Performance Analysis of Distributed Speech Recognition Services over Noisy 802.11b Wireless Networks

A. Rinotti, P. Demichelis, Juan Carlos De Martin
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Abstract

The performance of an AURORA-like distributed speech recognition system over IEEE 802.11 WLANs is studied. The recognition features are packetized and sent over an 802.11b network. At the receiver recognition is performed. Two different scenarios are simulated to analyze DSR performance in presence of losses due to either low received power or to network congestion. Varying recognizer complexities, packet lengths, number of concurrent flows, and signal power levels are considered in both scenarios. Experimental results on a connected digits task show that for low signal power levels, the best recognition performance is obtained when speech features are sent in small IP packets, while in the case of network congestion the best performance is obtained by increasing the packet size.
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噪声802.11b无线网络下分布式语音识别业务性能分析
研究了一种基于IEEE 802.11无线局域网的类极光分布式语音识别系统的性能。识别特征被打包并通过802.11b网络发送。在接收端进行识别。本文模拟了两种不同的场景,以分析由于接收功率低或网络拥塞导致的损耗情况下的DSR性能。这两种情况都考虑了不同的识别器复杂性、数据包长度、并发流数量和信号功率水平。在数字连接任务上的实验结果表明,在信号功率较低的情况下,语音特征以小IP包的形式发送可以获得最佳的识别性能,而在网络拥塞的情况下,增大包的大小可以获得最佳的识别性能。
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