Study on modular design methodology of marine SMR system based on fuzzy hierarchical clustering and improved genetic algorithm
Marine Small Modular Reactors (MSMR) integrate SMR technology with ship technology, offering unique value in meeting the energy demands of the open ocean and remote islands. However, the design and construction of MSMR face challenges such as space constraints, complex system integration, and the ne...
        Saved in:
      
    
          | Published in | Progress in nuclear energy (New series) Vol. 185; p. 105739 | 
|---|---|
| Main Authors | , , , , , , , , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
            Elsevier Ltd
    
        01.07.2025
     | 
| Subjects | |
| Online Access | Get full text | 
| ISSN | 0149-1970 | 
| DOI | 10.1016/j.pnucene.2025.105739 | 
Cover
| Abstract | Marine Small Modular Reactors (MSMR) integrate SMR technology with ship technology, offering unique value in meeting the energy demands of the open ocean and remote islands. However, the design and construction of MSMR face challenges such as space constraints, complex system integration, and the need to adapt to advanced ship modular construction technologies. Therefore, efficient modular partitioning methods are required to enhance overall efficiency and reliability. The module partitioning of MSMR systems takes into account multiple factors and is a combinatorial optimization problem with performance constraints. This study aims to reflect the internal structure of the system hierarchical tree, provide clear guidance for module partitioning, and improve the computational efficiency of solving combinatorial problems. This paper propose a module division and optimization method for MSMR systems based on fuzzy hierarchical clustering and a genetic algorithm. Initially, the components of the small modular reactor power plant system are clustered into modules of different levels using fuzzy hierarchical clustering. Subsequently, a genetic algorithm is employed to solve the combinatorial optimization problem of the module division scheme, resulting in the optimal division scheme. The feasibility and effectiveness of the method are verified through the modular case of the Radioactive Waste Gas System (WGS). This method can provide guidance for the modularization design of the entire ocean modular reactor system. The method provided in this article can provide a research foundation for future modular design of MSMR and improve design efficiency. | 
    
|---|---|
| AbstractList | Marine Small Modular Reactors (MSMR) integrate SMR technology with ship technology, offering unique value in meeting the energy demands of the open ocean and remote islands. However, the design and construction of MSMR face challenges such as space constraints, complex system integration, and the need to adapt to advanced ship modular construction technologies. Therefore, efficient modular partitioning methods are required to enhance overall efficiency and reliability. The module partitioning of MSMR systems takes into account multiple factors and is a combinatorial optimization problem with performance constraints. This study aims to reflect the internal structure of the system hierarchical tree, provide clear guidance for module partitioning, and improve the computational efficiency of solving combinatorial problems. This paper propose a module division and optimization method for MSMR systems based on fuzzy hierarchical clustering and a genetic algorithm. Initially, the components of the small modular reactor power plant system are clustered into modules of different levels using fuzzy hierarchical clustering. Subsequently, a genetic algorithm is employed to solve the combinatorial optimization problem of the module division scheme, resulting in the optimal division scheme. The feasibility and effectiveness of the method are verified through the modular case of the Radioactive Waste Gas System (WGS). This method can provide guidance for the modularization design of the entire ocean modular reactor system. The method provided in this article can provide a research foundation for future modular design of MSMR and improve design efficiency. | 
    
| ArticleNumber | 105739 | 
    
| Author | Zhang, Lide Guan, Guan Wang, Yunlong Wang, Liyuan Tang, Zhihong Guo, Shusheng Rui, Min Zhang, Wenjun Liang, Guopeng  | 
    
| Author_xml | – sequence: 1 givenname: Zhihong orcidid: 0000-0003-1639-0421 surname: Tang fullname: Tang, Zhihong email: tangzhh7@mail2.sysu.edu.cn organization: China Nuclear Power Technology Research Institute Co. Ltd, Shenzhen, 5128026, China – sequence: 2 givenname: Liyuan surname: Wang fullname: Wang, Liyuan organization: China Nuclear Power Technology Research Institute Co. Ltd, Shenzhen, 5128026, China – sequence: 3 givenname: Shusheng surname: Guo fullname: Guo, Shusheng organization: China Nuclear Power Technology Research Institute Co. Ltd, Shenzhen, 5128026, China – sequence: 4 givenname: Guopeng surname: Liang fullname: Liang, Guopeng organization: School of Naval Architecture, Dalian University of Technology, Dalian, 116024, China – sequence: 5 givenname: Wenjun surname: Zhang fullname: Zhang, Wenjun organization: China Nuclear Power Technology Research Institute Co. Ltd, Shenzhen, 5128026, China – sequence: 6 givenname: Lide surname: Zhang fullname: Zhang, Lide organization: China Nuclear Power Technology Research Institute Co. Ltd, Shenzhen, 5128026, China – sequence: 7 givenname: Min surname: Rui fullname: Rui, Min organization: China Nuclear Power Technology Research Institute Co. Ltd, Shenzhen, 5128026, China – sequence: 8 givenname: Guan surname: Guan fullname: Guan, Guan organization: School of Naval Architecture, Dalian University of Technology, Dalian, 116024, China – sequence: 9 givenname: Yunlong surname: Wang fullname: Wang, Yunlong organization: School of Naval Architecture, Dalian University of Technology, Dalian, 116024, China  | 
    
| BookMark | eNqFkMtqwzAQRbVIoUnbTyjoB5xKthVbq1JCX5BSaNq1kKWxrWBLQbIDzqLfXoVk39Uwj3u5cxZoZp0FhO4pWVJCVw-75d6OCiwsU5KyOGNFxmdoTmjOE8oLco0WIewIoQVlbI5-t8OoJ-ws7p0eO-mxhmCa2MLQOu0618RtjXvpjQW8_fjCYQoD9LiSAfRJWI_H44RbA1561RolO6y6Md5ERYOl1dj0e-8O8bqJwQajsOwa583Q9rfoqpZdgLtLvUE_L8_f67dk8_n6vn7aJIqWxZCUJGdQ64qkBWgl6aqsdclZnjHI5UoyyrWsSkmKUgKrap4pSAsOFU-ZzCKD7Aaxs6_yLgQPtdh7E3-aBCXiBE7sxAWcOIETZ3BR93jWQQx3iC-KoAxYBdp4UIPQzvzj8AcFY4Ev | 
    
| Cites_doi | 10.1016/j.net.2016.06.002 10.1016/j.rser.2015.01.006 10.1007/s10845-017-1367-6 10.3901/JME.2015.05.130 10.1016/j.compind.2012.02.015 10.1631/jzus.A1400263 10.1016/S1876-3804(22)60037-5 10.1016/j.nucengdes.2024.112966 10.3390/app13084754 10.4236/wjnst.2018.83012 10.1016/j.anucene.2017.03.039 10.3390/en16093713 10.1016/j.swevo.2016.06.004 10.1016/j.oceaneng.2013.10.015 10.1007/s10512-021-00707-w 10.1016/j.nucengdes.2018.10.023 10.1016/j.pnucene.2021.103664 10.1016/j.ces.2017.03.064 10.1016/j.nucengdes.2024.113127  | 
    
| ContentType | Journal Article | 
    
| Copyright | 2025 Elsevier Ltd | 
    
| Copyright_xml | – notice: 2025 Elsevier Ltd | 
    
| DBID | AAYXX CITATION  | 
    
| DOI | 10.1016/j.pnucene.2025.105739 | 
    
| DatabaseName | CrossRef | 
    
| DatabaseTitle | CrossRef | 
    
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc | 
    
| Discipline | Engineering | 
    
| ExternalDocumentID | 10_1016_j_pnucene_2025_105739 S0149197025001374  | 
    
| GroupedDBID | --K --M .~1 0R~ 123 1B1 1~. 1~5 29P 4.4 457 4G. 5VS 7-5 71M 8P~ 9JN AAEDT AAEDW AAHCO AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AARJD AATTM AAXKI AAXUO AAYWO ABEFU ABFNM ABMAC ABWVN ABXDB ACDAQ ACGFS ACIWK ACRLP ACRPL ADBBV ADEZE ADMUD ADNMO AEBSH AEIPS AEKER AENEX AFFNX AFJKZ AFTJW AFXIZ AGCQF AGHFR AGQPQ AGRNS AGUBO AGYEJ AHHHB AHIDL AIEXJ AIIUN AIKHN AITUG AKRWK ALMA_UNASSIGNED_HOLDINGS AMRAJ ANKPU APXCP ASPBG AVWKF AXJTR AZFZN BELTK BKOJK BLXMC BNPGV CS3 DU5 EBS EFJIC EJD EO8 EO9 EP2 EP3 FDB FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA HZ~ IHE J1W JARJE KOM LY6 M41 MO0 N9A O-L O9- OAUVE OZT P-8 P-9 PC. Q38 R2- RIG ROL RPZ SAC SDF SDG SES SEW SPC SPCBC SPD SSH SSR SSZ T5K TN5 WUQ ~02 ~G- AAYXX ACLOT ACVFH ADCNI AEUPX AFPUW AIGII AKBMS AKYEP CITATION EFKBS EFLBG ~HD  | 
    
| ID | FETCH-LOGICAL-c187t-8045efdb027edca168fd895435e4a6a519dab8a078ae5bf93ce279eb925a31053 | 
    
| IEDL.DBID | .~1 | 
    
| ISSN | 0149-1970 | 
    
| IngestDate | Wed Oct 01 06:27:44 EDT 2025 Sat Jun 07 17:02:09 EDT 2025  | 
    
| IsPeerReviewed | true | 
    
| IsScholarly | true | 
    
| Keywords | Modular design Hierarchical clustering Genetic algorithm MSMR  | 
    
| Language | English | 
    
| LinkModel | DirectLink | 
    
| MergedId | FETCHMERGED-LOGICAL-c187t-8045efdb027edca168fd895435e4a6a519dab8a078ae5bf93ce279eb925a31053 | 
    
| ORCID | 0000-0003-1639-0421 | 
    
| ParticipantIDs | crossref_primary_10_1016_j_pnucene_2025_105739 elsevier_sciencedirect_doi_10_1016_j_pnucene_2025_105739  | 
    
| ProviderPackageCode | CITATION AAYXX  | 
    
| PublicationCentury | 2000 | 
    
| PublicationDate | July 2025 2025-07-00  | 
    
| PublicationDateYYYYMMDD | 2025-07-01 | 
    
| PublicationDate_xml | – month: 07 year: 2025 text: July 2025  | 
    
| PublicationDecade | 2020 | 
    
| PublicationTitle | Progress in nuclear energy (New series) | 
    
| PublicationYear | 2025 | 
    
| Publisher | Elsevier Ltd | 
    
| Publisher_xml | – name: Elsevier Ltd | 
    
| References | Wrigley, Wood, Stewart, Hall, Robertson (bib27) 2019; 341 Heng (bib6) 2022 Hirdaris, Cheng, Shallcross, Bonafoux, Carlson, Prince, Sarris (bib7) 2014; 79 Zhou, Gong, Tong (bib32) 2015 Li, Song, Zeng, Cheng, Liu, Wang, Xiao (bib17) 2020; 41 Guo, Sun, Zhu, Zhu (bib3) 2021; 42 Hancer, Karaboga (bib5) 2017; 32 Liu, Shan, Chen (bib20) 2023 Xu, Yang, Peng, Hou, Jia, Fu, Zhang, Yue (bib29) 2022; 49 Huang (bib9) 2016 Kępisty, Oettingen, Stanisz, Cetnar (bib12) 2017; 105 Li, Ji, Gu, Qi, Tang (bib16) 2012; 63 Shirvan, Ballinger, Buongiorno, Forsberg, Kazimi, Todreas (bib24) 2016; 48 Zhao, Zhang, Zhang, Miao (bib31) 2024; 50 Wrigley, Wood, O'Neill, Hall, Robertson (bib28) 2021; 134 Guo, Zhu, Huang, Li, Deng, Jiang, Hou (bib4) 2023; 13 Hoque, Salauddin, Khondoker (bib8) 2018; 8 Subki (bib25) 2020 Seubert (bib23) 1988 Kong, Huang, Kang, Liu (bib14) 2022; 73 Zhang, Yang, Zheng, Su (bib30) 2019; 30 Li, Su, Sun (bib18) 2023; 16 CNPRI (bib34) 2017 Eilermann, Post, Schwarz, Leufke, Schembecker, Bramsiepe (bib2) 2017; 167 Wei, Liu, Lu, Wuest (bib26) 2015; 16 Jia, Liu, Liu, Gong, Tan (bib10) 2015 Rowinski, White, Zhao (bib22) 2015; 44 Mignacca, Locatelli, Alaassar (bib21) 2018 Liu, Tang, Liu, Yang, Wang (bib19) 2011; 17 Belyaev, Bol Shukhin, Pakhomov, Khizbullin, Lepekhin, Polunichev, Veshnyakov, Sokolov, Turusov (bib1) 2020; 129 Kim, Jeon, Kim, Jeong (bib13) 2024; 422 Kang, Lee, Lim (bib11) 2024; 419 Lee, Kim, Cho (bib15) 2020; 76 Hoque (10.1016/j.pnucene.2025.105739_bib8) 2018; 8 Jia (10.1016/j.pnucene.2025.105739_bib10) 2015 Li (10.1016/j.pnucene.2025.105739_bib17) 2020; 41 Shirvan (10.1016/j.pnucene.2025.105739_bib24) 2016; 48 Liu (10.1016/j.pnucene.2025.105739_bib19) 2011; 17 Zhao (10.1016/j.pnucene.2025.105739_bib31) 2024; 50 Kim (10.1016/j.pnucene.2025.105739_bib13) 2024; 422 Seubert (10.1016/j.pnucene.2025.105739_bib23) 1988 Hirdaris (10.1016/j.pnucene.2025.105739_bib7) 2014; 79 Mignacca (10.1016/j.pnucene.2025.105739_bib21) 2018 Lee (10.1016/j.pnucene.2025.105739_bib15) 2020; 76 Kępisty (10.1016/j.pnucene.2025.105739_bib12) 2017; 105 Guo (10.1016/j.pnucene.2025.105739_bib3) 2021; 42 Wrigley (10.1016/j.pnucene.2025.105739_bib28) 2021; 134 Xu (10.1016/j.pnucene.2025.105739_bib29) 2022; 49 Eilermann (10.1016/j.pnucene.2025.105739_bib2) 2017; 167 Belyaev (10.1016/j.pnucene.2025.105739_bib1) 2020; 129 Subki (10.1016/j.pnucene.2025.105739_bib25) 2020 Zhang (10.1016/j.pnucene.2025.105739_bib30) 2019; 30 CNPRI (10.1016/j.pnucene.2025.105739_bib34) 2017 Li (10.1016/j.pnucene.2025.105739_bib16) 2012; 63 Heng (10.1016/j.pnucene.2025.105739_bib6) 2022 Wei (10.1016/j.pnucene.2025.105739_bib26) 2015; 16 Li (10.1016/j.pnucene.2025.105739_bib18) 2023; 16 Liu (10.1016/j.pnucene.2025.105739_bib20) 2023 Zhou (10.1016/j.pnucene.2025.105739_bib32) 2015 Kang (10.1016/j.pnucene.2025.105739_bib11) 2024; 419 Guo (10.1016/j.pnucene.2025.105739_bib4) 2023; 13 Wrigley (10.1016/j.pnucene.2025.105739_bib27) 2019; 341 Hancer (10.1016/j.pnucene.2025.105739_bib5) 2017; 32 Huang (10.1016/j.pnucene.2025.105739_bib9) 2016 Rowinski (10.1016/j.pnucene.2025.105739_bib22) 2015; 44 Kong (10.1016/j.pnucene.2025.105739_bib14) 2022; 73  | 
    
| References_xml | – start-page: 130 year: 2015 end-page: 142 ident: bib10 article-title: Modular design method and application for complex product based on fuzzy correlation analysis publication-title: J. Mech. Eng. – volume: 422 year: 2024 ident: bib13 article-title: Design and analysis of KA-130, the marine-based SMR for icebreakers publication-title: Nucl. Eng. Des. – volume: 79 start-page: 101 year: 2014 end-page: 130 ident: bib7 article-title: Considerations on the potential use of Nuclear Small Modular Reactor (SMR) technology for merchant marine propulsion publication-title: Ocean Eng. – volume: 48 start-page: 1303 year: 2016 end-page: 1314 ident: bib24 article-title: Technology selection for offshore underwater small modular reactors publication-title: Nucl. Eng. Technol. – volume: 419 year: 2024 ident: bib11 article-title: Light water SMR development status in Korea publication-title: Nucl. Eng. Des. – volume: 63 start-page: 298 year: 2012 end-page: 308 ident: bib16 article-title: Module partition process model and method of integrated service product publication-title: Comput. Ind. – start-page: 2096 year: 2015 end-page: 2102 ident: bib32 article-title: A module partition method for product redesign publication-title: China Mech. Eng. – year: 2020 ident: bib25 article-title: Advances in Small Modular Reactor Technology Developments – volume: 73 start-page: 770 year: 2022 end-page: 781 ident: bib14 article-title: Optimal design of time-sharing heat storage system for modular production of methanol publication-title: Ciesc Journal – volume: 341 start-page: 100 year: 2019 end-page: 111 ident: bib27 article-title: Module layout optimization using a genetic algorithm in light water modular nuclear reactor power plants publication-title: Nucl. Eng. Des. – start-page: 1663 year: 2022 end-page: 1671 ident: bib6 article-title: Nuclear Power Plants, the Unique Merits of the Floating Option – volume: 50 start-page: 271 year: 2024 end-page: 281 ident: bib31 article-title: Modular division method for large rescue equipment based on correlation publication-title: J. Beijing Univ. Technol. – volume: 167 start-page: 278 year: 2017 end-page: 287 ident: bib2 article-title: Generation of an equipment module database for heat exchangers by cluster analysis of industrial applications publication-title: Chem. Eng. Sci. – volume: 41 start-page: 189 year: 2020 end-page: 192 ident: bib17 article-title: Overall design and verification of ACP100S floating nuclear power plant publication-title: Nucl. Power Eng. – volume: 30 start-page: 1973 year: 2019 end-page: 1998 ident: bib30 article-title: Module partition of complex mechanical products based on weighted complex networks publication-title: J. Intell. Manuf. – volume: 17 start-page: 2373 year: 2011 end-page: 2382 ident: bib19 article-title: Modular method for product architecture based on relation information flow publication-title: Comput. Integr. Manuf. Syst. – volume: 16 start-page: 1 year: 2015 end-page: 10 ident: bib26 article-title: A multi-principle module identification method for product platform design publication-title: J. Zhejiang Univ. A. Sci. – year: 2017 ident: bib34 publication-title: Design, applications and siting requirements of CGN ACPR50(S) – volume: 32 start-page: 49 year: 2017 end-page: 67 ident: bib5 article-title: A comprehensive survey of traditional, merge-split and evolutionary approaches proposed for determination of cluster number publication-title: Swarm Evol. Comput. – volume: 105 start-page: 355 year: 2017 end-page: 360 ident: bib12 article-title: Statistical error propagation in HTR burnup model publication-title: Ann. Nucl. Energy – volume: 44 start-page: 643 year: 2015 end-page: 656 ident: bib22 article-title: Small and Medium sized Reactors (SMR): a review of technology publication-title: Renew. Sustain. Energy Rev. – year: 1988 ident: bib23 article-title: Modular Shipbuilding and its Relevance to Construction of Nuclear Power Plants – volume: 8 start-page: 136 year: 2018 end-page: 145 ident: bib8 article-title: Design and comparative analysis of small modular reactors for nuclear marine propulsion of a ship publication-title: World J. Nucl. Sci. Technol. – start-page: 48 year: 2023 end-page: 52 ident: bib20 article-title: Research on modularity division based on improved genetic algorithm publication-title: Modular Machine Tool & Automatic Manufacturing Technique – year: 2016 ident: bib9 article-title: Research of module portion methods based on particle swarm optimization algorithm and fuzzy clustering publication-title: Master Type – volume: 76 start-page: 367 year: 2020 end-page: 378 ident: bib15 article-title: A new design concept for ocean nuclear power plants using tension leg platform publication-title: Struct. Eng. Mech. – year: 2018 ident: bib21 article-title: NEVER BUILT SMALL MODULAR REACTORS (SMRs), BUT WHAT DO WE KNOW ABOUT MODULARIZATION IN CONSTRUCTION publication-title: Proceedings of the 2018 26th International Conference on Nuclear Engineering – volume: 134 year: 2021 ident: bib28 article-title: Off-site modular construction and design in nuclear power: a systematic literature review publication-title: Prog. Nucl. Energy – volume: 129 start-page: 27 year: 2020 end-page: 34 ident: bib1 article-title: The world's first floating NPP: origination and direction of future development publication-title: Atom. Energy – volume: 42 start-page: 244 year: 2021 end-page: 249 ident: bib3 article-title: Research on safety criteria in design of floating nuclear power plant publication-title: Nucl. Power Eng. – volume: 16 start-page: 3713 year: 2023 ident: bib18 article-title: An optimal scheduling method for an integrated energy system based on an improved k-means clustering algorithm publication-title: Energies – volume: 49 start-page: 385 year: 2022 end-page: 393 ident: bib29 article-title: Modular zonal fluid sampling and pressure testing technology for production well publication-title: Petrol. Explor. Dev. – volume: 13 start-page: 4754 year: 2023 ident: bib4 article-title: Enhancing spatial debris material classifying through a hierarchical clustering-fuzzy C-means integration approach publication-title: Appl. Sci. – year: 2016 ident: 10.1016/j.pnucene.2025.105739_bib9 article-title: Research of module portion methods based on particle swarm optimization algorithm and fuzzy clustering – volume: 48 start-page: 1303 year: 2016 ident: 10.1016/j.pnucene.2025.105739_bib24 article-title: Technology selection for offshore underwater small modular reactors publication-title: Nucl. Eng. Technol. doi: 10.1016/j.net.2016.06.002 – volume: 17 start-page: 2373 year: 2011 ident: 10.1016/j.pnucene.2025.105739_bib19 article-title: Modular method for product architecture based on relation information flow publication-title: Comput. Integr. Manuf. Syst. – volume: 50 start-page: 271 year: 2024 ident: 10.1016/j.pnucene.2025.105739_bib31 article-title: Modular division method for large rescue equipment based on correlation publication-title: J. Beijing Univ. Technol. – year: 1988 ident: 10.1016/j.pnucene.2025.105739_bib23 – volume: 44 start-page: 643 year: 2015 ident: 10.1016/j.pnucene.2025.105739_bib22 article-title: Small and Medium sized Reactors (SMR): a review of technology publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2015.01.006 – year: 2017 ident: 10.1016/j.pnucene.2025.105739_bib34 – volume: 73 start-page: 770 year: 2022 ident: 10.1016/j.pnucene.2025.105739_bib14 article-title: Optimal design of time-sharing heat storage system for modular production of methanol publication-title: Ciesc Journal – volume: 42 start-page: 244 year: 2021 ident: 10.1016/j.pnucene.2025.105739_bib3 article-title: Research on safety criteria in design of floating nuclear power plant publication-title: Nucl. Power Eng. – volume: 30 start-page: 1973 year: 2019 ident: 10.1016/j.pnucene.2025.105739_bib30 article-title: Module partition of complex mechanical products based on weighted complex networks publication-title: J. Intell. Manuf. doi: 10.1007/s10845-017-1367-6 – start-page: 130 year: 2015 ident: 10.1016/j.pnucene.2025.105739_bib10 article-title: Modular design method and application for complex product based on fuzzy correlation analysis publication-title: J. Mech. Eng. doi: 10.3901/JME.2015.05.130 – volume: 63 start-page: 298 year: 2012 ident: 10.1016/j.pnucene.2025.105739_bib16 article-title: Module partition process model and method of integrated service product publication-title: Comput. Ind. doi: 10.1016/j.compind.2012.02.015 – volume: 16 start-page: 1 year: 2015 ident: 10.1016/j.pnucene.2025.105739_bib26 article-title: A multi-principle module identification method for product platform design publication-title: J. Zhejiang Univ. A. Sci. doi: 10.1631/jzus.A1400263 – volume: 49 start-page: 385 year: 2022 ident: 10.1016/j.pnucene.2025.105739_bib29 article-title: Modular zonal fluid sampling and pressure testing technology for production well publication-title: Petrol. Explor. Dev. doi: 10.1016/S1876-3804(22)60037-5 – volume: 419 year: 2024 ident: 10.1016/j.pnucene.2025.105739_bib11 article-title: Light water SMR development status in Korea publication-title: Nucl. Eng. Des. doi: 10.1016/j.nucengdes.2024.112966 – volume: 13 start-page: 4754 year: 2023 ident: 10.1016/j.pnucene.2025.105739_bib4 article-title: Enhancing spatial debris material classifying through a hierarchical clustering-fuzzy C-means integration approach publication-title: Appl. Sci. doi: 10.3390/app13084754 – volume: 8 start-page: 136 year: 2018 ident: 10.1016/j.pnucene.2025.105739_bib8 article-title: Design and comparative analysis of small modular reactors for nuclear marine propulsion of a ship publication-title: World J. Nucl. Sci. Technol. doi: 10.4236/wjnst.2018.83012 – volume: 105 start-page: 355 year: 2017 ident: 10.1016/j.pnucene.2025.105739_bib12 article-title: Statistical error propagation in HTR burnup model publication-title: Ann. Nucl. Energy doi: 10.1016/j.anucene.2017.03.039 – volume: 16 start-page: 3713 year: 2023 ident: 10.1016/j.pnucene.2025.105739_bib18 article-title: An optimal scheduling method for an integrated energy system based on an improved k-means clustering algorithm publication-title: Energies doi: 10.3390/en16093713 – volume: 41 start-page: 189 year: 2020 ident: 10.1016/j.pnucene.2025.105739_bib17 article-title: Overall design and verification of ACP100S floating nuclear power plant publication-title: Nucl. Power Eng. – volume: 32 start-page: 49 year: 2017 ident: 10.1016/j.pnucene.2025.105739_bib5 article-title: A comprehensive survey of traditional, merge-split and evolutionary approaches proposed for determination of cluster number publication-title: Swarm Evol. Comput. doi: 10.1016/j.swevo.2016.06.004 – start-page: 1663 year: 2022 ident: 10.1016/j.pnucene.2025.105739_bib6 – volume: 79 start-page: 101 year: 2014 ident: 10.1016/j.pnucene.2025.105739_bib7 article-title: Considerations on the potential use of Nuclear Small Modular Reactor (SMR) technology for merchant marine propulsion publication-title: Ocean Eng. doi: 10.1016/j.oceaneng.2013.10.015 – year: 2018 ident: 10.1016/j.pnucene.2025.105739_bib21 article-title: NEVER BUILT SMALL MODULAR REACTORS (SMRs), BUT WHAT DO WE KNOW ABOUT MODULARIZATION IN CONSTRUCTION – volume: 129 start-page: 27 year: 2020 ident: 10.1016/j.pnucene.2025.105739_bib1 article-title: The world's first floating NPP: origination and direction of future development publication-title: Atom. Energy doi: 10.1007/s10512-021-00707-w – volume: 341 start-page: 100 year: 2019 ident: 10.1016/j.pnucene.2025.105739_bib27 article-title: Module layout optimization using a genetic algorithm in light water modular nuclear reactor power plants publication-title: Nucl. Eng. Des. doi: 10.1016/j.nucengdes.2018.10.023 – start-page: 2096 year: 2015 ident: 10.1016/j.pnucene.2025.105739_bib32 article-title: A module partition method for product redesign publication-title: China Mech. Eng. – volume: 134 year: 2021 ident: 10.1016/j.pnucene.2025.105739_bib28 article-title: Off-site modular construction and design in nuclear power: a systematic literature review publication-title: Prog. Nucl. Energy doi: 10.1016/j.pnucene.2021.103664 – volume: 76 start-page: 367 year: 2020 ident: 10.1016/j.pnucene.2025.105739_bib15 article-title: A new design concept for ocean nuclear power plants using tension leg platform publication-title: Struct. Eng. Mech. – year: 2020 ident: 10.1016/j.pnucene.2025.105739_bib25 – volume: 167 start-page: 278 year: 2017 ident: 10.1016/j.pnucene.2025.105739_bib2 article-title: Generation of an equipment module database for heat exchangers by cluster analysis of industrial applications publication-title: Chem. Eng. Sci. doi: 10.1016/j.ces.2017.03.064 – volume: 422 year: 2024 ident: 10.1016/j.pnucene.2025.105739_bib13 article-title: Design and analysis of KA-130, the marine-based SMR for icebreakers publication-title: Nucl. Eng. Des. doi: 10.1016/j.nucengdes.2024.113127 – start-page: 48 year: 2023 ident: 10.1016/j.pnucene.2025.105739_bib20 article-title: Research on modularity division based on improved genetic algorithm  | 
    
| SSID | ssj0017155 | 
    
| Score | 2.390501 | 
    
| Snippet | Marine Small Modular Reactors (MSMR) integrate SMR technology with ship technology, offering unique value in meeting the energy demands of the open ocean and... | 
    
| SourceID | crossref elsevier  | 
    
| SourceType | Index Database Publisher  | 
    
| StartPage | 105739 | 
    
| SubjectTerms | Genetic algorithm Hierarchical clustering Modular design MSMR  | 
    
| Title | Study on modular design methodology of marine SMR system based on fuzzy hierarchical clustering and improved genetic algorithm | 
    
| URI | https://dx.doi.org/10.1016/j.pnucene.2025.105739 | 
    
| Volume | 185 | 
    
| hasFullText | 1 | 
    
| inHoldings | 1 | 
    
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Baden-Württemberg Complete Freedom Collection (Elsevier) issn: 0149-1970 databaseCode: GBLVA dateStart: 20110101 customDbUrl: isFulltext: true dateEnd: 99991231 titleUrlDefault: https://www.sciencedirect.com omitProxy: true ssIdentifier: ssj0017155 providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier SD Complete Freedom Collection [SCCMFC] issn: 0149-1970 databaseCode: ACRLP dateStart: 19950101 customDbUrl: isFulltext: true dateEnd: 99991231 titleUrlDefault: https://www.sciencedirect.com omitProxy: true ssIdentifier: ssj0017155 providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection issn: 0149-1970 databaseCode: .~1 dateStart: 19950101 customDbUrl: isFulltext: true dateEnd: 99991231 titleUrlDefault: https://www.sciencedirect.com omitProxy: true ssIdentifier: ssj0017155 providerName: Elsevier – providerCode: PRVESC databaseName: ScienceDirect Freedom Collection Journals issn: 0149-1970 databaseCode: AIKHN dateStart: 19950101 customDbUrl: isFulltext: true dateEnd: 99991231 titleUrlDefault: https://www.sciencedirect.com omitProxy: true ssIdentifier: ssj0017155 providerName: Elsevier – providerCode: PRVLSH databaseName: Elsevier Journals issn: 0149-1970 databaseCode: AKRWK dateStart: 19790101 customDbUrl: isFulltext: true mediaType: online dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0017155 providerName: Library Specific Holdings  | 
    
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV07b8IwELYQXdqh6lOlD-Sha8jTeYwIFdFWMLRFYovs2G5BkCAUBhj47b3Lo6VS1aFjIluOvlh3X5zvviPk3pZRYHHGDQHJyvAYc41IB74hPeGF-OtPSaxGHo78wdh7mrBJg_TqWhiUVVaxv4zpRbSu7pgVmuZyOjVRlhTZsBIkcfTNQ09Qzwuwi0Fn9yXzsAObVTLGyMDR31U85qyzTAG_FN0yHVZ0vMWe4b_lp72c0z8hxxVZpN3yeU5JQ6Vn5GjPQvCc7FAIuKFZSheZREkplYUmg5atoYtDc5ppuuBY5kdfhy-0NG-mmL8kTtTr7XZDsSd28VcBXhpN5ms0UIAVKE8lnRYnDzAadhsWPVI-f89W0_xjcUHG_Ye33sCoeioYiR0GOSQkjyktBXyNKplw2w-1DCMGpEl53OfA5yQXIQfiwBUTOnIT5QSREpHDODBB5l6SZpql6opQ7WjbCpPE4kADICwIS0ilXO0C4po7ukU6NZLxsrTOiGtN2SyuoI8R-riEvkXCGu_4xx6IIbz_PfX6_1NvyCFelRLcW9LMV2t1B0QjF-1iJ7XJQffxeTD6BIuB1gg | 
    
| linkProvider | Elsevier | 
    
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LT8JAEN4gHtSD8RnxuQevBfrYPo6GSFCBg0LCrdnt7moJtISUAxz47c60RTExHry2O9nm62bm291vZgi5N2XgNTnjhoBgZTiM2UagPdeQjnB8vPpTErORe323M3SeR2xUIa1NLgzKKkvfX_j03FuXTxolmo1ZHDdQlhSYMBMEcayb5-yQXYdZHu7A6usvnYfpmazUMQYGDv9O42mM67MEAEywXKbF8pa32DT8twC1FXTaR-SwZIv0ofigY1JRyQk52KoheErWqARc0jSh01SippTKXJRBi97Q-ak5TTWdcszzo2-9V1pUb6YYwCQa6sVqtaTYFDu_VoC_RqPJAisowAyUJ5LG-dEDjIblhlmPlE_e03mcfUzPyLD9OGh1jLKpghGZvpdBRHKY0lLAdlTJiJuur6UfMGBNyuEuB0InufA5MAeumNCBHSnLC5QILMaBCjL7nFSTNFEXhGpLm00_ipoceAD4BdEUUilb24C45paukfoGyXBW1M4IN6KycVhCHyL0YQF9jfgbvMMfiyAE__636eX_Te_IXmfQ64bdp_7LFdnHN4Ue95pUs_lC3QDryMRtvqo-AaN9150 | 
    
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Study+on+modular+design+methodology+of+marine+SMR+system+based+on+fuzzy+hierarchical+clustering+and+improved+genetic+algorithm&rft.jtitle=Progress+in+nuclear+energy+%28New+series%29&rft.au=Tang%2C+Zhihong&rft.au=Wang%2C+Liyuan&rft.au=Guo%2C+Shusheng&rft.au=Liang%2C+Guopeng&rft.date=2025-07-01&rft.pub=Elsevier+Ltd&rft.issn=0149-1970&rft.volume=185&rft_id=info:doi/10.1016%2Fj.pnucene.2025.105739&rft.externalDocID=S0149197025001374 | 
    
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0149-1970&client=summon | 
    
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0149-1970&client=summon | 
    
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0149-1970&client=summon |