Electronics Optics & Control, Volume. 29, Issue 1, 23(2022)
Auxiliary Particle Filter Track-Before-Detect Based on Optimized Genetic Re-sampling
Regarding the problem that the Auxiliary Particle Filter Track-Before-Detect (APF-TBD) can not achieve good detection and tracking performance due to the lack of particles,an auxiliary particle filter track-before-detect based on optimized genetic re-sampling (OGRAPF-TBD) method is proposed.The optimized genetic re-sampling algorithm is applied in re-sampling of APF-TBD.In the re-sampling,high quality particles are chosen according to the weight,and new particles are obtained by crossover of sorting groups and mutation.The method not only maintains the advantage of APF-TBD in improving the accuracy of sampling particles by optimizing the importance distribution function,but also introduces the optimized genetic re-sampling idea into re-sampling,which can effectively solve the problem of particle shortage and increase the number of effective particles.Simulation results show that: compared with APF-TBD and particle filter track-before-detect,OGRAPF-TBD has higher target detection probability and tracking accuracy,and stronger applicability.
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ZHANG Chunjing, LIU Xiaoming. Auxiliary Particle Filter Track-Before-Detect Based on Optimized Genetic Re-sampling[J]. Electronics Optics & Control, 2022, 29(1): 23
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Received: Jan. 3, 2021
Accepted: --
Published Online: Mar. 1, 2022
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