Aircraft take-off noises classification based on human auditory's matched features extraction

Miguel Marquez-Molina; Luis Pastor Sanchez-Fernandez; Sergio Suarez-Guerra; Luis Alejandro Sanchez-Perez

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Aircraft take-off noises classification based on human auditory's matched features extraction

机译：基于人类听觉匹配特征提取的飞机起飞噪声分类

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Air transportation is one of the most important services in the world, contributing greatly to the advancement of modern society. However, it has a local and a global impact on the environment making aircraft take-off noise an important environmental public health concern near airports, and this is a significant subject for monitoring and research. In this work an experimentally validated computational model for aircraft classification is presented. In addition, potentially harmful effects to human health and comfort associated with noise exposure are discussed. The feature extraction of aircraft take-off signals is conducted through a 1/24 octave analysis and Mel frequency cepstral coefficients (MFCC). The aircraft classification is made by using two parallel feed forward neural networks. The aircraft are clustered into classes depending on the installed engine type. This model has 13 aircraft classes and a classification level above 83% with measurements in real time environment.

机译：航空运输是世界上最重要的服务之一，为现代社会的发展做出了巨大贡献。但是，它对环境产生局部和全球影响，使飞机起飞噪声成为机场附近重要的环境公共健康问题，这是监视和研究的重要课题。在这项工作中，提出了一种经过实验验证的飞机分类计算模型。此外，还讨论了与噪声暴露相关的对人体健康和舒适性的潜在有害影响。飞机起飞信号的特征提取是通过1/24倍频程分析和梅尔频率倒谱系数（MFCC）进行的。通过使用两个并行前馈神经网络对飞机进行分类。根据安装的发动机类型，飞机分为几类。该模型具有13个飞机类别，并且在实时环境中进行测量时的分类等级高于83％。

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来源
《Applied Acoustics》 |2014年第10期|83-90|共8页
作者
Miguel Marquez-Molina; Luis Pastor Sanchez-Fernandez; Sergio Suarez-Guerra; Luis Alejandro Sanchez-Perez;
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作者单位

Centro de Investigacion en Computacion-Instituto Politecnico Nacional, Av. Juan de Dios Batiz s, Nueva Industrial Vallejo, Gustavo A. Madero, Mexico D.F. C.P. 07738, Mexico;

Centro de Investigacion en Computacion-Instituto Politecnico Nacional, Av. Juan de Dios Batiz s, Nueva Industrial Vallejo, Gustavo A. Madero, Mexico D.F. C.P. 07738, Mexico;

Centro de Investigacion en Computacion-Instituto Politecnico Nacional, Av. Juan de Dios Batiz s, Nueva Industrial Vallejo, Gustavo A. Madero, Mexico D.F. C.P. 07738, Mexico;

Centro de Investigacion en Computacion-Instituto Politecnico Nacional, Av. Juan de Dios Batiz s, Nueva Industrial Vallejo, Gustavo A. Madero, Mexico D.F. C.P. 07738, Mexico;

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收录信息美国《科学引文索引》(SCI);美国《工程索引》(EI);
原文格式 PDF
正文语种 eng
中图分类
关键词
Aircraft; Noise; Take-off; Pattern recognition; Auditory perception;

机译：飞机;噪声;脱掉;模式识别;听觉感知;

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1. Aircraft Classification and Acoustic Impact Estimation Based on Real-Time Take-off Noise Measurements [J] . Luis P. Sanchez Fernandez, Luis A. Sanchez Perez, Jose J. Carbajal Hernandez, Neural processing letters . 2013,第2期

机译：基于实时起飞噪声测量的飞机分类和声撞击估计
2. Pelvis feature extraction and classification of Cardiff body match rig base measurements for input into a knowledge-based system [J] . PartlowA., GibsonC., KulonJ., Journal of medical engineering & technology . 2012,第7a8期

机译：骨盆特征提取和卡迪夫车身匹配台基础测量的分类，以输入到基于知识的系统中
3. PS-ZCPA Based Feature Extraction with Auditory Masking, Modulation Enhancement and Noise Reduction for Robust ASR [J] . Muhammad GHULAM, Takashi FUKUDA, Kouichi KATSURADA, IEICE Transactions on Information and Systems . 2006,第3期

机译：基于PS-ZCPA的特征提取，具有听觉掩蔽，调制增强和降噪功能，可实现可靠的ASR
4. Study on modulation spectrum feature extraction of ship radiated noise based on auditory model [C] . Lin Mu, Yuan Peng, Mengran Qiu, 2016 IEEE/OES China Ocean Acoustics . 2016

机译：基于听觉模型的舰船辐射噪声调制谱特征提取研究
5. Feature Extraction in Noise-diverse Environments for Human Activities Recognition Using Wi-Fi [D] . Arshad, Sheheryar Ali. 2019

机译：使用Wi-Fi的人类活动识别噪声多样化环境中的特征提取
6. Perceptual Doping: An Audiovisual Facilitation Effect on Auditory Speech Processing From Phonetic Feature Extraction to Sentence Identification in Noise [O] . Shahram Moradi, Björn Lidestam, Elaine Hoi Ning Ng, -1

机译：知觉兴奋剂：从语音特征提取到噪声中的句子识别对听觉语音处理的视听促进作用
7. Fusion Feature Extraction Based on Auditory and Energy for Noise-Robust Speech Recognition [O] . Yanyan Shi, Jing Bai, Peiyun Xue, 2019

机译：基于听觉和能量的融合特征提取，用于噪声强大的语音识别
8. Feature Extraction and Decision Processes in the Classification of Amplitude Modulated Noise Patterns. [R] . Howard, J. H., Ballas, J. A., Burgy, D. C. 1978

机译：调幅噪声模式分类中的特征提取与决策过程。

Aircraft take-off noises classification based on human auditory's matched features extraction

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