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Received:September 18, 2015 Revised:October 26, 2015
Received:September 18, 2015 Revised:October 26, 2015
中文摘要: 中科院SAMP(大型仪器设备共享管理)系统实现了仪器设备信息化管理的方式,极大的提高了仪器设备的管理和使用效率.然而,当前的仪器设备共享管理系统在某些方面依然存在资源配置不科学的现象,如仪器设备管理系统无法监控仪器设备开机之后空机运行、仪器异常时间开机运行等.这种情况迫切的需要我们对仪器设备的使用记录进行分析,找出其中的异常运行数据并对其进行优化.本文将采用贝叶斯分类和logistic回归的数据统计方法来对仪器设备共享管理系统仪器运行时间数据进行分析,并对仪器运行时间数据进行预测分类.将预测分类结果和实际运行时间结果进行对比,找出异常运行时间结果并分析产生异常结果的原因,再结合实际的仪器设备运行情况对仪器设备的管理进行优化,从而达到提高仪器设备使用效率的目的.
中文关键词: 仪器设备 运行时间 贝叶斯分类 logistic回归 分类
Abstract:Information management has been used in the SAMP system of Chinese Academy of Sciences, which greatly improves efficiency of the use and management of the equipment. However, the SAMP system cannot scientifically allocate resources in some ways, such as the system couldn't monitor the equipment while it is just running for doing nothing or is starting up at abnormal time. By this, the user record of the instrument and equipment must be analyzed immediately in order to find out the abnormal data and optimize the use efficiency of the equipment. In this paper, these data will be analyzed and forecast by the method of Bayes classification and Logistic Regression. Then the forecast data with be compared with the real results to find out the abnormal data and the reason how the abnormal data generate. Finally, the management of the instrument and equipment will be optimized base on the practice situation. In this way, the use efficiency of the instrument will be improved.
keywords: instrument and equipment running time Bayes classification logistic regression classification
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基金项目:数控系统功能安全技术研究"国家科技重大专项(2014ZX04009031)
引用文本:
华维,郭锐锋,尹震宇,彭阿珍.中科院SAMP系统仪器运行时间分析与优化.计算机系统应用,2016,25(5):192-196
HUA Wei,GUO Rui-Feng,YIN Zhen-Yu,PENG A-Zhen.Analyzing and Optimizing Instrument's Running Time in Chinese Academy of Sciences SAMP System.COMPUTER SYSTEMS APPLICATIONS,2016,25(5):192-196
华维,郭锐锋,尹震宇,彭阿珍.中科院SAMP系统仪器运行时间分析与优化.计算机系统应用,2016,25(5):192-196
HUA Wei,GUO Rui-Feng,YIN Zhen-Yu,PENG A-Zhen.Analyzing and Optimizing Instrument's Running Time in Chinese Academy of Sciences SAMP System.COMPUTER SYSTEMS APPLICATIONS,2016,25(5):192-196