基于图像的在线可变延迟可测量控制的实现感知设计

Róbinson Medina Sánchez, S. Stuijk, Dip Goswami, T. Basten
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引用次数: 2

摘要

基于图像的控制使用图像处理算法来获取传感信息。与图像处理算法相关的传感延迟是典型的平台相关和时变的。现代嵌入式平台允许在设计时获得延迟直方图来表征传感延迟,并在运行时测量其精确值。我们利用这些知识来设计变延迟控制器。该设计还考虑了图像处理算法的资源配置:顺序(具有一个处理资源)或流水线(具有多处理能力)。由于控制性能在很大程度上依赖于模型质量,我们提出了一个利用模型不确定性和延迟直方图来获得控制性能界限的仿真基准。我们的基准测试用于选择一个可变延迟控制器和一个优于恒定最坏情况延迟控制器的资源配置。
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Implementation-aware design of image-based control with on-line measurable variable-delay
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.
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