Method for Changepoint Detection With Sample Size Accumulation During Radio Equipment Operation

IF 0.5 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC
O. Solomentsev, M. Zaliskyi, T. Herasymenko, Y. Petrova
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引用次数: 3

Abstract

Abstract The operation system determines the efficiency of the intended use of radio equipment. The operation system includes radio equipment, documentation, operational resources, personnel, processes, data processing algorithms, etc. The operation process is associated with conditions of priori uncertainty of models, parameters, external factors, etc. The main element for monitoring is technical condition of radio equipment. In a general case, this condition can deteriorate. The problems of technical condition deterioration analysis can be considered in terms of changepoint study. The present paper concentrates on the problem of synthesis and analysis of method for changepoint detection during radio equipment operation. The detection algorithm is constructed based on Neyman–Pearson criterion with sample size accumulation. During algorithm synthesis the thresholds were calculated according to Bellman’s approach. The problem of synthesis and analysis was solved by two methods: analytically and using statistical modelling. The efficiency measures for this algorithm are the probability of correct detection and mean time of decision making. The proposed algorithm has advantages in mean time of decision making compared with CUSUM detection method.
无线电设备运行过程中随样本量累积的变化点检测方法
操作系统决定了无线电设备的预期使用效率。操作系统包括无线电设备、文件、操作资源、人员、流程、数据处理算法等。操作过程与模型、参数、外部因素等的先验不确定性条件有关。监测的主要内容是无线电设备的技术状况。一般情况下,这种情况会恶化。技术状态恶化分析的问题可以从变点研究的角度来考虑。本文主要研究无线电设备运行过程中变化点检测方法的综合与分析问题。基于样本量累积的Neyman-Pearson准则构建检测算法。在算法合成过程中,根据Bellman方法计算阈值。通过分析和统计建模两种方法解决了综合分析问题。该算法的效率度量是正确检测的概率和平均决策时间。与CUSUM检测方法相比,该算法在平均决策时间上具有优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Electrical Control and Communication Engineering
Electrical Control and Communication Engineering ENGINEERING, ELECTRICAL & ELECTRONIC-
自引率
14.30%
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0
审稿时长
12 weeks
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