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基于FP增长算法的红外抗干扰评估指标简约方法
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O213.2

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国家自然科学基金(61973253)


Research on Simplified Method of Infrared AntiInterference Evaluation Index Based on FPGrowth Algorithm
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    摘要:

    针对红外抗干扰评估指标体系存在的冗余现象和缺乏合理性的特点,从红外导引头的固有属性、抗干扰性能指标以及导弹战技性能指标3个角度构建红外抗干扰综合评估指标,通过红外抗干扰实验仿真平台,设置相应干扰量,获取海量数据并对其进行预处理;再利用数据挖掘中的FP增长关联规则算法,对数据进行挖掘分析,得出干扰量与指标之间的关联规则;然后通过这些关联规则的强弱对指标进行简约,去除了冗余项仅保留了核心指标;最后采用BP神经网络对简约后的指标进行了有效性检验,结果验证方法下获取的抗干扰指标更为简洁、高效。

    Abstract:

    With the continuous development of infrared interference means, its more and more important to establish a set of scientific, reasonable and concise infrared anti-interference evaluation index system. Aimed at the problems that redundant phenomenon is in existence in infrared antiinterference evaluation index system and there is lacking in rationality, firstly, the evaluation index system of infrared antijamming is constructed from the inherent performance index, antijamming performance index and missile tactical performance index, and then through the infrared anti-interference experiment simulation platform, set up corresponding disturbance variable is set up, huge amounts of data preprocessing are obtained. Next, the FPGrowth algorithm in data mining is used to mine and analyze the antiinterference experimental simulation data, and the association rules between disturbance variable and indexes are obtained. Finally, the index system is simplified through the strength of these association rules. As a result, the redundant items are removed for the index contracted and the core indexes are in existence.

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吴鑫, 伍友利, 高翔, 牛得清, 徐洋.基于FP增长算法的红外抗干扰评估指标简约方法[J].空军工程大学学报,2021,22(1):99-104

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  • 在线发布日期: 2021-04-02
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