Name
Title | ||
|---|---|---|
Particle Swarm Optimization Based Active Noise Control Algorithm Without Secondary Path Identification |
Abstract | ||
|---|---|---|
In this paper, particle swarm optimization (PSO) algorithm, which is a nongradient but simple evolutionary computing-type algorithm, is proposed for developing an efficient active noise control (ANC) system. The ANC is conventionally used to control low-frequency acoustic noise by employing a gradient-optimization-based filtered-X least mean square (FXLMS) algorithm. Hence, there is a possibility that the performance of the ANC may be trapped by local minima problem. In addition, the conventional FXLMS algorithm needs prior identification of the secondary path. The proposed PSO-based ANC algorithm does not require the estimation of secondary path transfer function unlike FXLMS algorithm and, hence, is immune to time-varying nature of the secondary path. In this investigation, a small modification is incorporated in the conventional PSO algorithm to develop a conditional reinitialized PSO algorithm to suit to the time-varying plants of the ANC system. Systematic computer simulation studies are carried out to evaluate the performance of the new PSO-based ANC algorithm. |
Year | DOI | Venue |
|---|---|---|
2012 | 10.1109/TIM.2011.2169180 | Instrumentation and Measurement, IEEE Transactions |
Keywords | Field | DocType |
active noise control,evolutionary computation,gradient methods,least mean squares methods,particle swarm optimisation,PSO algorithm,active noise control algorithm,evolutionary computing-type algorithm,gradient-optimization-based filtered-X least mean square algorithm,local minima problem,low-frequency acoustic noise control,particle swarm optimization algorithm,Active noise control (ANC),adaptive filtering,conditional reinitialized PSO (CRPSO),optimization,particle swarm optimization (PSO) | Particle swarm optimization,Noise,Convergence (routing),Least mean squares filter,Control theory,Evolutionary computation,Algorithm,Maxima and minima,Adaptive filter,Active noise control,Mathematics | Journal |
Volume | Issue | ISSN |
61 | 2 | 0018-9456 |
Citations | PageRank | References |
15 | 0.83 | 11 |
Authors | ||
3 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Nirmal Kumar Rout | 1 | 24 | 3.10 |
| Debi Prasad Das | 2 | 93 | 7.34 |
| Ganapati Panda | 3 | 824 | 66.21 |