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Implementation-aware design of image-based control with on-line measurable variable-delay

机译:具有在线可测量变量延迟的基于图像的控制的实现感知设计

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Image-based control uses image-processing algorithms to acquire sensing information. The sensing delay associated with the image-processing algorithm is typically platform-dependent and time-varying. Modern embedded platforms allow to characterize the sensing delay at design-time obtaining a delay histogram, and at run-time measuring its precise value. We exploit this knowledge to design variable-delay controllers. This design also takes into account the resource configuration of the image processing algorithm: sequential (with one processing resource) or pipelined (with multiprocessing capabilities). Since the control performance strongly depends on the model quality, we present a simulation benchmark that uses the model uncertainty and the delay histogram to obtain bounds on control performance. Our benchmark is used to select a variable-delay controller and a resource configuration that outperform a constant worst-case delay controller.
机译:基于图像的控制使用图像处理算法获取感测信息。与图像处理算法相关联的感测延迟通常是平台依赖性和时变的。现代嵌入式平台允许在设计时在延迟直方图和测量其精确值的运行时表征感测延迟。我们利用这些知识来设计变量延迟控制器。该设计还考虑了图像处理算法的资源配置:顺序(有一个处理资源)或流水线(具有多处理能力)。由于控制性能强烈取决于模型质量,因此我们介绍了一种使用模型不确定性和延迟直方图来获得控制性能的界限的模拟基准。我们的基准测试用于选择可变延迟控制器和优于恒定最坏情况延迟控制器的资源配置。

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