Index Assignment for Multiple Description Quantization over Mobile Ad Hoc Networks
碩士 === 國立交通大學 === 電信工程系所 === 94 === This study addresses the index assignment optimization for multiple description quantizers and its application to distributed speech recognition over Mobile Ad Hoc Networks (MANET). In the encoder, the speech parameters are quantized and mapped to two or more desc...
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ndltd-TW-094NCTU54350452016-05-27T04:18:34Z http://ndltd.ncl.edu.tw/handle/45470108245396556584 Index Assignment for Multiple Description Quantization over Mobile Ad Hoc Networks 多重描述量化碼書的索引指定設計 I-Te Lin 林宜德 碩士 國立交通大學 電信工程系所 94 This study addresses the index assignment optimization for multiple description quantizers and its application to distributed speech recognition over Mobile Ad Hoc Networks (MANET). In the encoder, the speech parameters are quantized and mapped to two or more descriptions according to a predefined index assignment. After being transmitted over multiple independent channels, the decoder uses the received descriptions to reproduce the speech parameters. The optimization criterion and a practical approach based on the multiple description binary switching algorithm (MD-BSA) are first presented for the index assignment optimization. The basic idea of the MD-BSA is to switch a pair of codevectors recursively until the expected channel distortion can not be further reduced. In order to reduce its computational complexity, we formulated the index assignment problem on the basis of a linear programming framework and then proposed a fast local search algorithm based on the multiple description Hungarian algorithm (MD-HA). Experiments on the Mandarin digit string recognition task show that the proposed multiple description scheme outperforms single description methods in the presence of random and Gilbert-model packet losses. The ns-2 based MANET simulation was also conducted to examine the performance of the proposed multiple description transmission scheme. Wen-Whei Chang 張文輝 2006 學位論文 ; thesis 47 en_US |
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碩士 === 國立交通大學 === 電信工程系所 === 94 === This study addresses the index assignment optimization for multiple description quantizers and its application to distributed speech recognition over Mobile Ad Hoc Networks (MANET). In the encoder, the speech parameters are quantized and mapped to two or more descriptions according to a predefined index assignment. After being transmitted over multiple independent channels, the decoder uses the received descriptions to reproduce the speech parameters. The optimization criterion and a practical approach based on the multiple description binary switching algorithm (MD-BSA) are first presented for the index assignment optimization. The basic idea of the MD-BSA is to switch a pair of codevectors recursively until the expected channel distortion can not be further reduced. In order to reduce its computational complexity, we formulated the index assignment problem on the basis of a linear programming framework and then proposed a fast local search algorithm based on the multiple description Hungarian algorithm (MD-HA). Experiments on the Mandarin digit string recognition task show that the proposed multiple description scheme outperforms single description methods in the presence of random and Gilbert-model packet losses. The ns-2 based MANET simulation was also conducted to examine the performance of the proposed multiple description transmission scheme.
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Wen-Whei Chang |
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Wen-Whei Chang I-Te Lin 林宜德 |
author |
I-Te Lin 林宜德 |
spellingShingle |
I-Te Lin 林宜德 Index Assignment for Multiple Description Quantization over Mobile Ad Hoc Networks |
author_sort |
I-Te Lin |
title |
Index Assignment for Multiple Description Quantization over Mobile Ad Hoc Networks |
title_short |
Index Assignment for Multiple Description Quantization over Mobile Ad Hoc Networks |
title_full |
Index Assignment for Multiple Description Quantization over Mobile Ad Hoc Networks |
title_fullStr |
Index Assignment for Multiple Description Quantization over Mobile Ad Hoc Networks |
title_full_unstemmed |
Index Assignment for Multiple Description Quantization over Mobile Ad Hoc Networks |
title_sort |
index assignment for multiple description quantization over mobile ad hoc networks |
publishDate |
2006 |
url |
http://ndltd.ncl.edu.tw/handle/45470108245396556584 |
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