Design and prototyping of a low-cost vehicle localization system with guaranteed convergence properties |
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Authors: | Silvè re Bonnabel |
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Affiliation: | a Centre de Robotique, Mines ParisTech, 60 boulevard Saint-Michel, 75272 Paris Cedex 06, France b School of Aerospace Engineering, Georgia Institute of Technology, Atlanta, GA 30332-0150, USA |
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Abstract: | This work presents a low-cost vehicle localization system, using measurements from one gyroscope, two wheel speed sensors and a GPS, to estimate the heading, velocity and position of a vehicle. Taking advantage of the nonholonomic constraints, the design of the observer (or “filter”) takes into account imperfections of the embedded sensor measurements, such as a slowly time-varying gyroscope bias or some uncertainty in the wheel diameter value. Thanks to a well-chosen nonlinear structure, the estimator is easy to tune, easy to implement, and well-behaved even at very low speed. Moreover, the proposed filter has guaranteed convergence properties when GPS is available and keeps providing good estimations during GPS losses. Simulation and experiment results in urban area illustrate the good performance of the algorithm. |
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Keywords: | Low-cost vehicle localization system Nonlinear filter Nonholonomic constraints Guaranteed convergence properties Symmetries |
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