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Fuzzy logic path planning for the robotic placement of fabrics on a work table

机译:用于在工作台上自动放置织物的模糊逻辑路径规划

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摘要

In this paper, an innovative fuzzy logic approach for the robotic laying of fabrics on a work table and based on fuzzy sets is presented. Through handling experiments the solution domain for the path of the robotic gripper is determined, the handling parameters are identified and implicit knowledge is accumulated. Then a proper scheme for the data acquisition is formed and a path-planning algorithm based on fuzzy logic is developed. Due to conflicts and inaccuracies of the acquired data, a subtractive clustering algorithm is used, to identify the proper clusters for the two developed fuzzy systems, with the first employing the clusters as rules and the second a neuro-fuzzy system initialised by the implicit knowledge and trained via back-propagation. Finally, the effectiveness of the two path-planning systems is investigated in an experimental stage where the robot successfully places on a table fabrics of a variety of materials and sizes.
机译:本文提出了一种创新的模糊逻辑方法,用于在工作台上基于模糊集对织物进行自动放置。通过处理实验,确定了机械手路径的解决方案域,确定了处理参数并积累了隐性知识。然后形成一个合适的数据采集方案,并提出了一种基于模糊逻辑的路径规划算法。由于所获取数据的冲突和不准确性,使用减法聚类算法为两个已开发的模糊系统识别适当的聚类,其中第一个将聚类用作规则,第二个将隐式知识初始化为神经模糊系统并通过反向传播进行训练。最后,在实验阶段研究了两个路径规划系统的有效性,在该阶段,机器人成功地将各种材料和尺寸的桌布放置在桌子上。

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