Synthesis of Cost-Optimal Heat Exchanger Networks Using a Novel Stochastic Algorithm and a Modified Stage-Wised Superstructure
Facing the current energy structure urgently needs to be transformed, heat exchanger network (HEN) can implement heat recovery and cost reduction by the arrangement for heat exchanges between cold and hot streams. The plenty of integer and continuous variables involved in HEN synthesis cause the res...
Guardado en:
Autores principales: | , , , , |
---|---|
Formato: | article |
Lenguaje: | EN |
Publicado: |
MDPI AG
2021
|
Materias: | |
Acceso en línea: | https://doaj.org/article/7b4e67672eb04073bfdcfb9ce886d584 |
Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
id |
oai:doaj.org-article:7b4e67672eb04073bfdcfb9ce886d584 |
---|---|
record_format |
dspace |
spelling |
oai:doaj.org-article:7b4e67672eb04073bfdcfb9ce886d5842021-11-25T18:51:53ZSynthesis of Cost-Optimal Heat Exchanger Networks Using a Novel Stochastic Algorithm and a Modified Stage-Wised Superstructure10.3390/pr91120602227-9717https://doaj.org/article/7b4e67672eb04073bfdcfb9ce886d5842021-11-01T00:00:00Zhttps://www.mdpi.com/2227-9717/9/11/2060https://doaj.org/toc/2227-9717Facing the current energy structure urgently needs to be transformed, heat exchanger network (HEN) can implement heat recovery and cost reduction by the arrangement for heat exchanges between cold and hot streams. The plenty of integer and continuous variables involved in HEN synthesis cause the results to be easily trapped in local optima. To avoid this situation, the mechanism of accepting imperfect solutions is added in a novel algorithm called Random Walk Algorithm with Compulsive Evolution. However, several potential solutions maybe abandoned by accepting imperfect solutions. To maintain the global searching ability, and at the same time, protecting the potential solutions during the optimization process, the limitations of accepting imperfect solutions are investigated in this work, then a back substitution strategy and elite optimization strategy based on algorithm are proposed. The former is to identify and adjust the inferior individuals in long-term stagnation while the latter is to keep and perform a fine search for the better solutions. Furthermore, a modified stage-wised superstructure is also developed to implement the flexible placement of utilities, which efficiently enlarges the solution domain. The validation of strategies and model is implemented by three cases, the results are lower, with 2219 $/year, 1280 $/year, and 2M $/year than the best published result, revealing the strong abilities of the proposed method in designing more economical HENs.Jiaxing ChenQiguo YangGuomin CuiZhongkai BaoGuanhua ZhangMDPI AGarticleaccepting imperfect solutionsheat exchanger networkstochastic algorithmrandom walk algorithm with compulsive evolutionstage-wised superstructureChemical technologyTP1-1185ChemistryQD1-999ENProcesses, Vol 9, Iss 2060, p 2060 (2021) |
institution |
DOAJ |
collection |
DOAJ |
language |
EN |
topic |
accepting imperfect solutions heat exchanger network stochastic algorithm random walk algorithm with compulsive evolution stage-wised superstructure Chemical technology TP1-1185 Chemistry QD1-999 |
spellingShingle |
accepting imperfect solutions heat exchanger network stochastic algorithm random walk algorithm with compulsive evolution stage-wised superstructure Chemical technology TP1-1185 Chemistry QD1-999 Jiaxing Chen Qiguo Yang Guomin Cui Zhongkai Bao Guanhua Zhang Synthesis of Cost-Optimal Heat Exchanger Networks Using a Novel Stochastic Algorithm and a Modified Stage-Wised Superstructure |
description |
Facing the current energy structure urgently needs to be transformed, heat exchanger network (HEN) can implement heat recovery and cost reduction by the arrangement for heat exchanges between cold and hot streams. The plenty of integer and continuous variables involved in HEN synthesis cause the results to be easily trapped in local optima. To avoid this situation, the mechanism of accepting imperfect solutions is added in a novel algorithm called Random Walk Algorithm with Compulsive Evolution. However, several potential solutions maybe abandoned by accepting imperfect solutions. To maintain the global searching ability, and at the same time, protecting the potential solutions during the optimization process, the limitations of accepting imperfect solutions are investigated in this work, then a back substitution strategy and elite optimization strategy based on algorithm are proposed. The former is to identify and adjust the inferior individuals in long-term stagnation while the latter is to keep and perform a fine search for the better solutions. Furthermore, a modified stage-wised superstructure is also developed to implement the flexible placement of utilities, which efficiently enlarges the solution domain. The validation of strategies and model is implemented by three cases, the results are lower, with 2219 $/year, 1280 $/year, and 2M $/year than the best published result, revealing the strong abilities of the proposed method in designing more economical HENs. |
format |
article |
author |
Jiaxing Chen Qiguo Yang Guomin Cui Zhongkai Bao Guanhua Zhang |
author_facet |
Jiaxing Chen Qiguo Yang Guomin Cui Zhongkai Bao Guanhua Zhang |
author_sort |
Jiaxing Chen |
title |
Synthesis of Cost-Optimal Heat Exchanger Networks Using a Novel Stochastic Algorithm and a Modified Stage-Wised Superstructure |
title_short |
Synthesis of Cost-Optimal Heat Exchanger Networks Using a Novel Stochastic Algorithm and a Modified Stage-Wised Superstructure |
title_full |
Synthesis of Cost-Optimal Heat Exchanger Networks Using a Novel Stochastic Algorithm and a Modified Stage-Wised Superstructure |
title_fullStr |
Synthesis of Cost-Optimal Heat Exchanger Networks Using a Novel Stochastic Algorithm and a Modified Stage-Wised Superstructure |
title_full_unstemmed |
Synthesis of Cost-Optimal Heat Exchanger Networks Using a Novel Stochastic Algorithm and a Modified Stage-Wised Superstructure |
title_sort |
synthesis of cost-optimal heat exchanger networks using a novel stochastic algorithm and a modified stage-wised superstructure |
publisher |
MDPI AG |
publishDate |
2021 |
url |
https://doaj.org/article/7b4e67672eb04073bfdcfb9ce886d584 |
work_keys_str_mv |
AT jiaxingchen synthesisofcostoptimalheatexchangernetworksusinganovelstochasticalgorithmandamodifiedstagewisedsuperstructure AT qiguoyang synthesisofcostoptimalheatexchangernetworksusinganovelstochasticalgorithmandamodifiedstagewisedsuperstructure AT guomincui synthesisofcostoptimalheatexchangernetworksusinganovelstochasticalgorithmandamodifiedstagewisedsuperstructure AT zhongkaibao synthesisofcostoptimalheatexchangernetworksusinganovelstochasticalgorithmandamodifiedstagewisedsuperstructure AT guanhuazhang synthesisofcostoptimalheatexchangernetworksusinganovelstochasticalgorithmandamodifiedstagewisedsuperstructure |
_version_ |
1718410596914823168 |