2013
DOI: 10.1177/0954407013508277
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Predicting the ride comfort of passenger cars for single-obstacle crossings through an innovative feature extraction method consisting of non-linear geometric approximations of wavelet-transformed acceleration data and airborne sound

Abstract: In this paper a method is presented to predict the ride comfort of passenger cars for single-obstacle crossings based on measured acceleration data and airborne sound. The method takes advantage of applying the continuous complex wavelet transform to the signals using specially adapted Gabor wavelets. Through an innovative approach, the comfortrelevant features are extracted to describe the geometric properties of the transformed data and to predict the ride comfort using artificial neural networks with a feed… Show more

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Cited by 6 publications
(7 citation statements)
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“…Due to the partially superimposed vibrations from front and rear axle excitation, this parameter can only be determined approximately. In order to ensure a comparable setting for original and replicated signal, the specifications of [24] are referred to. This determination is based on the wheel carrier accelerations, which represent the initial time 𝑡 of shock.…”
Section: Valuation Methodsmentioning
confidence: 99%
See 2 more Smart Citations
“…Due to the partially superimposed vibrations from front and rear axle excitation, this parameter can only be determined approximately. In order to ensure a comparable setting for original and replicated signal, the specifications of [24] are referred to. This determination is based on the wheel carrier accelerations, which represent the initial time 𝑡 of shock.…”
Section: Valuation Methodsmentioning
confidence: 99%
“…The wavelet transformation is a standard procedure for this calculation. Fischer-von Rönn [24] provides the methodology for evaluation of single obstacle crossings. Acceleration measurements at different positions are used to determine prediction models, which provide objective comfort ratings correlating to subjective ones.…”
Section: Valuation Methodsmentioning
confidence: 99%
See 1 more Smart Citation
“…The driver experiences a sudden jerk or shuffle stimulated by the engine start. The vibrations on the seat track are an objective quantity to judge the ride comfort of vehicles, 12 and so a three-axle piezoelectric accelerometer is employed and mounted on the driver's seat track to measure them, as shown in Figure 2. The test results of vibrations in the longitudinal direction, the lateral direction and the vertical direction respectively are obtained.…”
Section: Experimental Set-upmentioning
confidence: 99%
“…Paul et al 7 researched test measurement equipment for sound quality evaluation. Niklas et al 8 developed a method to predict drivability using acceleration and sound. Park et al 9 presented a sound matrix of road noise.…”
Section: Introductionmentioning
confidence: 99%