors
load-following
optimization
evolutionnary algorithms
author_facet Drouet V.
Do J.-M.
Verel S.
author_sort Drouet V.
title OPTIMIZATION OF LOAD-FOLLOW OPERATIONS OF A 1300MW PRESSURIZED WATER REACTOR USING EVOLUTIONNARY ALGORITHMS
title_short OPTIMIZATION OF LOAD-FOLLOW OPERATIONS OF A 1300MW PRESSURIZED WATER REACTOR USING EVOLUTIONNARY ALGORITHMS
title_full OPTIMIZATION OF LOAD-FOLLOW OPERATIONS OF A 1300MW PRESSURIZED WATER REACTOR USING EVOLUTIONNARY ALGORITHMS
title_fullStr OPTIMIZATION OF LOAD-FOLLOW OPERATIONS OF A 1300MW PRESSURIZED WATER REACTOR USING EVOLUTIONNARY ALGORITHMS
title_full_unstemmed OPTIMIZATION OF LOAD-FOLLOW OPERATIONS OF A 1300MW PRESSURIZED WATER REACTOR USING EVOLUTIONNARY ALGORITHMS
title_sort optimization of load-follow operations of a 1300mw pressurized water reactor using evolutionnary algorithms
publisher EDP Sciences
series EPJ Web of Conferences
issn 2100-014X
publishDate 2021-01-01
description Because of the increase of intermittent renewable energies, load follow operations for French PWR will be crucial in the years to come. The goal of this study is to make realistic changes to the plant operations in order to optimize load-following without disrupting the plant. 6 discrete parameters were considered among the overlaps, speeds and maneuvering bands of the control rods. A simulator oriented model of the pressurized reactor based on APOLLO3® is used. It includes 3D neutronics calculations with point kinetics and a 0D model of the secondary system. The operating mode (G mode) was modeled, to account for the human operator of the power plant. Two objectives were considered so as to both minimize the volume of effluents generated during the transient, and maximize the core axial stability. The reaction of the power plant to a load follow transient varies greatly during the operating cycle, because of fuel depletion effects. Therefore, 4 burnup points are considered and the objectives are computed for each point and then reduced to two “whole cycle” objectives. A biobjective massively parallel asynchronous master worker evolutionary algorithm based on AMS-MOEA/D was implemented. It is a highly exploratory algorithm, suitable for black-box problems with an important computing time. The analysis of the performances of this algorithm shows that it is able to find a diversified Pareto front, with solutions that greatly improve the load follow operations for all burnup points compared to the standard control rod parameters.
topic pressurized water reactors
load-following
optimization
evolutionnary algorithms
url https://www.epj-conferences.org/articles/epjconf/pdf/2021/01/epjconf_physor2020_11001.pdf
work_keys_str_mv AT drouetv optimizationofloadfollowoperationsofa1300mwpressurizedwaterreactorusingevolutionnaryalgorithms
AT dojm optimizationofloadfollowoperationsofa1300mwpressurizedwaterreactorusingevolutionnaryalgorithms
AT verels optimizationofloadfollowoperationsofa1300mwpressurizedwaterreactorusingevolutionnaryalgorithms
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