Experimental autonomous excavation using fuzzy behavior control

This paper presents a behavior-based control architecture for an autonomous excavator. The excavation model proposed is based on a front-end-loader type machine that excavates material composed mainly of blasted rock. At the lowest level of the control architecture individual fuzzy-behaviors provide a reactive interface between the control system and machine/environment. Behaviors consist of multiple actions or action sequences that are feasible to complete the task specified for each behavior. Task planning at the highest level uses finite state machines to decompose excavation goals into tasks and then tasks into behaviors. Features of the proposed control approach are discussed and compared with other behavior-based control approaches. Experimental results demonstrate the abilities of the system to effectively complete practical rock excavation tasks.

[1]  Darcy M. Bullock,et al.  Object-Oriented Programming in Robotics Research for Excavation , 1992 .

[2]  Fei-Yue Wang,et al.  Autonomous Robotic Mining Excavation Using Fuzzy Logic and Neural Networks , 1995, J. Intell. Fuzzy Syst..

[3]  Erann Gat,et al.  Behavior control for robotic exploration of planetary surfaces , 1994, IEEE Trans. Robotics Autom..

[4]  Maja J. Mataric Distributed approaches to behavior control , 1992, Other Conferences.

[5]  Sanjiv Singh,et al.  First results in the autonomous retrieval of buried objects , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[6]  Rodney A. Brooks,et al.  A Robust Layered Control Syste For A Mobile Robot , 2022 .

[7]  Fei-Yue Wang,et al.  Fuzzy behavior integration and action fusion for robotic excavation , 1996, IEEE Trans. Ind. Electron..

[8]  Sanjiv Singh,et al.  Synthesis of tactical plans for robotic excavation , 1996 .

[9]  Fei-Yue Wang,et al.  Experimental robotic excavation with fuzzy logic and neural networks , 1996, Proceedings of IEEE International Conference on Robotics and Automation.

[10]  Jonathan H. Connell,et al.  SSS: a hybrid architecture applied to robot navigation , 1992, Proceedings 1992 IEEE International Conference on Robotics and Automation.

[11]  Leonhard E. Bernold,et al.  Control Model for Robotic Backhoe Excavation and Obstacle Handling , 1994 .

[12]  In So Kweon,et al.  Architecture of behavior-based mobile robot in dynamic environment , 1992, Proceedings 1992 IEEE International Conference on Robotics and Automation.