Model Based On-Line Energy Prediction System for Semi-autonomous Mobile Robots

Maximizing energy autonomy is a consistent challenge when deploying mobile robots in ionizing radiation or other hazardous environments. Having a reliable robot system is essential for successful execution of missions and to avoid manual recovery of the robots in environments that are harmful to human beings. For deployment of robots missions at short notice, the ability to know beforehand the energy required for performing the task is essential. This paper presents a on-line method for predicting energy requirements based on the pre-determined power models for a mobile robot. A small mobile robot, Khepera III is used for the experimental study and the results are promising with high prediction accuracy. The applications of the energy prediction models in energy optimization and simulations are also discussed along with examples of significant energy savings.

[1]  Jinfeng Liu,et al.  Power-aware scheduling under timing constraints for mission-critical embedded systems , 2001, Proceedings of the 38th Design Automation Conference (IEEE Cat. No.01CH37232).

[2]  C Bertone,et al.  Remotely Operated Train for Inspection and Measurement in CERN's LHC Tunnel , 2009 .

[3]  Alexander Zelinsky,et al.  Autonomous Battery Recharging for Indoor Mobile Robots , 2000 .

[4]  Wei Yu,et al.  Power modeling of a skid steered wheeled robotic ground vehicle , 2009, 2009 IEEE International Conference on Robotics and Automation.

[5]  Y. Charlie Hu,et al.  Deployment of mobile robots with energy and timing constraints , 2006, IEEE Transactions on Robotics.

[6]  Keith Brown,et al.  Towards Socially Constrained Power Management for Long-Term Operation of Mobile Robots , 2010 .

[7]  Salvador Pedraza,et al.  Power Consumption Modeling of Skid-Steer Tracked Mobile Robots on Rigid Terrain , 2009, IEEE Transactions on Robotics.

[8]  Ramviyas Parasuraman,et al.  Energy Management Module for Mobile Robots in Hostile Environments , 2012, TAROS.

[9]  Francesco Mondada,et al.  The marXbot, a miniature mobile robot opening new perspectives for the collective-robotic research , 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[10]  Y. Charlie Hu,et al.  Energy-efficient motion planning for mobile robots , 2004, IEEE International Conference on Robotics and Automation, 2004. Proceedings. ICRA '04. 2004.

[11]  Pratap Tokekar,et al.  Energy-optimal velocity profiles for car-like robots , 2011, 2011 IEEE International Conference on Robotics and Automation.

[12]  Seiga Kiribayashi,et al.  Redesign of rescue mobile robot Quince , 2011, 2011 IEEE International Symposium on Safety, Security, and Rescue Robotics.

[13]  Bin Wang,et al.  Staying-alive path planning with energy optimization for mobile robots , 2012, Expert Syst. Appl..

[14]  Pierre Lamon The SOLERO Rover , 2008 .

[15]  Jens Wawerla,et al.  Optimal Robot Recharging Strategies For Time Discounted Labour , 2008, ALIFE.

[16]  Byung Kook Kim,et al.  Minimum-Energy Motion Planning for Differential-Driven Wheeled Mobile Robots , 2008 .

[17]  Wei Yu,et al.  Dynamic Modeling and Power Modeling of Robotic Skid-Steered Wheeled Vehicles , 2011 .

[18]  Yung-Hsiang Lu,et al.  A case study of mobile robot's energy consumption and conservation techniques , 2005, ICAR '05. Proceedings., 12th International Conference on Advanced Robotics, 2005..