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This paper presents an impression evaluation model for button sounds generated when users press the buttons on car audio equipment using a neural network. The dynamic characteristics of 11 kinds of button sounds obtained by their wavelet transform frequencies and sound pressure values are fed into the network model inputs. The model then responds with three factor scores, “esthetic”, “force” and “metallic”, and an evaluation value of “offensive - pleasant” as the outputs. By analyzing the inside functions of the neural network after training, we confirmed the model acquired a mechanism that extracted four impression evaluation values from the sound characteristics, thus showing the model could attain automation of button sound design.
Author (s): Onishi, Gen;
Ishimitsu, Shunsuke;
Sakamoto, Koji;
Arai, Takayuki;
Yoshimi, Toshikazu;
Fujimoto, Yuichi;
Kawasaki, Kenichi;
Affiliation:
Hiroshima International University; Hiroshima City University; University of Hyogo; Pioneer Corporation
(See document for exact affiliation information.)
Publication Date:
2008-08-06
Session subject:
Audio for Mobile & Handheld Devices: Testing and Evaluation
DOI:
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Onishi, Gen; Ishimitsu, Shunsuke; Sakamoto, Koji; Arai, Takayuki; Yoshimi, Toshikazu; Fujimoto, Yuichi; Kawasaki, Kenichi; 2008; Impression Evaluation Model for Button Sounds Using a Neural Network [PDF]; Hiroshima International University; Hiroshima City University; University of Hyogo; Pioneer Corporation; Paper 1; Available from: https://aes.org/publications/elibrary-page/?id=14418
Onishi, Gen; Ishimitsu, Shunsuke; Sakamoto, Koji; Arai, Takayuki; Yoshimi, Toshikazu; Fujimoto, Yuichi; Kawasaki, Kenichi; Impression Evaluation Model for Button Sounds Using a Neural Network [PDF]; Hiroshima International University; Hiroshima City University; University of Hyogo; Pioneer Corporation; Paper 1; 2008 Available: https://aes.org/publications/elibrary-page/?id=14418
@inproceedings{Onishi2008impression,
title={{Impression Evaluation Model for Button Sounds Using a Neural Network}},
author={Onishi, Gen and Ishimitsu, Shunsuke and Sakamoto, Koji and Arai, Takayuki and Yoshimi, Toshikazu and Fujimoto, Yuichi and Kawasaki, Kenichi},
year={2008},
month={aug},
booktitle={Journal of the Audio Engineering Society},
publisher={Paper 1; AES Conference: 34th International Conference: New Trends in Audio for Mobile and Handheld Devices; August 2008},
number={1},
organization={AES},
}
TY – paper
TI – Impression Evaluation Model for Button Sounds Using a Neural Network
AU – Onishi, Gen
AU – Ishimitsu, Shunsuke
AU – Sakamoto, Koji
AU – Arai, Takayuki
AU – Yoshimi, Toshikazu
AU – Fujimoto, Yuichi
AU – Kawasaki, Kenichi
PY – 2008
JO – Journal of the Audio Engineering Society
VL – 1
Y1 – August 2008
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