Wardrobe furniture color design based on interactive genetic algorithm

IF 1.3 4区农林科学 Q2 MATERIALS SCIENCE, PAPER & WOOD

Bioresources Pub Date : 2024-07-20 DOI:10.15376/biores.19.3.6230-6246

Xinyu Ma, Yushu Chen, Qianwei Liang, Jinjing Wang

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引用次数: 0

Abstract

With the change in consumption environment and habits, the active feedback from users on online shopping platforms serves as a valuable source of information for analyzing user demand. Color design is an important factor in shaping product style and influencing user’s purchase decisions. This study combines the Latent Dirichlet Allocation (LDA) and an interactive genetic algorithm (IGA) to investigate the usability of the interactive genetic color selection method for wardrobe color design. Firstly, the LDA model was employed to cluster online review data to identify customer requirements (CRs), then summarize the perceptual evaluation factors (EFs) of color selection. Subsequently, the color selection information from market examples was used as reference to establish the initial population, and the interactive genetic color design process was completed with CorelDraw. Then, the fuzzy comprehensive evaluation method was employed to evaluate the color scheme generated from IGA. The empirical analysis demonstrated that the interactive genetic color selection method can effectively enhance both efficiency and satisfaction in wardrobe design. This study has substantial implications for both theory and practice in the field of wardrobe design and offers designers novel design concepts and methodologies.

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基于交互遗传算法的衣柜家具色彩设计

随着消费环境和习惯的变化，用户在网络购物平台上的积极反馈成为分析用户需求的宝贵信息来源。色彩设计是塑造产品风格、影响用户购买决策的重要因素。本研究将潜在德里赫利分配（LDA）和交互式遗传算法（IGA）相结合，研究了交互式遗传选色法在衣柜色彩设计中的可用性。首先，利用 LDA 模型对在线评论数据进行聚类，以确定客户需求（CRs），然后总结出颜色选择的感知评价因素（EFs）。随后，以市场实例中的色彩选择信息为参考，建立初始种群，并利用 CorelDraw 完成交互式遗传色彩设计过程。然后，采用模糊综合评价法对 IGA 生成的色彩方案进行评价。实证分析表明，交互式遗传色彩选择方法能有效提高衣柜设计的效率和满意度。这项研究对衣柜设计领域的理论和实践都具有重要意义，并为设计师提供了新颖的设计理念和方法。

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来源期刊

Bioresources 工程技术-材料科学：纸与木材

CiteScore

2.90

自引率

13.30%

发文量

397

审稿时长

2.3 months

期刊介绍： The purpose of BioResources is to promote scientific discourse and to foster scientific developments related to sustainable manufacture involving lignocellulosic or woody biomass resources, including wood and agricultural residues. BioResources will focus on advances in science and technology. Emphasis will be placed on bioproducts, bioenergy, papermaking technology, wood products, new manufacturing materials, composite structures, and chemicals derived from lignocellulosic biomass.