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Model-based vs. model-free visual servoing: A Performance evaluation in microsystems

机译:基于模型与无模型的视觉伺服:微观系统中的性能评估

摘要

In this paper, model-based and model-free image based visual servoing (VS) approaches are implemented on a microassembly workstation, and their regulation and tracking performances are evaluated. A precise image based VS relies on computation of the image jacobian. In the model-based visual servoing, the image Jacobian is computed via calibrating the optical system. Precisely calibrated model based VS promises better positioning and tracking performance than the model-free approach. However, in the model-free approach, optical system calibration is not required due to the dynamic Jacobian estimation, thus it has the advantage of adapting to the different operating modes.
机译:本文在微型装配工作站上实现了基于模型和无模型的基于图像的视觉伺服(VS)方法,并对它们的调节和跟踪性能进行了评估。基于精确图像的VS依赖于图像雅可比的计算。在基于模型的视觉伺服中,通过校准光学系统来计算图像雅可比行列式。与无模型方法相比,基于VS的精确校准模型可提供更好的定位和跟踪性能。然而,在无模型方法中,由于动态雅可比估计,不需要光学系统校准,因此具有适应不同工作模式的优势。

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