Using genetic algorithms to optimize the location of transducers for an active noise barrier

IF 2.8 4区 工程技术 Q1 ACOUSTICS Journal of Low Frequency Noise Vibration and Active Control Pub Date : 2023-07-31 DOI:10.1177/14613484231184701
Shahin Sohrabi, Teresa Pàmies Gómez, J. ROMEU GARBI
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Abstract

The effectiveness of an active noise barrier is heavily dependent on the positioning of secondary sources and error sensors. Typically, these components are located at the edge of the barrier; however, research suggests that alternative distributions may improve the performance of the active barrier. This paper utilizes a genetic optimizer to determine optimal transducer locations based on specific criteria. Two approaches are employed: the Two-step approach which, first identifies optimal control source positions and then seeks the best error microphone locations, and the Multi-parameter approach, which optimizes all active noise control parameters simultaneously. The acoustic fields of primary and secondary sources are analyzed for various numbers of control sources progressively increasing from 2 to 10 units. Results indicate that the Multi-parameter approach achieves higher outcomes and requires less computational effort. This approach is more desirable than the Two-step approach. The best configuration for the active noise barrier is determined to be control sources and error microphones placed at a height below the barrier’s edge and are distributed with an interval between a half and a full wavelength. The number of error sensors should be close to the number of secondary sources and both transducers should be placed at the farthest distance from the barrier surface, but oppositely. Furthermore, the study shows that when the primary noise source is close to the barrier adjacent transducers should not be spaced uniformly.
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利用遗传算法优化有源噪声屏障传感器的位置
有源噪声屏障的有效性在很大程度上取决于二次源和误差传感器的定位。通常,这些组件位于屏障的边缘;然而,研究表明,替代分布可能会改善活性屏障的性能。本文利用遗传优化器来确定基于特定准则的最佳换能器位置。采用了两种方法:首先确定最优控制源位置,然后寻找最佳误差麦克风位置的两步方法和同时优化所有主动噪声控制参数的多参数方法。分析了控制源数量从2个逐步增加到10个时,一次声源和二次声源的声场。结果表明,多参数方法在计算量较小的情况下获得了较高的结果。这种方法比两步法更可取。有源噪声屏障的最佳配置被确定为控制源和误差麦克风放置在屏障边缘以下的高度,并以半波长和全波长之间的间隔分布。误差传感器的数量应接近二次源的数量,两个传感器应放置在离屏障表面最远的地方,但相反。此外,研究表明,当主噪声源靠近屏障时,相邻换能器不应均匀间隔。
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来源期刊
CiteScore
4.90
自引率
4.30%
发文量
98
审稿时长
15 weeks
期刊介绍: Journal of Low Frequency Noise, Vibration & Active Control is a peer-reviewed, open access journal, bringing together material which otherwise would be scattered. The journal is the cornerstone of the creation of a unified corpus of knowledge on the subject.
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