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A GENERAL FRAMEWORK FOR MINIMIZING ENERGY CONSUMPTION OF SERIES ELASTIC ACTUATORS WITH REGENERATION

机译:最小化带有再生的系列弹性执行器的能量消耗的一般框架

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摘要

The use of actuators with inherent compliance, such as series elastic actuators (SEAs), has become traditional for robotic systems working in close contact with humans. SEAs can reduce the energy consumption for a given task compared to rigid actuators, but this reduction is highly dependent on the design of the SEA’s elastic element. This design is often based on natural dynamics or a parameterized optimization, but both approaches have limitations. The natural dynamics approach cannot consider actuator constraints or arbitrary reference trajectories, and a parameterized elastic element can only be optimized within the given parameter space. In this work, we propose a solution to these limitations by formulating the design of the SEA’s elastic element as a non-parametric convex optimization problem, which yields a globally optimal conservative elastic element while respecting actuator constraints. Convexity is proven for the case of an arbitrary periodic reference trajectory with a SEA capable of energy regeneration. We discuss the optimization results for the tasks defined by the human ankle motion during level-ground walking and the natural motion of a single mass-spring system with a nonlinear spring. For all these tasks, the designed SEA reduces energy consumption and satisfies the actuator’s constraints.
机译:对于那些与人类紧密接触的机器人系统,使用具有内在兼容性的执行器(例如串联弹性执行器(SEA))已成为传统。与刚性执行器相比,SEA可以减少给定任务的能耗,但是这种减少很大程度上取决于SEA弹性元件的设计。这种设计通常基于自然动力学或参数优化,但是这两种方法都有局限性。自然动力学方法无法考虑执行器约束或任意参考轨迹,并且只能在给定的参数空间内优化参数化的弹性元件。在这项工作中,我们通过将SEA弹性元件的设计公式化为非参数凸优化问题来提出这些限制的解决方案,从而在考虑致动器约束的同时产生全局最优的保守弹性元件。对于具有能再生能量的SEA的任意周期性参考轨迹,证明了凸性。我们讨论了在水平地面行走过程中人类脚踝运动以及具有非线性弹簧的单个质量弹簧系统的自然运动所定义任务的优化结果。对于所有这些任务,设计的SEA可以降低能耗并满足执行器的约束。

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