Kindergarten space design based on BP (back propagation) neural network

IF 0.3 Q4 CHEMISTRY, MULTIDISCIPLINARY Journal of the Korean Chemical Society-Daehan Hwahak Hoe Jee Pub Date : 2021-09-01 DOI:10.15207/JKCS.2021.12.9.001
Li Pengcheng, Pan Younghwan
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引用次数: 1

Abstract

In the past, designers relied primarily on past experience and reference to industry standard thresholds to design spaces. Such design often results in spaces that do not meet the needs of users. The purpose of this paper is to investigate the process and way of generating design parameters by constructing a BP neural network algorithm for spatial design. From the perspective. This paper adopts an experimental research method to take a kindergarten with a large number of complex needs in space as the object of study, and through the BP neural network algorithm in machine learning, the correlation between environmental behavior parameters and spatial design parameters is imprinted. The way of generating spatial design parameters is studied. In the future, the corresponding spatial design parameters can be derived by replacing specific environmental behavior influence factors, which can be applied to a wider range of scenarios and improve the efficiency of designers.
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基于BP(反向传播)神经网络的幼儿园空间设计
过去,设计师主要依靠过去的经验和参考行业标准阈值来设计空间。这样的设计往往导致空间不能满足用户的需求。本文的目的是通过构造用于空间设计的BP神经网络算法来研究生成设计参数的过程和方法。从长远来看。本文采用实验研究的方法,以一所在空间中有大量复杂需求的幼儿园为研究对象,通过机器学习中的BP神经网络算法,刻画出环境行为参数与空间设计参数之间的相关性。研究了空间设计参数的生成方法。未来,可以通过替换特定的环境行为影响因素来导出相应的空间设计参数,这些参数可以应用于更广泛的场景,提高设计者的效率。
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来源期刊
CiteScore
0.60
自引率
40.00%
发文量
0
期刊介绍: The Journal of Korean Chemical Society has been published since 1949 as the official research journal of the Korean Chemical Society. It is now published bimonthly. The Journal of Korean Chemical Society accepts creative research papers in all fields of pure and applied chemistry including chemical education written by in Korean and English. - Physical Chemistry - Inorganic Chemistry - Analytical Chemistry - Organic Chemistry - Biochemistry - Macromolecular Chemistry - Industrial Chemistry - Materials Chemistry - Chemical Education
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