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Logistics service provider selection decision making for healthcare industry based on a novel weighted density-based hierarchical clustering

机译:基于新型加权密度的分层聚类,物流服务提供商选择决策医疗行业

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In recent years, Industry 4.0 makes a significant impact on the manufacturing industry, which enables the business more intelligent and efficient, all while minimizing costs. As known, the logistics concerns in the supply chain always play an important role to a manufacturing company, and decision on the selection of logistics service provider is a key point, especially for healthcare manufacture whose products are the medical devices or equipment of fragility and high cost. Practically there are so many logistics service providers with varieties in service quality, effectiveness, punctuality and reliability, that the manufacturers often encounter the challenge on the provider selection, and healthcare industry is no exception. However, the research on provider selection for healthcare manufacturers is quite limited. In order to help them to make the decision, this paper designs a logistics service provider selection scheme based on a novel weighted density-based hierarchical cluster analysis with integration of the analytic hierarchy process (AHP) for healthcare industry. Initially an evaluation index system reflecting the capability of the candidate providers in all aspects is established. To improve the clustering within the scheme, the density concept and the obtained weights are introduced into the traditional hierarchical cluster analysis (HCA) to shape a novel Weighted Density-Based HCA (WDBHCA). To validate the feasibility of the scheme, a case study on a specified healthcare industry manufacturer is carried out, and results fulfill the case company's requirement which shows the feasibility of the proposed provider selection scheme. In addition, this scheme can be applied to the provider selection in other fields, as well.
机译:近年来,工业4.0对制造业产生了重大影响,使企业能够更加智能,高效,同时最大限度地降低成本。众所周知,供应链中的物流问题始终对制造公司发挥重要作用,并对物流服务提供商的选择的决定是一个关键点,特别是对于医疗制造,其产品是医疗器械或脆弱设备和高的设备成本。实际上,有这么多物流服务提供商,具有品种的服务质量,有效性,准时性和可靠性,制造商经常遇到提供者选择的挑战,医疗行业也不例外。但是,对医疗保健制造商的提供商选择的研究非常有限。为了帮助他们做出决定,本文设计了一种基于新型加权密度的分层集群分析的物流服务提供商选择方案,其与医疗行业的分析层次过程(AHP)集成。最初建立了反映各个方面的候选提供商能力的评估指标体系。为了改善方案内的聚类,将密度概念和所得重量引入传统的分层聚类分析(HCA)中以形成新的加权密度基HCA(WDBHCA)。为了验证该计划的可行性,对指定的医疗保健行业制造商进行了一个案例研究,结果符合案例公司的要求,表明了所提出的提供商选择计划的可行性。此外,该方案也可以应用于其他字段中的提供商选择。

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