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Smart Home Product Layout Design Method Based on Real-Number Coding Genetic Algorithm

Aiming at the problems of poor layout design efficiency of smart home products and low rationality of layout planning, a layout design method for smart home products based on a real-number coding genetic algorithm is proposed. The principles of smart home product layout design are analyzed and the s...

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Detalles Bibliográficos
Autor principal: Jiang, Nan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9279068/
https://www.ncbi.nlm.nih.gov/pubmed/35845865
http://dx.doi.org/10.1155/2022/1523330
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author Jiang, Nan
author_facet Jiang, Nan
author_sort Jiang, Nan
collection PubMed
description Aiming at the problems of poor layout design efficiency of smart home products and low rationality of layout planning, a layout design method for smart home products based on a real-number coding genetic algorithm is proposed. The principles of smart home product layout design are analyzed and the smart home system architecture based on the Internet of Things is designed. Divide the combination of smart home product layout space according to spatial function, extract the visual features of smart home product layout, build a smart home product layout optimization model based on the two constraints of the total area and individual area of smart home product spatial layout, and design a real-coded genetic algorithm. The model is solved to improve the global convergence of the algorithm, and the optimization method for the layout of smart home products is obtained. The experimental results show that the layout design method of smart home products based on a real-number coding genetic algorithm can accurately extract the layout features of smart home products and accurately classify the number of pairs of homes. The efficiency of layout design and rationality of layout planning of smart home products are better, which reflects the effectiveness of this method.
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spelling pubmed-92790682022-07-14 Smart Home Product Layout Design Method Based on Real-Number Coding Genetic Algorithm Jiang, Nan Comput Intell Neurosci Research Article Aiming at the problems of poor layout design efficiency of smart home products and low rationality of layout planning, a layout design method for smart home products based on a real-number coding genetic algorithm is proposed. The principles of smart home product layout design are analyzed and the smart home system architecture based on the Internet of Things is designed. Divide the combination of smart home product layout space according to spatial function, extract the visual features of smart home product layout, build a smart home product layout optimization model based on the two constraints of the total area and individual area of smart home product spatial layout, and design a real-coded genetic algorithm. The model is solved to improve the global convergence of the algorithm, and the optimization method for the layout of smart home products is obtained. The experimental results show that the layout design method of smart home products based on a real-number coding genetic algorithm can accurately extract the layout features of smart home products and accurately classify the number of pairs of homes. The efficiency of layout design and rationality of layout planning of smart home products are better, which reflects the effectiveness of this method. Hindawi 2022-07-06 /pmc/articles/PMC9279068/ /pubmed/35845865 http://dx.doi.org/10.1155/2022/1523330 Text en Copyright © 2022 Nan Jiang. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Jiang, Nan
Smart Home Product Layout Design Method Based on Real-Number Coding Genetic Algorithm
title Smart Home Product Layout Design Method Based on Real-Number Coding Genetic Algorithm
title_full Smart Home Product Layout Design Method Based on Real-Number Coding Genetic Algorithm
title_fullStr Smart Home Product Layout Design Method Based on Real-Number Coding Genetic Algorithm
title_full_unstemmed Smart Home Product Layout Design Method Based on Real-Number Coding Genetic Algorithm
title_short Smart Home Product Layout Design Method Based on Real-Number Coding Genetic Algorithm
title_sort smart home product layout design method based on real-number coding genetic algorithm
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9279068/
https://www.ncbi.nlm.nih.gov/pubmed/35845865
http://dx.doi.org/10.1155/2022/1523330
work_keys_str_mv AT jiangnan smarthomeproductlayoutdesignmethodbasedonrealnumbercodinggeneticalgorithm