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首页> 外文期刊>Journal of Real-Time Image Processing >Real-time filtering on parallel SIMD architectures for automated quality inspection
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Real-time filtering on parallel SIMD architectures for automated quality inspection

机译:并行SIMD架构的实时过滤自动化质量检验

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Surface metrology in automated quality inspection is a field, among many others, affected by noise and thus requiring filtering. In surface metrology, filtering is required to remove undesired information from data in order to extract surface features and relevant properties necessary for quality control. Moreover, filtering requires immediate results, while the product is being manufactured. This way, quick correcting actions can be directly applied to solve possible manufacturing issues. This work proposes different strategies to filter height maps in real-time acquired using laser profilers, the most widely used inspection method in industrial applications. Different models to apply the filtering operations are considered, particularly assessing different alternatives to store previous samples in memory, which are required for data filtering. FIFO, double FIFO, circular and double circular buffers are evaluated. Furthermore, CPU parallelism, SIMD instructions and cache-line friendly data structures are analyzed. The proposed methods are extremely efficient, capable of filtering laser profiles at extremely high acquisition rates. The proposed methods are designed for real-time surface metrology, but they are very likely to find potential applications in different areas. The filters are compared in terms of accuracy and speed, including other well-known filters such as the spline filter. Tests analyze execution time, including cache efficiency and filtering accuracy. Results with synthetic data and real data obtained from steel strips show excellent performance, providing accurate results at very high speeds.
机译:自动化质量检验中的表面计量是一个领域,其中许多人受到噪声的影响,因此需要过滤。在表面计量学中,需要过滤以从数据中删除不期望的信息,以提取质量控制所需的表面特征和相关性能。此外,滤波需要立即产生结果,而制造产品。这样,可以直接应用快速纠正动作来解决可能的制造问题。这项工作提出了不同的策略来利用激光分析器的实时滤波高度地图,是工业应用中最广泛的检查方法。考虑应用过滤操作的不同模型,特别是评估在存储器中存储先前样本的不同替代方案,这是数据过滤所需的。评估FIFO,双重FIFO,圆形和双圆形缓冲区。此外,分析了CPU并行性,SIMD指令和高速缓存线友好数据结构。所提出的方法非常有效,能够以极高的采集速率过滤激光谱。该方法设计用于实时表面计量,但它们很可能在不同区域找到潜在的应用。在精度和速度方面比较过滤器,包括其他众所周知的滤波器,例如样条滤波器。测试分析执行时间,包括缓存效率和过滤准确性。通过钢带获得的合成数据和真实数据显示出优异的性能,以非常高的速度提供精确的结果。

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