Gawthrop Peter, Lakie Martin, Loram Ian
Centre for Systems and Control & Department of Mechanical Engineering, University of Glasgow, Glasgow G12 8QQ, Scotland, UK.
Biol Cybern. 2008 Mar;98(3):229-38. doi: 10.1007/s00422-007-0206-9. Epub 2008 Jan 5.
Fitts' law is a well established empirical formula, known for encapsulating the "speed-accuracy trade-off". For discrete, manual movements from a starting location to a target, Fitts' law relates movement duration to the distance moved and target size. The widespread empirical success of the formula is suggestive of underlying principles of human movement control. There have been previous attempts to relate Fitts' law to engineering-type control hypotheses and it has been shown that the law is exactly consistent with the closed-loop step-response of a time-delayed, first-order system. Assuming only the operation of closed-loop feedback, either continuous or intermittent, this paper asks whether such feedback should be predictive or not predictive to be consistent with Fitts law. Since Fitts' law is equivalent to a time delay separated from a first-order system, known control theory implies that the controller must be predictive. A predictive controller moves the time-delay outside the feedback loop such that the closed-loop response can be separated into a time delay and rational function whereas a non- predictive controller retains a state delay within feedback loop which is not consistent with Fitts' law. Using sufficient parameters, a high-order non-predictive controller could approximately reproduce Fitts' law. However, such high-order, "non-parametric" controllers are essentially empirical in nature, without physical meaning, and therefore are conceptually inferior to the predictive controller. It is a new insight that using closed-loop feedback, prediction is required to physically explain Fitts' law. The implication is that prediction is an inherent part of the "speed-accuracy trade-off".
菲茨定律是一个公认的经验公式,以概括“速度-准确性权衡”而闻名。对于从起始位置到目标的离散手动运动,菲茨定律将运动持续时间与移动距离和目标大小联系起来。该公式在广泛的经验上的成功暗示了人类运动控制的潜在原则。以前曾有人试图将菲茨定律与工程类型的控制假设联系起来,并且已经表明该定律与一个时滞一阶系统的闭环阶跃响应完全一致。仅假设连续或间歇的闭环反馈操作,本文探讨这种反馈是应该具有预测性还是非预测性才能与菲茨定律一致。由于菲茨定律等同于从一阶系统分离出来的一个时间延迟,已知的控制理论意味着控制器必须具有预测性。预测性控制器将时间延迟移到反馈回路之外,这样闭环响应就可以分离为一个时间延迟和一个有理函数,而非预测性控制器在反馈回路中保留一个状态延迟,这与菲茨定律不一致。使用足够的参数,一个高阶非预测性控制器可以近似地重现菲茨定律。然而,这种高阶“非参数”控制器本质上是经验性的,没有物理意义,因此在概念上不如预测性控制器。一个新的见解是使用闭环反馈时,需要预测来从物理上解释菲茨定律。这意味着预测是“速度-准确性权衡”的一个固有部分。