Active target detection with mobile agents

Sunav Choudhary, Naveen Kumar, S. Narayanan, U. Mitra
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引用次数: 10

Abstract

A strategy for active target detection suitable for the use of mobile agents in a field is presented. In particular, there is an interest in autonomous underwater vehicles. By exploiting notions from group testing, the proposed algorithm decides when to collect new samples depending on whether the mobile agent perceives the sensor measurements correspond to noise or a target pattern. Under suitable assumptions about the field emanated by the target, i.e. the target signature is locally low rank in the field, one can efficiently sample the field to locate the target using O(m log m log n) samples on an n × n grid where m ≪ n is a parameter specifying the group size.
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主动目标检测与移动代理
提出了一种适合于现场移动agent使用的主动目标检测策略。特别是,人们对自主水下航行器很感兴趣。通过利用群体测试的概念,该算法根据移动代理是否感知到传感器测量值对应于噪声或目标模式来决定何时收集新样本。在对目标发出的磁场进行适当假设的情况下,即目标信号在磁场中是局部低阶的,人们可以在n × n网格上使用O(m log m log n)个样本对磁场进行有效采样以确定目标的位置,其中m≪n是表示组大小的参数。
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