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基于神经网络的充放电装置可靠性预计研究 被引量:1
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作者 王崇方 何通能 王泽锴 《机电工程》 CAS 2014年第7期933-936,941,共5页
针对如何更精确地实现充放电装置可靠性预计的问题,通过研究总体设备效率(OEE)中各元素的作用和关系,选取其中的可用性效率(AE)作为充、放电装置可靠性预计的目标值;同时,对于传统可靠性预计方法中的局限性,提出了一种基于神经网络的可... 针对如何更精确地实现充放电装置可靠性预计的问题,通过研究总体设备效率(OEE)中各元素的作用和关系,选取其中的可用性效率(AE)作为充、放电装置可靠性预计的目标值;同时,对于传统可靠性预计方法中的局限性,提出了一种基于神经网络的可靠性预计方法,建立了三层BP神经网络,并考虑充、放电装置中各个功能模块选取合适的参数作为神经网络输入,通过增加隐含层神经元个数的方法提高了预计精度,在取定合适的参数和样本数据后进行了仿真实验。研究结果表明,采用该方法对充、放电装置进行可靠性预计,可以达到很好的效果。 展开更多
关键词 可靠性预计 充放电装置 总体设备效率 可用性效率 神经网络
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Application of reliability-centered maintenance for productivity improvement of open pit mining equipment:Case study of Sungun Copper Mine 被引量:5
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作者 Amin Moniri Morad Mohammad Pourgol-Mohammad Javad Sattarvand 《Journal of Central South University》 SCIE EI CAS 2014年第6期2372-2382,共11页
Equipment plays an important role in open pit mining industry and its cost competence at efficient operation and maintenance techniques centered on reliability can lead to significant cost reduction.The application of... Equipment plays an important role in open pit mining industry and its cost competence at efficient operation and maintenance techniques centered on reliability can lead to significant cost reduction.The application of optimal maintenance process was investigated for minimizing the equipment breakdowns and downtimes in Sungun Copper Mine.It results in the improved efficiency and productivity of the equipment and lowered expenses as well as the increased profit margin.The field operating data of 10 trucks are used to estimate the failure and maintenance profile for each component,and modeling and simulation are accomplished by using reliability block diagram method.Trend analysis was then conducted to select proper probabilistic model for maintenance profile.Then reliability of the system was evaluated and importance of each component was computed by weighted importance measure method.This analysis led to identify the items with critical impact on availability of overall equipment in order to prioritize improvement decisions.Later,the availability of trucks was evaluated using Monte Carlo simulation and it is revealed that the uptime of the trucks is around 11000 h at 12000 operation hours.Finally,uncertainty analysis was performed to account for the uncertainty sources in data and models. 展开更多
关键词 operating costs maintenance mining dump truck RELIABILITY AVAILABILITY UNCERTAINTY
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