首页> 外文期刊>Journal of Real-Time Image Processing >Automatic reading of domestic electric meter: an intelligent device based on image processing and ZigBee/Ethernet communication
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Automatic reading of domestic electric meter: an intelligent device based on image processing and ZigBee/Ethernet communication

机译:家用电表的自动读取:基于图像处理和ZigBee /以太网通讯的智能设备

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In undeveloped areas around the world, many traditional meters need to be upgraded. Compared with replacing the mounted meters with high-cost modern ones, it is a better choice to upgrade them with new technologies. In this paper, an automatic reading system of the traditional household meter is designed on the basis of image processing and advanced DSP system. To identify the meter reading accurately, a regional average method is proposed to implement the image-scaling in order to avoid the distortion. In the image-filtering process, we raise an average-product method which is verified to attain good effects. For image segmentation, a new union thresholding method, based on the grayscale transformation, is proposed to enhance the adaptability of uneven luminance. Iterative rejection is applied to decrease the errors during character localization. Then, a training sample library with 1,400 characters is designed and collected for the training of the BP neural network. For data transmission, NAT technology is introduced to build data connection between the remote server and the data collectors working in the local area network. According to the field test, the proposed system can obtain a recognition rate of 99.7 % under normal environment, with the identification period below 2 s, while the resulting data can be transferred reliably through 1-3 walls in ordinary buildings.
机译:在世界上欠发达的地区,许多传统的电表需要升级。与用高成本的现代仪表代替已安装的仪表相比,用新技术进行升级是一个更好的选择。本文在图像处理和先进的DSP系统的基础上,设计了一种传统的家用电表自动读取系统。为了准确识别电表读数,提出了一种区域平均法来实现图像缩放,以避免失真。在图像滤波过程中,我们提出了一种平均乘积法,该方法经验证可以达到良好的效果。对于图像分割,提出了一种新的基于灰度变换的联合阈值法,以提高亮度不均匀的适应性。应用迭代拒绝以减少字符定位期间的错误。然后,设计并收集了一个具有1400个字符的训练样本库,用于训练BP神经网络。对于数据传输,引入了NAT技术,以在远程服务器和局域网中工作的数据收集器之间建立数据连接。根据现场测试,所提出的系统在正常环境下的识别率可达99.7%,识别周期小于2 s,而生成的数据可以通过普通建筑物中的1-3面墙可靠地传输。

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