{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,21]],"date-time":"2026-04-21T22:50:24Z","timestamp":1776811824244,"version":"3.51.2"},"reference-count":20,"publisher":"European Society of Computational Methods in Sciences and Engineering","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JCM"],"published-print":{"date-parts":[[2023,2,4]]},"abstract":"<jats:p>With the improvement of the national living standard, the buyers have higher and higher requirements for the rationality and aesthetics of the spatial planning and layout of the residential area. The traditional residential space planning method is purely manual design, which is inefficient, and the design effect will be greatly affected by the designer\u2019s work experience and personal aesthetics. Therefore, this research attempts to combine Pareto solution set and piecewise prediction idea into genetic algorithm, propose an algorithm for solving multi-objective optimization problems, and build an intelligent housing environment planning system based on this. The statistical results of simulation experiments show that the system can output more design schemes with better overall quality than the comparison system and manual planning results, and the stability of multiple operations is higher. When the number of iterations reaches 200, the average value of Pareto optimal solution number and optimal solution quality index QPS of the former is 44 and 0.41, respectively. The expert group analyzed the design results of this method and the manual method for an actual case, and found that the results designed by this method met the requirements and the calculation efficiency was much faster than manual processing. From the simulation test data and the actual case analysis, it can be seen that the intelligent housing environment planning system designed in this study is helpful to improve the efficiency of residential space design and the stability of residential space scheme style.<\/jats:p>","DOI":"10.3233\/jcm-226740","type":"journal-article","created":{"date-parts":[[2023,1,31]],"date-time":"2023-01-31T11:57:58Z","timestamp":1675166278000},"page":"537-555","source":"Crossref","is-referenced-by-count":2,"title":["Multi-objective intelligent algorithm model design for housing environment optimization"],"prefix":"10.66113","volume":"23","author":[{"given":"Yuanyuan","family":"Xu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"55691","reference":[{"issue":"6","key":"10.3233\/JCM-226740_ref1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.3390\/su14063522","article-title":"Effect of environmental planning on elderly individual quality of life in severe cold regions: A case study in northeastern China","volume":"14","author":"Leng","year":"2022","journal-title":"Sustainability"},{"issue":"3","key":"10.3233\/JCM-226740_ref2","doi-asserted-by":"crossref","first-page":"1522","DOI":"10.1109\/TAP.2017.2784446","article-title":"Design of high-isolation wideband dual-polarized compact MIMO antennas with multiobjective optimization","volume":"66","author":"Lu","year":"2018","journal-title":"IEEE Trans Antennas Propag"},{"issue":"2","key":"10.3233\/JCM-226740_ref3","doi-asserted-by":"crossref","first-page":"260","DOI":"10.1109\/TEVC.2017.2704782","article-title":"A framework for large-scale multiobjective optimization based on problem transformation","volume":"22","author":"Zille","year":"2018","journal-title":"IEEE Trans Evol Comput"},{"issue":"3","key":"10.3233\/JCM-226740_ref4","first-page":"1","article-title":"Thermodynamic design of public space based on outdoor thermal comfort \u2013 Take Yangpu Bridge riverside park competition scheme as an example","volume":"310","author":"Li","year":"2019","journal-title":"IOP Conf Ser: Earth Environ Sci"},{"issue":"2","key":"10.3233\/JCM-226740_ref5","doi-asserted-by":"crossref","first-page":"337","DOI":"10.3390\/su10020337","article-title":"Thermal environmental design in outdoor space focusing on radiation environment influenced by ground cover material and solar shading, through the examination on the redevelopment buildings in front of central osaka station","volume":"10","author":"Takebayashi","year":"2018","journal-title":"Sustainability"},{"issue":"1","key":"10.3233\/JCM-226740_ref6","doi-asserted-by":"crossref","first-page":"012019","DOI":"10.1088\/1755-1315\/764\/1\/012019","article-title":"Design strategies of life outside and life inside for livable multi-family housing environment","volume":"764","author":"Clarissa","year":"2021","journal-title":"IOP Conf Ser: Earth Environ Sci"},{"issue":"4","key":"10.3233\/JCM-226740_ref7","doi-asserted-by":"crossref","first-page":"521","DOI":"10.1108\/BEPAM-02-2020-0032","article-title":"Awareness of the LEED requirements for green housing development among built-environment professionals in Nigeria","volume":"12","author":"Ade-Ojo","year":"2022","journal-title":"Built Environ Project Asset Manage"},{"issue":"1","key":"10.3233\/JCM-226740_ref8","doi-asserted-by":"crossref","first-page":"618","DOI":"10.3906\/elk-1612-307","article-title":"Multiobjective aerodynamic optimization of a microscale ducted wind turbine using a genetic algorithm","volume":"26","author":"Alpman","year":"2018","journal-title":"Turk J Electr Eng Comput Sci"},{"issue":"3","key":"10.3233\/JCM-226740_ref9","first-page":"695","article-title":"A real-time multiobjective optimization algorithm for discovering driving strategies","volume":"53","author":"Dovgan","year":"2019","journal-title":"Transp Sci"},{"issue":"5","key":"10.3233\/JCM-226740_ref10","first-page":"1","article-title":"A decomposition-based harmony search algorithm for multimodal multiobjective optimization","volume":"2022","author":"Xu","year":"2022","journal-title":"Discrete Dyn Nat Society"},{"issue":"6","key":"10.3233\/JCM-226740_ref11","doi-asserted-by":"crossref","first-page":"3103","DOI":"10.1109\/TCYB.2020.2977661","article-title":"Deep reinforcement learning for multiobjective optimization","volume":"51","author":"Li","year":"2020","journal-title":"IEEE Trans Cybern"},{"issue":"3","key":"10.3233\/JCM-226740_ref12","doi-asserted-by":"crossref","first-page":"1950012.1","DOI":"10.1142\/S021759591950012X","article-title":"Derivative-free feasible backtracking search methods for nonlinear multiobjective optimization with simple boundary constraint","volume":"36","author":"Wang","year":"2019","journal-title":"Asia-Pac J Oper Res"},{"issue":"2","key":"10.3233\/JCM-226740_ref13","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1109\/TEVC.2018.2855411","article-title":"Two-archive evolutionary algorithm for constrained multi-objective optimization","volume":"23","author":"Li","year":"2019","journal-title":"IEEE Trans Evol Comput"},{"issue":"1","key":"10.3233\/JCM-226740_ref14","doi-asserted-by":"crossref","first-page":"421","DOI":"10.1109\/TNSE.2018.2830822","article-title":"Hierarchical clustering of bipartite networks based on multiobjective optimization","volume":"7","author":"Cai","year":"2020","journal-title":"IEEE Trans Network Sci Eng"},{"key":"10.3233\/JCM-226740_ref15","doi-asserted-by":"crossref","first-page":"8526953","DOI":"10.1155\/2019\/8526953","article-title":"Optimizing train-set circulation plan in high-speed railway networks using genetic algorithm","volume":"2019","author":"Wang","year":"2019","journal-title":"J Adv Transp"},{"issue":"3","key":"10.3233\/JCM-226740_ref16","doi-asserted-by":"crossref","first-page":"376","DOI":"10.1109\/TEVC.2018.2865931","article-title":"Learning to decompose: A paradigm for decomposition-based multiobjective optimization","volume":"23","author":"Wu","year":"2018","journal-title":"IEEE Trans Evol Comput"},{"issue":"15","key":"10.3233\/JCM-226740_ref17","doi-asserted-by":"crossref","first-page":"301","DOI":"10.1016\/j.eswa.2018.06.047","article-title":"A robust gene clustering algorithm based on clonal selection in multiobjective optimization framework","volume":"113","author":"Zareizadeh","year":"2018","journal-title":"Expert Syst Appl"},{"key":"10.3233\/JCM-226740_ref18","doi-asserted-by":"crossref","first-page":"108463","DOI":"10.1016\/j.ijpe.2022.108463","article-title":"Coastal housing recovery in a postdisaster environment: A supply chain perspective","volume":"247","author":"Diaz","year":"2022","journal-title":"Int J Prod Econ"},{"issue":"12","key":"10.3233\/JCM-226740_ref19","doi-asserted-by":"crossref","first-page":"16","DOI":"10.4236\/jep.2021.1212072","article-title":"Promotion and renewal of the outdoor environment of the collective housing that promotes health-Based on the post-epidemic perspective","volume":"12","author":"Li","year":"2021","journal-title":"J Environ Prot"},{"issue":"2","key":"10.3233\/JCM-226740_ref20","doi-asserted-by":"crossref","first-page":"022091","DOI":"10.1088\/1742-6596\/1744\/2\/022091","article-title":"Research on design method and construction key points of prefabricated building structure combined with machinery","volume":"1744","author":"Guo","year":"2021","journal-title":"J Physics Conf Ser"}],"container-title":["Journal of Computational Methods in Sciences and Engineering"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/JCM-226740","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,21]],"date-time":"2026-04-21T22:07:15Z","timestamp":1776809235000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/JCM-226740"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,2,4]]},"references-count":20,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.3233\/jcm-226740","relation":{},"ISSN":["1472-7978","1875-8983"],"issn-type":[{"value":"1472-7978","type":"print"},{"value":"1875-8983","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,2,4]]}}}