Accurate parameter estimation of systematic odometry errors for two-wheel differential mobile robots

来源 :Journal of Measurement Science and Instrumentation | 被引量 : 0次 | 上传用户:ifeelart
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Odometry using incremental wheel encoder sensors provides the relative robot pose estimation.However,the odometry suffers from the accumulation of kinematic modeling errors of wheels as the robot’s travel distance increases.Therefore,the systematic errors need to be calibrated.The University of Michigan Benchmark(UMBmark)method is a widely used calibration scheme of the systematic errors in two-wheel differential mobile robots.In this paper,the accurate parameter estimation of systematic errors is proposed by extending the conventional method.The contributions of this paper can be summarized as two issues.The first contribution is to present new calibration equations that reduce the systematic odometry errors.The new equations were derived to overcome the limitation of conventional schemes.The second contribution is to propose the design guideline of the test track for calibration experiments.The calibration performance can be improved by appropriate design of the test track.The simulations and experimental results show that the accurate parameter estimation can be implemented by the proposed method. Odometry using incremental wheel encoder sensors provides the relative robot pose estimation. Still, the odometry suffers from the accumulation of kinematic modeling errors of wheels as the robot’s travel distance increases. Herefore, the systematic errors need to be calibrated. The University of Michigan Benchmark ( UMBmark) method is a widely used calibration scheme of the systematic errors in two-wheel differential mobile robots. In this paper, the accurate parameter estimation of systematic errors is proposed by extending the conventional method. The contributions of this paper can be summarized as two issues. The first contribution is to present new calibration equations that reduce the systematic odometry errors that new. were reduced to the overcome the limitation of conventional schemes. The second contribution is to propose the design guideline of the test track for calibration experiments. The calibration performance can be improved by appropriate design of the test track.The simula tions and experimental results show that the accurate parameter estimation can be implemented by the proposed method.
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