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Expert system constant false alarm rate (CFAR) processor

机译:专家系统恒定误报率(CFAR)处理器

摘要

An artificial intelligence system improves radar signal processor performance by increasing target probability of detection and reducing probability of false alarms in a severe radar clutter environment. This utilizes advances in artificial intelligence and expert systems technology for the development of data analysis and information (signal) processors used in conjunction with conventional (deterministic) data analysis algorithms to combine radar measurement data (including observed target tracks and radar clutter returns from terrain, sea, atmospheric effects, etc.) with topographic data, weather information, and similar information to formulate optimum filter coefficients and threshold tests. Present fielded radar systems use one CFAR algorithm for signal processing over the entire surveillance volume. However, radar experiments have shown that certain CFAR algorithms outperform others in different environments. The system intelligently senses the clutter environment, and selects and combines the most appropriate CFAR algorithm(s) to produce detection decisions that will outperform a processor using a single algorithm. The invention provides for improved performance through the application of rule-based and data-based expert system computer software technology to CFAR signal processors, thereby improving target detection by reducing processing losses which result from a mismatch between the single, fixed CFAR processor and dynamically changing environment in which a radar must operate.
机译:人工智能系统通过在严重的雷达杂波环境中提高目标检测概率并减少误报概率,从而提高雷达信号处理器的性能。这利用了人工智能和专家系统技术的进步来开发数据分析和信息(信号)处理器,并将其与常规(确定性)数据分析算法结合使用,以组合雷达测量数据(包括观测到的目标轨迹和从地面返回的雷达杂波,海洋,大气影响等),结合地形数据,天气信息和类似信息,以制定最佳的过滤系数和阈值测试。当前的野外雷达系统使用一种CFAR算法在整个监视范围内进行信号处理。但是,雷达实验表明,某些CFAR算法在不同的环境中性能优于其他算法。该系统可以智能地检测混乱的环境,并选择并组合最合适的CFAR算法以产生检测决策,而这些决策将使用单个算法胜过处理器。通过将基于规则和基于数据的专家系统计算机软件技术应用于CFAR信号处理器,本发明提供了改进的性能,从而通过减少由于单个固定CFAR处理器之间的不匹配以及动态变化而导致的处理损失来改善目标检测。雷达必须在其中运行的环境。

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