A representative product configuration ranking approach considering requirement interactions and inconsistent group preferences

IF 9.8 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL
Xinwei Zhang , Qiong Feng , Yihang Li , Chen Zheng , Salvatore Corrente
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引用次数: 0

Abstract

Configuration solving is essential in product configuration because it supports decisions on selecting final configuration alternatives to satisfy stakeholders' preferences. However, the inherent interaction of product Design Requirements (DRs) and multiple stakeholders involved lead to three limitations in developing an appropriate configuration solving model: (i) the existing models have limitations in balancing the tractability of the model and the diversity of interactions; (ii) it is impractical to assume that different stakeholders have consistent preferences for the alternatives, and directly removing inconsistent preferences can lead to the loss of preference information; (iii) the representativeness of preference functions built from incomplete preference information is doubtful. To address these limitations, a robust product configuration ranking approach is proposed. First, the Choquet integral with the k-interactive fuzzy measure is applied to evaluate alternatives with DRs’ interactions, improving the tractability by reducing the number of parameters and related constraints. Second, an interactive method of identifying a minimum set of adjustable inconsistent preferences is proposed to adjust them among different stakeholders, avoiding the preferences loss and ensuring the trade-off among stakeholders. Third, a representative ranking model based on the k-interactive Choquet integral and nonadditive robust ordinal regression is proposed to select the robust alternative concerning individual and group stakeholders' preferences. To validate its feasibility and effectiveness, the proposed approach is applied to an example of configuration solving for a robotic manufacturing system.
考虑需求交互和不一致的群体偏好的代表性产品配置排序方法
配置求解在产品配置中是必不可少的,因为它支持选择最终配置方案以满足涉众偏好的决策。然而,产品设计需求(dr)和涉及的多个利益相关者的内在交互导致了开发适当的配置求解模型的三个局限性:(i)现有模型在平衡模型的可追溯性和交互的多样性方面存在局限性;(ii)假设不同的利益相关者对备选方案有一致的偏好是不切实际的,直接去除不一致的偏好会导致偏好信息的丢失;(iii)由不完全偏好信息构建的偏好函数的代表性值得怀疑。为了解决这些限制,提出了一种鲁棒的产品配置排序方法。首先,利用具有k-交互模糊测度的Choquet积分对具有DRs交互的备选方案进行评价,通过减少参数和相关约束的数量来提高备选方案的可追溯性。其次,提出了一种识别最小可调不一致偏好集的交互式方法,在不同利益相关者之间进行偏好调整,避免偏好损失,保证利益相关者之间的权衡。第三,提出了基于k-交互Choquet积分和非加性稳健有序回归的代表性排序模型,以选择考虑个体和群体利益相关者偏好的稳健方案。为了验证该方法的可行性和有效性,将该方法应用于机器人制造系统的构型求解实例。
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来源期刊
International Journal of Production Economics
International Journal of Production Economics 管理科学-工程:工业
CiteScore
21.40
自引率
7.50%
发文量
266
审稿时长
52 days
期刊介绍: The International Journal of Production Economics focuses on the interface between engineering and management. It covers all aspects of manufacturing and process industries, as well as production in general. The journal is interdisciplinary, considering activities throughout the product life cycle and material flow cycle. It aims to disseminate knowledge for improving industrial practice and strengthening the theoretical base for decision making. The journal serves as a forum for exchanging ideas and presenting new developments in theory and application, combining academic standards with practical value for industrial applications.
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