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Titlebook: Metaheuristic Applications to Speech Enhancement; Prajna Kunche,K.V.V.S. Reddy Book 2016 The Author(s) 2016 Heuristic Optimization.Metaheu

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发表于 2025-3-21 19:56:39 | 显示全部楼层 |阅读模式
书目名称Metaheuristic Applications to Speech Enhancement
编辑Prajna Kunche,K.V.V.S. Reddy
视频video
概述Investigates the use of heuristic.optimization in speech enhancement.Explains the concepts of optimization.methods in an informative, logical, and constructive manner.Summarizes the conclusions of pre
丛书名称SpringerBriefs in Speech Technology
图书封面Titlebook: Metaheuristic Applications to Speech Enhancement;  Prajna Kunche,K.V.V.S. Reddy Book 2016 The Author(s) 2016 Heuristic Optimization.Metaheu
描述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.
出版日期Book 2016
关键词Heuristic Optimization; Metaheuristics; Noise Reduction; Speech Enhancement; Speech Enhancement Algorith
版次1
doihttps://doi.org/10.1007/978-3-319-31683-3
isbn_softcover978-3-319-31681-9
isbn_ebook978-3-319-31683-3Series ISSN 2191-737X Series E-ISSN 2191-7388
issn_series 2191-737X
copyrightThe Author(s) 2016
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Heuristic and Meta-Heuristic Optimization,ous over the deterministic approaches are described in Sect. .. Heuristic and meta-heuristic optimization techniques are defined in Sect. ., and it also presents various existing heuristic and meta-heuristic optimization techniques. The fundamentals of the swarm intelligence are given in Sect. .. Th
发表于 2025-3-22 06:29:53 | 显示全部楼层
Application of Meta-Heuristics to Speech Enhancement, are described in Sect. .. The selection of the objective function for adaptive noise cancellation is described in Sect. .. This chapter discusses the previously proposed meta-heuristic algorithms to ANC in dual-channel speech enhancement. All the previously proposed methods are presented in Sect. .
发表于 2025-3-22 11:12:15 | 显示全部楼层
Speech Enhancement Approach Based on Accelerated Particle Swarm Optimization (APSO),ed particle swarm optimization (APSO), to speech enhancement application. As discussed in the earlier chapter one, the limitation of the conventional PSO is the slow convergence speed of the algorithm with refined search space. Hence, as an alternative for conventional PSO, to enhance the convergenc
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发表于 2025-3-22 19:28:18 | 显示全部楼层
Speech Enhancement Based on Hybrid PSOGSA,lem. PSO has good exploration and lacks exploitation capability, whereas GSA has good exploitation. In this chapter, in order to get better solutions for the problem of adaptive noise cancellation, a new approach to dual-channel speech enhancement is proposed based on a recently introduced meta-heur
发表于 2025-3-23 00:08:25 | 显示全部楼层
Speech Enhancement Based on Bat Algorithm (BA),A is developed by Yang (.). As a novel feature BA is based on the echolocation behaviour of microbats. BA uses the frequency tuning technique to increase the diversity of the solutions in the population, while at the same time it uses the automatic zooming and tries to balance the exploration and ex
发表于 2025-3-23 04:58:27 | 显示全部楼层
Conclusions and Future Scope,SA, Hybrid PSOGSA and BA are applied to speech enhancement to enhance the input noisy speech. The performance of the proposed algorithms are compared with the performance of the existing standard PSO based speech enhancement approach. From the results it is observed that each of the proposed algorit
发表于 2025-3-23 08:33:47 | 显示全部楼层
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