Industrial Chain Data Evaluation in Automobile Parts Procurement via Group Multirole Assignment

IF 2 3区 计算机科学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computer Supported Cooperative Work-The Journal of Collaborative Computing Pub Date : 2023-05-24 DOI:10.1109/CSCWD57460.2023.10152642
Ziqi Xiong, Haibin Zhu, Dongning Liu, Jianhui Xian
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Abstract

In the production process of automobiles, parts procurement is invariably a crucial step. In order to find an optimal decision, it is a challenge to match parts to suppliers for the limited financial and material capabilities of every supplier. This paper formalized the problem by Group Multirole Assignment (GMRA). Meanwhile, the success of this assignment process depends on the choice of the agent evaluation method. It depends on the industrial chain data, which can acquire feature indexes of parts from previous purchase records. Furthermore, comprehensive evaluation of parts procurement bases on multiple factors. Thus, it is difficult to reflect different quantifications using the multifactorial parameter semantics. Therefore, we propose a new method of Fuzzy Hierarchy Comprehensive Evaluation (FHCE), using membership grades of the fuzzy theory to differentiate the parameter and the weight, which can use objective quantitative analysis to optimize procurement plan. After that, based on GMRA, decision makers are able to maximize the resource utilization ratio to determine optimized solutions when funds or part types are limited. Simulation experiments indicate that the proposed method is efficient and feasible, which is verified practicable.
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基于群体多角色分配的汽车零部件采购产业链数据评价
在汽车生产过程中,零部件采购始终是至关重要的一步。为了找到最优决策,在每个供应商有限的资金和材料能力下,将零件与供应商匹配是一项挑战。本文利用群多角色分配(GMRA)形式化了这一问题。同时,该分配过程的成功与否取决于代理评估方法的选择。它依赖于产业链数据,可以从以前的采购记录中获取零件的特征指标。在此基础上,对零部件采购进行多因素综合评价。因此,使用多因子参数语义难以反映不同的量化。为此,本文提出了一种新的模糊层次综合评价方法(FHCE),利用模糊理论的隶属度等级来区分参数和权重,可以对采购计划进行客观的定量分析。然后,在资金或部件类型有限的情况下,基于GMRA,决策者可以最大化资源利用率,确定最优的解决方案。仿真实验表明了该方法的有效性和可行性,验证了该方法的可行性。
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来源期刊
Computer Supported Cooperative Work-The Journal of Collaborative Computing
Computer Supported Cooperative Work-The Journal of Collaborative Computing COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-
CiteScore
6.40
自引率
4.20%
发文量
31
审稿时长
>12 weeks
期刊介绍: Computer Supported Cooperative Work (CSCW): The Journal of Collaborative Computing and Work Practices is devoted to innovative research in computer-supported cooperative work (CSCW). It provides an interdisciplinary and international forum for the debate and exchange of ideas concerning theoretical, practical, technical, and social issues in CSCW. The CSCW Journal arose in response to the growing interest in the design, implementation and use of technical systems (including computing, information, and communications technologies) which support people working cooperatively, and its scope remains to encompass the multifarious aspects of research within CSCW and related areas. The CSCW Journal focuses on research oriented towards the development of collaborative computing technologies on the basis of studies of actual cooperative work practices (where ‘work’ is used in the wider sense). That is, it welcomes in particular submissions that (a) report on findings from ethnographic or similar kinds of in-depth fieldwork of work practices with a view to their technological implications, (b) report on empirical evaluations of the use of extant or novel technical solutions under real-world conditions, and/or (c) develop technical or conceptual frameworks for practice-oriented computing research based on previous fieldwork and evaluations.
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