Metaheuristic Applications to Speech Enhancement - Prajna Kunche, K.V.V.S. Reddy

Metaheuristic Applications to Speech Enhancement

Buch | Softcover
IX, 122 Seiten
2016 | 1st ed. 2016
Springer International Publishing (Verlag)
978-3-319-31681-9 (ISBN)
53,49 inkl. MwSt
This book serves as a basic reference for thoseinterested in the application of metaheuristics to speech enhancement. Themajor goal of the book is to explain the basic concepts of optimization methodsand their use in heuristic optimization in speech enhancement to scientists,practicing engineers, and academic researchers in speech processing. Theauthors discuss why it has been a challenging problem for researchers todevelop new enhancement algorithms that aid in the quality and intelligibilityof degraded speech. They present powerful optimization methods to speechenhancement that can help to solve the noise reduction problems. Readers willbe able to understand the fundamentals of speech processing as well as theoptimization techniques, how the speech enhancement algorithms are implementedby utilizing optimization methods, and will be given the tools to develop newalgorithms. The authors also provide a comprehensive literature surveyregarding the topic.

Introduction.- Adaptive Noise Cancellation to Speech Enhancement.- Heuristic and Metaheuristic Optimization.- Application of Metaheuristics to Speech Enhancement.- Speech EnhancementBased on Accelerated Particle Swarm Optimization.- Speech Enhancement Approach Based on Gravitational Search Algorithm (GSA).- Speech Enhancement Based on Hybrid PSOGSA.- Speech Enhancement Based on Bat Algorithm.- Conclusion and Future Scope.

Erscheinungsdatum
Reihe/Serie SpringerBriefs in Speech Technology
Zusatzinfo IX, 122 p. 50 illus., 40 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Themenwelt Technik Elektrotechnik / Energietechnik
Schlagworte Algorithm analysis and problem complexity • Computational Linguistics • Engineering • heuristic optimization • Metaheuristics • noise reduction • Signal, Image and Speech Processing • Speech Enhancement • Speech Enhancement Algorithms • Speech processing
ISBN-10 3-319-31681-8 / 3319316818
ISBN-13 978-3-319-31681-9 / 9783319316819
Zustand Neuware
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