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Real time Adaptive Approach for Hidden Targets Shape Identification using through Wall Imaging System

机译:使用壁成像系统的隐藏目标形状识别的实时自适应方法

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In Through-wall Imaging (TWI) system, shape-based identification of the hidden target behind the wall made of any dielectric material like brick, cement, concrete, dry plywood, plastic and Teflon, etc. is one of the most challenging tasks. However, it is very important to understand that the performance of TWI systems is limited by the presence of clutter due to the wall and also transmitted frequency range. Therefore, the quality of obtained image is blurred and very difficult to identify the shape of targets. In the present paper, a shape-based image identification technique with the help of a neural network and curve-fitting approach is proposed to overcome the limitation of existing techniques. A real time experimental analysis of TWI has been carried out using the TWI radar system to collect and process the data, with and without targets. The collected data is trained by a neural network for shape identification of targets behind the wall in any orientation and then threshold by a curve-fitting method for smoothing the background. The neural network has been used to train the noisy data i.e. raw data and noise free data i.e. pre-processed data. The shape of hidden targets is identified by using the curve fitting method with the help of trained neural network data and real time data. The results obtained by the developed technique are promising for target identification at any orientation.
机译:在通壁成像(TWI)系统中,基于形状的隐藏目标的隐藏目标由任何介电材料制成,如砖,水泥,混凝土,干胶合板,塑料和铁氟龙等是最具挑战性的任务之一。然而,非常重要的是要理解,由于墙壁和透射频率范围,TWI系统的性能受到杂波的存在限制。因此,所获得的图像的质量模糊并非常难以识别靶的形状。在本文中,提出了一种基于形状的图像识别技术,借助于神经网络和曲线拟合方法来克服现有技术的限制。使用TWI雷达系统进行TWI的实时实验分析,以收集和处理数据,无需目标。收集的数据由神经网络训练,用于以任何方向形状识别壁后面的目标,然后通过曲线拟合方法阈值来平滑背景。神经网络已被用来训练嘈杂的数据,即原始数据和无噪声数据I.E.预处理数据。利用训练的神经网络数据和实时数据,通过使用曲线拟合方法来识别隐藏目标的形状。由开发技术获得的结果是在任何方向上的目标识别。

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