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Practical Model for Energy Consumption Analysis of Omnidirectional Mobile Robot
Linfei Hou1, Fengyu Zhou1, Kiwan Kim2
1School of Control Science and Engineering, Shandong University, Jinan 250061, China.
This study developed an accurate energy consumption model for four-wheeled Mecanum robots. The model predicts power usage based on factors like terrain and motor temperature, achieving 95% accuracy to optimize robot energy efficiency.
Area of Science:
- Robotics
- Energy Systems Engineering
- Artificial Intelligence
Background:
- Mecanum wheel robots offer high maneuverability and load capacity, crucial for precise tasks in confined spaces.
- Despite their advantages, Mecanum robots exhibit significant energy consumption variations based on operating conditions.
- Accurate power consumption modeling is essential for efficient operation and task planning.
Purpose of the Study:
- To develop a precise energy consumption model for four-wheeled Mecanum robots.
- To enhance the applicability and accuracy of Mecanum robot energy modeling.
- To identify key factors influencing Mecanum robot power consumption.
Main Methods:
- Investigated factors affecting energy consumption: motor temperature, terrain, and center of gravity.
- Derived a model integrating kinematic, kinetic, electrical engineering, and energy flow principles.
- Validated the model through MATLAB simulations and experimental testing on a four-wheeled Mecanum robot platform.
Main Results:
- The developed energy consumption model achieved an accuracy of 95%.
- The model effectively correlates operational parameters with power consumption.
- Experimental validation confirmed the model's predictive capabilities.
Conclusions:
- The validated energy consumption model provides accurate predictions for Mecanum robots.
- This model supports energy-saving strategies through optimized path and task planning.
- The findings contribute to more efficient deployment of Mecanum robots in industrial applications.
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