Title :
Research of PF Based on D-S theory Algorithm
Author :
Bo, Wang ; ChanLin, Wang ; Ruitao, Li
Author_Institution :
Naval Aeronaut. Eng. Inst., Yantai
Abstract :
The application of Particle Filter needs no rigorous precondition, moreover Particle Filter demonstrates good convergence. But Particle Filter has inherence shortcomings, which limit its further application. An new improved Particle Filter is proposed. In the paper, the thought and difficulty for improvement is explained. Then viewpoint to solve the difficulty is introduced with D-S theory. After introducing D-S theory, paper gives then method of overcoming degradation of samples with D-S theory. The simulation result show that the thought is right, the method is feasible, the result is effective.
Keywords :
inference mechanisms; particle filtering (numerical methods); D-S theory algorithm; particle filter; rigorous precondition; sample degradation; Filtering algorithms; Filtering theory; Gaussian processes; Instruments; Nonlinear filters; Particle filters; Particle measurements; Particle swarm optimization; Sampling methods; System testing; D-S theory; Particle Filter; improve; simulation;
Conference_Titel :
Electronic Measurement and Instruments, 2007. ICEMI '07. 8th International Conference on
Conference_Location :
Xi´an
Print_ISBN :
978-1-4244-1136-8
Electronic_ISBN :
978-1-4244-1136-8
DOI :
10.1109/ICEMI.2007.4351039