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基于大数据平台的海上杂散目标识别模型
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作者 李少君 刘晓东 《电子设计工程》 2022年第21期15-19,共5页
针对杂散目标主要包括雷达杂波(非正常回波、雷达回波噪音)以及海浪等非正常目标,设计一种基于大数据平台的杂散目标识别模型。该模型利用目标点经纬度的变化、航速航向等信息,对目标点是否为杂散目标进行判断。杂散目标的判断不包括固... 针对杂散目标主要包括雷达杂波(非正常回波、雷达回波噪音)以及海浪等非正常目标,设计一种基于大数据平台的杂散目标识别模型。该模型利用目标点经纬度的变化、航速航向等信息,对目标点是否为杂散目标进行判断。杂散目标的判断不包括固定目标、漂浮物等,如何对多个雷达收集到的数据进行处理和判断,对识别的准确率、模型的有效性有着直接的影响。对AIS正常船航行的轨迹记录按时间进行截取,截取后的单轨迹时间不超过300 s。分别对处理后的来自AIS的数据和雷达数据进行特征处理,从而筛选拟合测试数据以及速度过小的数据。通过规则将数据打上标签并作为输入,利用决策树进行训练,通过对实验结果的验证判断实验对离散目标识别的效率及准确率。 展开更多
关键词 杂散目标 决策树 大数据 数据融合
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Space luminous environment adaptability of missile-borne star sensor 被引量:1
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作者 赵述芳 王洪涛 +1 位作者 王渝 纪彩彦 《Journal of Central South University》 SCIE EI CAS 2012年第12期3435-3443,共9页
To solve the problem of stray interference to star point target identification while a star sensor imaging to the sky, a study on space luminous environment adaptability of missile-borne star sensor was carried out. B... To solve the problem of stray interference to star point target identification while a star sensor imaging to the sky, a study on space luminous environment adaptability of missile-borne star sensor was carried out. By Plank blackbody radiation law and some astronomic knowledge, irradiancies of the stray at the star sensor working height were estimated. By relative astrophysical and mathematics knowledge, included angles between the star sensor optical axis point and the stray at any moment were calculated. The calculation correctness was verified with the star map software of Stellarium. By combining the upper analysis with the baffle suppression effect, a real-time model for space luminous environment of missile-borne star sensor was proposed. By signal-noise rate (SNR) criterion, the adaptability of missile-borne star sensor to space luminous environment was studied. As an example, a certain type of star sensor was considered when imaging to the starry sky on June 22, 2011 (the Summer Solstice) and September 20, 2011 (August 23 of the lunar year, last quarter moon) in Beijing. The space luminous environment and the adaptability to it were simulated and analyzed at the star sensor working height. In each period of time, the stray suppression of the baffle is analyzed by comparing the calculated included angle between the star sensor optical axis point and the stray with the shielded provided by system index. When the included angle is larger than the shielded angle and less than 90~, the stray is restrained by the baffle. The stray effect on star point target identification is analyzed by comparing the irradiancy of 6 magnitude star with that of the stray on star sensor sensitization surface. When the irradiancy of 6 magnitude star is 5 times more than that of the stray, there is no effect on the star point target identification. The simulation results are identicat with the actual situation. The space luminous environment of the missile-borne star sensor can be estimated real-timely by this model. The adaptability of the star sensor to space luminous environment can be analyzed conveniently. A basis for determining the relative star sensor indexes, the navigation star chosen strategy and the missile launch window can be provided. 展开更多
关键词 missile-borne star sensor space luminous environment stray irradiancy BAFFLE real-time model
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