Wireless sensor networks for image recognition

L. Hou, Yan Yang
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Abstract

With the expanding of wireless sensor networks (WSNs) application, WSNs are not only designed to measure slow changing scalar values and fast changing dynamic signals such as temperature and vibration but also used to recognize more complex information like image. The image recognition system based on WSNs is a low cost and convenient alternative method for traditional wire image recognition system. This paper firstly reviews the current state of the art of WSNs for image recognition and its application in fire detection, smart metering device, medical care, and target tracking. The main research challenges and potential solutions in this field are then discussed. Optimized image recognition algorithm for WSNs nodes and low- power FPGA based WSNs nodes will be the effective solutions. Finally, a reading recognition system for the traditional rolling digital water meter is proposed and verified. The experimental results indicate that the recognition rate of the presented system reaches 97.4% for the complete number and 83.2% for the rolling number.
无线传感器网络图像识别
随着无线传感器网络应用的不断扩大,无线传感器网络不仅可以用于测量缓慢变化的标量值和快速变化的动态信号(如温度和振动),还可以用于识别更复杂的信息(如图像)。基于无线传感器网络的图像识别系统是传统有线图像识别系统的一种低成本、方便的替代方法。本文首先综述了无线传感器网络用于图像识别的研究现状及其在火灾探测、智能计量设备、医疗保健和目标跟踪等方面的应用。然后讨论了该领域的主要研究挑战和潜在的解决方案。优化传感器网络节点的图像识别算法和基于FPGA的低功耗传感器网络节点将是有效的解决方案。最后,提出并验证了一种传统滚动数字水表的读数识别系统。实验结果表明,该系统对完整号的识别率达到97.4%,对滚动号的识别率达到83.2%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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