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设备故障率预测:威布尔分布可否应用于全自动血液分析仪?

Failure rate prediction of equipment: can Weibull distribution be applied to automated hematology analyzers?

机构信息

Department of Pathology, Hindu Rao Hospital, Malka Ganj, Delhi, India.

ICMR-National Institute of Cancer Prevention and Research, Noida, UP, India.

出版信息

Clin Chem Lab Med. 2018 Nov 27;56(12):2067-2071. doi: 10.1515/cclm-2018-0569.

Abstract

Background Life cycle prediction measures, that provide information on the probability of failure of equipments, have been applied in electronic and mechanical engineering and for predicting the strength of dental implants. However, the same has not been utilized as yet in medical equipment such as hematology analyzers. Methods Failure data of five automated hematology analyzers (3-part differential) was collected over 14 consecutive months and a Weibull probability plot was made. The scale and shape parameters of this plot were used to predict failure probability distribution. This was then combined with various costs involved in remedial maintenance to get a cost analysis. Results The analyzers in their "useful life" period were found to suffer fewer actual and predicted failures compared to those in the "wear out" phase. Cost analysis showed a considerably higher per month cost of remedial maintenance of analyzers compared to the price of a comprehensive maintenance contract. Conclusions Our study demonstrates, for the first time, that Weibull distribution can be applied well to hematology analyzers for modeling of failure data and the resultant information is helpful in the cost analysis of maintenance to allow for prudent and informed decision making with regards to the mode of maintenance of analyzers.

摘要

背景 生命周期预测措施可提供有关设备故障概率的信息,已应用于电子和机械工程领域,并用于预测牙科植入物的强度。然而,医疗设备(如血液分析仪)尚未使用相同的方法。 方法 收集了五台全自动血液分析仪(三分群)连续 14 个月的故障数据,并绘制了威布尔概率图。该图的比例和形状参数用于预测故障概率分布。然后将其与补救性维护所涉及的各种成本相结合,进行成本分析。 结果 发现处于“有用寿命”期的分析仪实际发生的故障和预测的故障比处于“磨损”期的分析仪少。成本分析表明,与全面维护合同的价格相比,对分析仪进行补救性维护的每月成本要高得多。 结论 我们的研究首次表明,威布尔分布可很好地应用于血液分析仪,以对故障数据进行建模,并且所得到的信息有助于维护成本分析,以便对分析仪的维护方式做出谨慎和明智的决策。

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