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Recent Results on 'Approximations to Optimal Alarm Systems for Anomaly Detection'

机译：关于“异常检测最佳报警系统近似”的最新结果

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摘要

An optimal alarm system and its approximations may use Kalman filtering for univariate linear dynamic systems driven by Gaussian noise to provide a layer of predictive capability. Predicted Kalman filter future process values and a fixed critical threshold can be used to construct a candidate level-crossing event over a predetermined prediction window. An optimal alarm system can be designed to elicit the fewest false alarms for a fixed detection probability in this particular scenario.

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作者
Martin, R. A.;
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年度 2009
页码 p.1-5
总页数 5
原文格式 PDF
正文语种 eng
中图分类工业技术;
关键词
Warning systems ; Kalman filters ; Random noise ; Anomalies ; Detection ; Probability theory ; Prediction analysis techniques;

机译：警告系统;卡尔曼滤波器;随机噪声;异常;检测;概率论;预测分析技术;

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专利

1. Optimality of CUSUM Rule Approximations in Change-Point Detection Problems: Application to Nonlinear State–Space Systems [J] . Verdier G., Hilgert N., Vila J.-P. IEEE Transactions on Information Theory . 2008,第11期

机译：变更点检测问题中CUSUM规则逼近的最优性：在非线性状态空间系统中的应用
2. Optimal State Estimation for Systems Driven by Jump–Diffusion Process With Application to Road Anomaly Detection [J] . Zhaojian Li, Ilya V. Kolmanovsky, Uroš V. Kalabić, IEEE Transactions on Control Systems Technology . 2017,第5期

机译：跳扩散过程驱动系统的最优状态估计及其在道路异常检测中的应用
3. Structural Material Anomaly Detection System Using Water Chemistry Data, (I)Basic Structure of Anomaly Detection System and Its Application for Fuel Defect Detection [J] . Shunsuke UCHIDA, Yamato ASAKURA, Masao KITAMURA, Journal of nuclear science and technology . 1986,第3期

机译：水化学数据的结构材料异常检测系统，（I）异常检测系统的基本结构及其在燃料缺陷检测中的应用
4. A General and Expandable Insider Threat Detection System Using Baseline Anomaly Detection and Scenario-Driven Alarm Filters [C] . Guang Yang, Lijun Cai, Aimin Yu, 2018 17th IEEE International Conference on Trust, Security and Privacy In Computing and Communications, 12th IEEE International Conference on Big Data Science and Engineering . 2018

机译：使用基线异常检测和方案驱动的警报过滤器的通用且可扩展的内部威胁检测系统
5. Low-rate false alarm anomaly-based intrusion detection system with one-class SVM [D] . Farnia, Fatemeh. 2017

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6. Region Detection by Minimizing Intraclass Variance With Geometric Constraints Global Optimality and Efficient Approximation [O] . Xiaodong Wu, Xin Dou, Andreas Wahle, -1

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7. Alarm management for intrusion detection systems - Prioritizing and presenting alarms from intrusion detection systems [O] . Klüft Sebastian, Staaf Eva Lina 2012

机译：入侵检测系统的报警管理 - 从入侵检测系统中确定报警优先级并显示报警

Recent Results on 'Approximations to Optimal Alarm Systems for Anomaly Detection'

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