Soft Computing in Acoustics

Applications of Neural Networks, Fuzzy Logic and Rough Sets to Musical Acoustics
1999
ISBN: 978-3-662-13005-6
Verlag: Springer

Buch, Englisch, Band 31, 244 Seiten, Format (B × H): 210 mm x 279 mm, Gewicht: 652 g

Reihe: Studies in Fuzziness and Soft Computing

Applications of some selected soft computing methods to acoustics and sound engineering are presented in this book. The aim of this research study is the implementation of soft computing methods to musical signal analysis and to the recognition of musical sounds and phrases. Accordingly, some methods based on such learning algorithms as neural networks, rough sets and fuzzy-logic were conceived, implemented and tested. Additionally, the above-mentioned methods were applied to the analysis and verification of subjective testing results. The last problem discussed within the framework of this book was the problem of fuzzy control of the classical pipe organ instrument.
The obtained results show that computational intelligence and soft computing may be used for solving some vital problems in both musical and architectural acoustics.

Zielgruppe

Research

Autoren/Hrsg.

Kostek, Bozena

Fachgebiete

• Mathematik | Informatik Mathematik Numerik und Wissenschaftliches Rechnen Angewandte Mathematik, Mathematische Modelle
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Neuronale Netzwerke
• Naturwissenschaften Physik Angewandte Physik
• Naturwissenschaften Physik Mechanik Akustik, Schwingungsanalyse
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Fuzzy-Systeme

Inhaltsverzeichnis

1. Introduction.- 2. Some Selected Soft Computing Tools and Techniques.- 3. Preprocessing of Acoustical Data.- 4. Automatic Classification of Musical Instrument Sounds.- 5. Automatic Recognition of Musical Phrases.- 6. Intelligent Processing of Test Results.- 7. Control Applications.- 8. Conclusions.- 9. References.