Dynamically optimal trajectories for earthmoving excavators

Abstract We consider the problem of generating time-efficient, minimum torque motions for earthmoving excavators. Limits on actuator forces, as well as on joint velocities and accelerations, are assumed given, and the objective is to produce the fastest possible minimum torque motions while avoiding torque saturation limits. Relying on a set of recursive geometric algorithms for calculating the excavator dynamics that also calculates analytic gradients and Hessians of the dynamics as a by-product, we develop robust, reliable algorithms that generate such optimal trajectories. The resulting trajectories are compared with actual digging motions of experienced operators.

[1]  Kaspar Althoefer,et al.  Soil Estimation Based on Dissipation Energy during Autonomous Excavation , 2008 .

[2]  Sanjiv Singh,et al.  Models for Automated Earthmoving , 1999, ISER.

[3]  Sanjiv Singh,et al.  A Robotic Excavator for Autonomous Truck Loading , 1999, Auton. Robots.

[4]  Hiroshi Yamamoto,et al.  Basic Technology toward Autonomous Hydraulic Excavator , 2009 .

[5]  Sanjiv Singh,et al.  Modeling and identification of soil-tool interaction in automated excavation , 1998, Proceedings. 1998 IEEE/RSJ International Conference on Intelligent Robots and Systems. Innovations in Theory, Practice and Applications (Cat. No.98CH36190).

[6]  Frank Chongwoo Park,et al.  Newton-type algorithms for dynamics-based robot movement optimization , 2005, IEEE Transactions on Robotics.

[7]  Sanjiv Singh,et al.  Learning to predict resistive forces during robotic excavation , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[8]  Bokman Lim,et al.  Bandwidth Maximizing Design for Hydraulically Actuated Excavators , 2010 .

[9]  Frank Chongwoo Park,et al.  Fast Robot Motion Generation Using Principal Components: Framework and Algorithms , 2008, IEEE Transactions on Industrial Electronics.

[10]  Frank Chongwoo Park,et al.  A Lie Group Formulation of Robot Dynamics , 1995, Int. J. Robotics Res..

[11]  F. Park,et al.  Symbolic formulation of closed chain dynamics in independent coordinates , 1999 .

[12]  Frank Chongwoo Park,et al.  Optimal robot motions for physical criteria , 2001, J. Field Robotics.

[13]  Septimiu E. Salcudean,et al.  A Virtual Environment for the Simulation and Programming of Excavation Trajectories , 2001, Presence: Teleoperators & Virtual Environments.