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Analyzing the Effectiveness of Flare Dispensing Programs against Pulse Width Modulation Seekers Using Self-Organizing Maps

机译:使用自组织映射分析火炬分配程序对脉宽调制搜索器的有效性

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Infrared guided missile seekers utilizing pulse width modulation in target tracking is one of the threats against air platforms. To be able to achieve a "soft-kill" protection of own platform against these type of threats, one needs to examine carefully the seeker operating principle with its special electronic counter-counter measure (ECCM) capability. One of the cost-effective ways of soft kill protection is to use flare decoys in accordance with an optimized dispensing program. Such an optimization requires a good understanding of the threat seeker, capabilities of the air platform and engagement scenario information between them. Modeling and simulation is very powerful tool to achieve a valuable insight and understand the underlying phenomenology. A careful interpretation of simulation results is crucial to infer valuable conclusions from the data. In such an interpretation there are lots of factors (features) which affect the results. Therefore, powerful statistical tools and pattern recognition algorithms are of special interest in the analysis, In this paper, we show how self-organizing maps (SOMs), which is one of those powerful tools, can be used in analyzing the effectiveness of various flare dispensing programs against a PWM seeker. We perform several Monte Carlo runs for a typical engagement scenario in a MATLAB-based simulation environment. In each run, we randomly change the flare dispending program and obtain corresponding class: "successful" or "unsuccessful", depending on whether the corresponding flare dispensing program deceives the seeker or not, respectively. Then, in the analysis phase, we use SOMs to interpret and visualize the results.
机译:在目标跟踪中利用脉冲宽度调制的红外制导导引头是对空中平台的威胁之一。为了能够针对这些类型的威胁实现对自己平台的“软杀伤”保护,需要仔细检查搜寻器的工作原理及其特殊的电子反计数措施(ECCM)功能。一种经济有效的软灭杀方法是根据优化的分配程序使用火炬诱饵。这种优化需要对威胁搜寻器,空中平台的功能以及它们之间的交战情境信息有很好的了解。建模和仿真是获得有价值的见解和理解潜在现象学的非常强大的工具。仔细解释模拟结果对于从数据中得出有价值的结论至关重要。在这种解释中,有许多因素(特征)会影响结果。因此,功能强大的统计工具和模式识别算法在分析中尤为重要。在本文中,我们展示了如何使用自组织地图(SOM)(这些功能强大的工具之一)来分析各种照明弹的有效性针对PWM搜寻器分配程序。在基于MATLAB的仿真环境中,我们针对典型的参与场景执行了几次Monte Carlo运行。在每次运行中,我们都会分别更改火炬分配程序,并根据相应的火炬分配程序是否欺骗了搜索者,获得了相应的类别:“成功”或“不成功”。然后,在分析阶段,我们使用SOM来解释和可视化结果。

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