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Adaptive Dynamic Programming for Human Postural Balance Control

机译:人体姿势平衡控制的自适应动态规划

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This paper provides a basis for studying human postural balance control about upright stance using adaptive dynamic programming (ADP) theory. Previous models of human sensorimotor control rely on a priori knowledge of system dynamics. Here, we provide an alternative framework based on the ADP theory. The main advantage of this new framework is that the system model is no longer required, and an adaptive optimal controller is obtained directly from input and state data. We apply this theory to simulate human balance behavior, and the obtained results are consistent with the experiment data presented in the past literature.
机译:本文为利用自适应动态规划(ADP)理论研究人体姿势平衡对立姿的控制提供了基础。人体感应运动控制的先前模型依赖于系统动力学的先验知识。在这里,我们提供了一个基于ADP理论的替代框架。这个新框架的主要优点是不再需要系统模型,而直接从输入和状态数据中获得自适应最优控制器。我们运用这一理论模拟人的平衡行为,所得结果与以往文献中给出的实验数据相吻合。

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