Visual Control of Wheeled Mobile Robots: Unifying Vision and Control in Generic Approaches (Springer Tracts in Advanced Robotics)

Héctor . M Becerra, Carlos Sagüés

  • 出版商: Springer
  • 出版日期: 2014-04-08
  • 售價: $5,540
  • 貴賓價: 9.5$5,263
  • 語言: 英文
  • 頁數: 118
  • 裝訂: Hardcover
  • ISBN: 3319057820
  • ISBN-13: 9783319057828
  • 相關分類: 機器人製作 Robots
  • 海外代購書籍(需單獨結帳)

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商品描述

Vision-based control of wheeled mobile robots is an interesting field of research from a scientific and even social point of view due to its potential applicability. This book presents a formal treatment of some aspects of control theory applied to the problem of vision-based pose regulation of wheeled mobile robots. In this problem, the robot has to reach a desired position and orientation, which are specified by a target image. It is faced in such a way that vision and control are unified to achieve stability of the closed loop, a large region of convergence, without local minima and good robustness against parametric uncertainty. Three different control schemes that rely on monocular vision as unique sensor are presented and evaluated experimentally. A common benefit of these approaches is that they are valid for imaging systems obeying approximately a central projection model, e.g., conventional cameras, catadioptric systems and some fisheye cameras. Thus, the presented control schemes are generic approaches. A minimum set of visual measurements, integrated in adequate task functions, are taken from a geometric constraint imposed between corresponding image features. Particularly, the epipolar geometry and the trifocal tensor are exploited since they can be used for generic scenes. A detailed experimental evaluation is presented for each control scheme.

商品描述(中文翻譯)

基於視覺的輪式移動機器人控制是一個有趣的研究領域,從科學甚至社會的角度來看,因為它具有潛在的應用性。本書對控制理論的一些方面進行了正式的探討,這些方面應用於基於視覺的輪式移動機器人姿態調節問題。在這個問題中,機器人必須達到由目標影像指定的期望位置和方向。它的面向方式使得視覺和控制得以統一,以實現閉環的穩定性、大範圍的收斂區域、無局部最小值以及對參數不確定性的良好魯棒性。本文提出並實驗評估了三種不同的控制方案,這些方案依賴於單目視覺作為唯一的感測器。這些方法的一個共同優點是,它們適用於大致遵循中央投影模型的成像系統,例如傳統相機、反射系統和某些魚眼相機。因此,所提出的控制方案是通用的方法。從對應影像特徵之間施加的幾何約束中,提取了一組最小的視覺測量,並整合到適當的任務函數中。特別地,利用了極點幾何和三焦張量,因為它們可以用於通用場景。每個控制方案都進行了詳細的實驗評估。