Application of Feed-Forward Neural Networks for Classifying Acoustics Levels in Vehicle Cabin

作者: Ahmad Kadri Junoh , Zulkifli Mohd Nopiah , Ahmad Kamal Ariffin

DOI: 10.4028/WWW.SCIENTIFIC.NET/AMM.471.40

关键词: In vehicleNoiseBenchmark (surveying)Automotive industryArtificial neural networkFeedforward neural networkSound qualityScale (chemistry)AcousticsEngineering

摘要: Vehicle acoustical comfort and vibration in a passenger car cabin are the main factors that attract buyer purchase. Numerous studies have been carried out by automotive researchers to identify classify acoustics level vehicle cabin. The objective is form special benchmark for may be referred any improvement purpose. This study focused on sound quality change over engine speed [rp recognize noise pattern experienced Since it difficult express, evaluate or heard numerical scale, neural network optimization approach used levels into groups of annoyance levels. A feed forward technique applied classification algorithm, where can divided two phases: Learning Phase Classification Phase. developed model able scales which meaningful evaluation purposes.

参考文章(5)
Mohd Jailani Mohd Nor, Mohammad Hosseini Fouladi, Hassan Nahvi, Ahmad Kamal Ariffin, Index for vehicle acoustical comfort inside a passenger car Applied Acoustics. ,vol. 69, pp. 343- 353 ,(2008) , 10.1016/J.APACOUST.2006.11.001
Guobin Ou, Yi Lu Murphey, Multi-class pattern classification using neural networks Pattern Recognition. ,vol. 40, pp. 4- 18 ,(2007) , 10.1016/J.PATCOG.2006.04.041
Xudong Jiang, Alvin Harvey Kam Siew Wah, Constructing and training feed-forward neural networks for pattern classification Pattern Recognition. ,vol. 36, pp. 853- 867 ,(2003) , 10.1016/S0031-3203(02)00087-0
David B. Kaber, Chuen-Lung Chen, Patrick G. Dempsey, Using feedforward neural networks and forward selection of input variables for an ergonomics data classification problem Human Factors and Ergonomics in Manufacturing & Service Industries. ,vol. 14, pp. 31- 49 ,(2004) , 10.1002/HFM.V14:1
Stephen P. Radzevich, Technological methods for noise/vibration reduction in driveline/transmission of trucks and all-wheel-drive vehicles International Journal of Vehicle Noise and Vibration. ,vol. 2, pp. 283- 291 ,(2006) , 10.1504/IJVNV.2006.012779