A novel application of fireworks heuristic paradigms for reliable treatment of nonlinear active noise control

Autor: Naveed Ishtiaq Chaudhary, Faisal Altaf, Muhammad Asif Zahoor Raja, Zhongfu Ye, Wasim Ullah Khan
Rok vydání: 2019
Předmět:
Zdroj: Applied Acoustics. 146:246-260
ISSN: 0003-682X
Popis: In this paper, strength of recently introduced nature inspired heuristic computing technique named fireworks algorithms (FWA) and its variants are exploited in the field of system identification based on active noise control (ANC) systems. Residual error based fitness function is constructed for ANC system and optimization of parameter is carried out with the help of fireworks, enhance fireworks and adaptive fireworks algorithms. The design scheme is applied to number of scenarios of ANC system for different primary and secondary paths. The designed methodology is evaluated for three different noise interferences based on sinusoidal and random signals. The scheme validated by means of accuracy and convergence operators through the results of statistics based on ample number of independent trails. The comparative study of results is also made for three variants of FWA to establish their worth in terms of precision, stability and complexity measures.
Databáze: OpenAIRE