PARAMETER OPTIMIZATION OF HYBRID MICROPERFORATED PANEL (MPP) AS A BROADBAND SOUND ABSORBER

The fundamental characteristic of Micro-perforated panel (MPP) based sound absorbers come with a narrow absorption bandwidth around one up to two octaves, thus limiting their applications in practice. This condition has motivated the use of series and parallel configurations to produce multi-reso...

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Main Author: Khairin Nisa, Ainil
Format: Theses
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/61751
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:61751
spelling id-itb.:617512021-09-27T19:04:16ZPARAMETER OPTIMIZATION OF HYBRID MICROPERFORATED PANEL (MPP) AS A BROADBAND SOUND ABSORBER Khairin Nisa, Ainil Indonesia Theses parameter optimization, micro-perforated panel, broadband sound absorber, cuckoo search algorithm, simulated annealing, genetic algorithm INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/61751 The fundamental characteristic of Micro-perforated panel (MPP) based sound absorbers come with a narrow absorption bandwidth around one up to two octaves, thus limiting their applications in practice. This condition has motivated the use of series and parallel configurations to produce multi-resonance to obtain a wider overall absorption frequency range. Considering merit of each configuration, a hybrid MPP as combination of series and parallel in the MPP system was proposed to have a more rational thickness while wider absorption bandwidth can be preserved. However, the configuration and structure of the hybrid MPP are more complicated that arise a challenge to find the design parameters for the best absorption performance. In this study, an optimization technique formulation was developed by considering a minimum absorption of 0.8 with an absorption range of more than 3 octaves (> 2000 Hz). Three heuristic optimization methods widely applied in absorber systems, namely Genetic Algorithm (GA), Simulated Annealing (SA), and Cuckoo Search Algorithm (CSA) are considered. The result shows that the parameters obtained by the CSA lead to the highest average absorption coefficient of ???????? which is about 0.95 (>0.80) and the absorption range ?????????,???????? reaches more than 3000 Hz and ?????????,???????? increases by 22.7% from the initial parameter. Extending the optimization frequency range is useful to increase ?????????,???????? by 10-13% with an average ???????? of 0.95. Meanwhile, the use of cost function with RMSE approach can widen the absorption range of ?????????,???????? by 12.7% with an average ????????of 0.84. Moreover, reducing the panel thickness parameter value range can increase ?????????,???????? by 4.0% with an average ????????of 0.86 and the absorption range of ?????????,???????? increases by 15.0%, with an average ???????? of 0.95 from the initial parameter. Considering the results, the optimization techniques used in this study are able to produce better parameters for targeted absorption characteristics. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description The fundamental characteristic of Micro-perforated panel (MPP) based sound absorbers come with a narrow absorption bandwidth around one up to two octaves, thus limiting their applications in practice. This condition has motivated the use of series and parallel configurations to produce multi-resonance to obtain a wider overall absorption frequency range. Considering merit of each configuration, a hybrid MPP as combination of series and parallel in the MPP system was proposed to have a more rational thickness while wider absorption bandwidth can be preserved. However, the configuration and structure of the hybrid MPP are more complicated that arise a challenge to find the design parameters for the best absorption performance. In this study, an optimization technique formulation was developed by considering a minimum absorption of 0.8 with an absorption range of more than 3 octaves (> 2000 Hz). Three heuristic optimization methods widely applied in absorber systems, namely Genetic Algorithm (GA), Simulated Annealing (SA), and Cuckoo Search Algorithm (CSA) are considered. The result shows that the parameters obtained by the CSA lead to the highest average absorption coefficient of ???????? which is about 0.95 (>0.80) and the absorption range ?????????,???????? reaches more than 3000 Hz and ?????????,???????? increases by 22.7% from the initial parameter. Extending the optimization frequency range is useful to increase ?????????,???????? by 10-13% with an average ???????? of 0.95. Meanwhile, the use of cost function with RMSE approach can widen the absorption range of ?????????,???????? by 12.7% with an average ????????of 0.84. Moreover, reducing the panel thickness parameter value range can increase ?????????,???????? by 4.0% with an average ????????of 0.86 and the absorption range of ?????????,???????? increases by 15.0%, with an average ???????? of 0.95 from the initial parameter. Considering the results, the optimization techniques used in this study are able to produce better parameters for targeted absorption characteristics.
format Theses
author Khairin Nisa, Ainil
spellingShingle Khairin Nisa, Ainil
PARAMETER OPTIMIZATION OF HYBRID MICROPERFORATED PANEL (MPP) AS A BROADBAND SOUND ABSORBER
author_facet Khairin Nisa, Ainil
author_sort Khairin Nisa, Ainil
title PARAMETER OPTIMIZATION OF HYBRID MICROPERFORATED PANEL (MPP) AS A BROADBAND SOUND ABSORBER
title_short PARAMETER OPTIMIZATION OF HYBRID MICROPERFORATED PANEL (MPP) AS A BROADBAND SOUND ABSORBER
title_full PARAMETER OPTIMIZATION OF HYBRID MICROPERFORATED PANEL (MPP) AS A BROADBAND SOUND ABSORBER
title_fullStr PARAMETER OPTIMIZATION OF HYBRID MICROPERFORATED PANEL (MPP) AS A BROADBAND SOUND ABSORBER
title_full_unstemmed PARAMETER OPTIMIZATION OF HYBRID MICROPERFORATED PANEL (MPP) AS A BROADBAND SOUND ABSORBER
title_sort parameter optimization of hybrid microperforated panel (mpp) as a broadband sound absorber
url https://digilib.itb.ac.id/gdl/view/61751
_version_ 1822003921085792256