基于模糊anp和贝叶斯推理的医疗供应链风险传播

Fahim Afzal, Sheikh Usman Yousaf, Bushra Usman, Farman Afzal, Amir Ikram
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引用次数: 0

摘要

自2020年初以来,医疗保健行业一直面临着保持和向公众提供最佳健康相关服务的压力。因此,本研究试图评估和衡量医疗保健行业中困扰供应链流程的关键供应链风险。为此,制定了一份影响医疗保健供应链的关键风险因素的综合清单。模糊分析网络处理在专家判断的基础上给出了综合的风险概率列表。接下来,贝叶斯推理有助于分析医护人员同时传播的不同风险承担态度(即悲观、最有可能、乐观)的多层网络。风险延长的研究结果有助于专业人员评估2019冠状病毒病大流行期间持续存在的关键供应链风险。此外,建议的风险建模提供了在降低成本、质量以及设备和药品的可用性方面实现供应链目标的机会。
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Risk Propagation in Healthcare Supply Chain using Fuzzy-ANP and Bayesian Inference
Since the beginning of 2020, healthcare industry has been under constant pressure to maintain and provide best health related services to the public. Therefore, this study attempts to evaluate and measure the critical supply chain risks in the healthcare industry that troubled the flow of supply chain. For that purpose, a comprehensive list of critical risk factors has been developed that impact on the healthcare supply chain. Fuzzy analytical network processing gives a comprehensive list of risks probability based on experts’ judgment. Hereafter, Bayesian inference helps out to analyze the multi-echelon network with different risk bearing attitudes (i.e., pessimistic, most likely, optimistic) of healthcare professionals’ simultaneous propagation. The findings of risk prorogation help the professionals to evaluate the critical supply chain risks persists during covid-19 pandemic. Further, a proposed risk modeling gives an opportunity to achieve supply chain goals in terms of cost reduction, quality, and availability of equipment and drugs.
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