Navigation of Omni-Directional Mobile Robot in Unstructured Environments using Fuzzy Logic Control

Navigation of Omni-Directional Mobile Robot in Unstructured Environments using Fuzzy Logic Control
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使用模糊逻辑控制在非结构化环境中进行全向移动机器人导航

DOI:
10.1109/ieeeconf49454.2021.9382654
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发表时间:
2021
期刊:
Proceedings of the 2021 IEEE/SICE International Symposium on System Integration (SII)
影响因子:
--
通讯作者:
Ahmed M. R. Fath
Ahmed M. R. Fath
中科院分区:
--
文献类型:
--
作者:
Mohamed Abdelwahab;Victor Parque;A. A. Abouelsoud;Ahmed M. R. Fath

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在现有的控制方案中,模糊逻辑(FL)在提供对传感器读数的不确定性和噪声的鲁棒性方面具有优势。然而,众所周知,基于 FL 的导航策略的性能受到具有非凸配置的多边形环境中的局部最小风险的限制。在这里,我们提出了一种用于移动机器人自主导航的双级模糊逻辑方案。我们使用 Robotino(一种全向移动机器人架构)进行了详尽的计算和现实世界实验,显示了避免局部最小值和障碍物碰撞的潜力,从而为移动机器人提供了计算高效且基于自适应 FL 的行为模块。
Among the existing control schemes, Fuzzy Logic (FL) is advantageous in offering robustness to uncertainty and noise in sensor readings. However, the performance of FL-based navigation strategies is well-known to be bounded by localminima risks in polygonal environments with nonconvex configurations. Here, we propose a twin-stage Fuzzy Logic scheme for autonomous navigation of mobile robots. Our exhaustive computational and real-world experiments using Robotino, an omnidirectional mobile robot architecture shows the potential to avoid local-minima and obstacle collisions, enabling the computationally efficient and adaptive FL-based behavioural modules for mobile robots.
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