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Research on positioning algorithm of electric mine shovel based on UWB technology
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research-on-positioning-algorithm-of-electric-mine-shovel-based-on-uwb-technology
Abstract:In thc harsh working environment of mines,the traditional cable reeling method cannot guarantee the power supply of electric shovel for a long time, and there are hidden safety hazards in the process of power supply. A new cable reel car which follows the shovel is proposed to address the above problems.In order to realize the autonomous following of electric shovel by cable reel car and ensure the 1。ng time power supply of electric shovel in mining environment,the positioning algorithm of electric mine shovel based on uItra wide band(UWB)technology is proposed and time difference of arrival(TDOA) aigorithm is used to construct the positioning model of electric mine shovel.Based on the TDOA ranging algorithm,the di Stance from each base station to the target electtic shovel position is measured and the difference is calculaled.The distance difference information obtained is moving average filtered to suppress the noise generated in the ranging process and achieve smooth data.The tag position is calculated according 10 the distance difference after fihering correction.The target electric shovel position is tracked with the strong tracking extended Kalman fiher(STFEKF)algorithm to further eliminate noise and improve the positioning accuracy of the target electric shovel during movement.The simulation results show that under the influence of different Observation noises,the error of the moving filter+STFEKF positioning method is smaller than that of the traditional EKF algorithm.This method effectively solves the problem of positioning error increasing with the distance increasing or the sudden change of shovel movement.The positioning mean square deviation is reduced by more than 70%compared with the traditional EKF algorithm,and the positioning traj ectory is closer to the real movement traj ectory of the target with good performance of positioning tracking and noise suppression.
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2023-11-25
2023-11-25
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基于UWB技术的矿山电铲定位算法研究.pdf
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2023-11-25
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cable reel car, electric shovel positioning, tracking positioning, wireless positioning, UWB, TDOA, strong tracking extended Kalman filter, moving average filter
Research on positioning algorithm of electric mine shovel based on UWB technology
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