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Research on the intelligent diagnosis method of the server based on thermal image technology

机译:基于热图像技术的服务器智能诊断方法研究

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Balancing the uneven temperature distribution of data centers can reduce cooling energy consumption significantly, as the overheated surface of servers is one of the root causes of the uneven distribution. This paper presents a method for intelligently diagnosing server operating status based on the heat distribution of the server surface. Five types of server operation can be diagnosed: normal status, main fan failure, vice-fan failure, air vent blockage and low-load status. The method involves signal processing and pattern recognition techniques such as thermal image enhancement, region segmentation and image classification. First, thermal images of server outlets in running status are captured as data; second, the images are preprocessed for standardization; third, after homomorphic filtering enhancement, the images are subjected to one-dimensional maximum entropy segmentation to obtain server hotspot images; fourth, morphological features, texture features and statistical features are extracted from hotspot images; finally, the server status is diagnosed by a support vector machine.
机译:平衡数据中心的不均匀温度分布可以显着降低冷却能耗,因为服务器的过热表面是不均匀分布的根本原因之一。本文介绍了一种基于服务器表面的热分布智能诊断服务器运行状态的方法。可以诊断五种类型的服务器操作:正常状态,主风扇故障,副风扇故障,通风堵塞和低负载状态。该方法涉及信号处理和模式识别技术,例如热图像增强,区域分割和图像分类。首先,运行状态下服务器插座的热图像被捕获为数据;其次,图像预处理标准化;第三,在同性恋过滤增强后,对图像进行一维的最大熵分割,以获得服务器热点图像;第四,从热点图像中提取形态特征,纹理特征和统计特征;最后,服务器状态由支持向量机诊断。

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