When robots entered our day-to-day life, the shared space surrounding humans and robots is critical for effective Human-Robot collaboration. The design of shared space should satisfy humans' preferences and robots' efficiency. This work uses kitchen design as an example to illustrate the importance of good space design in facilitating such collaboration. Given the kitchen boundary, counters, and recipes, the proposed method computes the optimal placement of counters that meet the requirement of kitchen design rules and improve Human-Robot collaboration. The key technical challenge is that the optimization method usually evaluates thousands of designs and the computational cost of motion planning, which is part of the evaluation function, is expensive. We use a decentralized motion planner that can solve multi-agent motion planning efficiently. Our results indicate that optimized kitchen designs can provide noticeable performance improvement to Human-Robot collaboration.
翻译:当机器人进入我们的日常生活时,人与机器人共享的空间对于有效的人机协作至关重要。共享空间的设计应满足人类的喜好和机器人的效率。本文以厨房设计为例,说明了优秀空间设计在促进人机协作中的重要性。在给定厨房边界、柜台和菜谱的情况下,本方法计算满足厨房设计规则并提高人机协作的优化柜台布局。关键技术挑战在于优化方法通常要评估数千个设计,并且评估函数的一部分——运动规划的计算成本很高。我们使用了一种可以高效解决多智能体运动规划问题的去中心化运动规划器。我们的结果表明,优化的厨房设计可以显着提高人机协作的性能。