不确定环境下弹性供应链网络设计

IF 2.4 4区 计算机科学 Q2 COMPUTER SCIENCE, THEORY & METHODS
Honghua Shi, Yaodong Ni
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引用次数: 0

摘要

摘要现代供应链是在自然灾害和市场变化所导致的高度不确定性环境中运行的。这一事实促使学术界和实践者更加关注供应链弹性。本文用不确定规划方法研究了不确定环境下弹性供应链的设计问题。通过在所提出的模型中控制它们,以较少的冗余来实现对中断的期望弹性水平。利用不确定性理论解决了由于历史数据有限而引起的参数不确定性问题。为了解决问题的复杂性,我们将所提出的模型转换成确定的公式,使其易于用复杂求解器求解。灵敏度分析的结果表明,在供应链网络设计的规划阶段考虑不确定性的必要性。研究了弹性约束的性能和贴纸冗余约束对提高服务水平的积极作用。关键词:不确定性规划供应链设计中断风险参数不确定性披露声明作者未报告潜在利益冲突。数据可用性声明在研究过程中产生或使用的所有数据都出现在提交的文章中。本研究得到对外经济贸易大学中央高校基本科研业务费专项资金[22YB10]、山西省高等学校哲学社会科学研究项目[2022W067]的资助。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Resilient supply chain network design under uncertain environment
AbstractModern supply chain operates in a highly uncertain environment caused by natural disasters and market changes. Such a fact has motivated academics and practitioners to pay more attention to the supply chain resilience. This paper reports on designing a resilient supply chain under uncertain environment by an uncertain programming method. The desired resilience level against disruption is achieved with less redundancy by controlling them in the presented models. And parameter uncertainty caused by the limited historical data is also addressed using uncertainty theory. To cope with the problem's complexity, we convert the proposed models into their deterministic formulations, which can easily be solved by cplex solver. The results from sensitivity analysis demonstrate the necessity of including uncertainty during the planning phase of supply chain network design. The performance of resilience constraint and the positive effect of sticker redundancy constraint in improving service level are also investigated fully.KEYWORDS: Uncertainty programmingsupply chain designdisruption riskparameter uncertainty Disclosure statementNo potential conflict of interest was reported by the author(s).Data availability statementAll data generated or used during the study appear in the submitted article.Additional informationFundingThis work was supported by the Fundamental Research Funds for the Central Universities in UIBE [22YB10], Program for the Philosophy and Social Sciences Research of Higher Learning Institutions of Shanxi [2022W067].
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来源期刊
International Journal of General Systems
International Journal of General Systems 工程技术-计算机:理论方法
CiteScore
4.10
自引率
20.00%
发文量
38
审稿时长
6 months
期刊介绍: International Journal of General Systems is a periodical devoted primarily to the publication of original research contributions to system science, basic as well as applied. However, relevant survey articles, invited book reviews, bibliographies, and letters to the editor are also published. The principal aim of the journal is to promote original systems ideas (concepts, principles, methods, theoretical or experimental results, etc.) that are broadly applicable to various kinds of systems. The term “general system” in the name of the journal is intended to indicate this aim–the orientation to systems ideas that have a general applicability. Typical subject areas covered by the journal include: uncertainty and randomness; fuzziness and imprecision; information; complexity; inductive and deductive reasoning about systems; learning; systems analysis and design; and theoretical as well as experimental knowledge regarding various categories of systems. Submitted research must be well presented and must clearly state the contribution and novelty. Manuscripts dealing with particular kinds of systems which lack general applicability across a broad range of systems should be sent to journals specializing in the respective topics.
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