Channel error protection scheme for distributed speech recognition
نویسندگان
چکیده
This paper describes ongoing research preparing for the widespread deployment of spoken language processing in networks encompassing wired and wireless transmission channels. The paper gives a brief overview of the standardized bit-error protection scheme aimed at minimising channel transmission errors and used within the distributed speech recognition (DSR) paradigm. Within the ETSI-DSR standard, two quantised mel-spectral frames – each of 10 ms duration are grouped together and protected with a 4-bit Cyclic Redundancy Checking (CRC) forming a frame-pair. However, this causes the entire frame-pair erroneous if a one-bit error only occurs in the frame-pair packet. Over an error-prone transmission channel this format will cause severe problems. To overcome this, the paper presents a one-frame architecture in which a 4-bit CRC is calculated to protect each frame independently. This scheme results in that the overall probability of one frame in error is lower, or that an error occurring in one frame does not affect another frame. A number of simple recognition experiments have been conducted to verify the introduction of the one-frame CRC protection scheme for a number of simulated transmission channel biterror rates (BER) ranging from 0 (no transmission channel involved) to 2٠10. Experimental results show that the one-frame protection scheme is more robust to channel errors although a slight increase in the errorprotection overhead is needed.
منابع مشابه
Experiments on a Channel Error Protection Scheme for Distributed Speech Recognition
Low recognition rates are often experienced in speech recognition over wireless networks where propagation environments may cause high transmission error rates. One way to reduce the sensitivity towards transmission errors is to use a distributed speech recognition architecture (DSR) which eliminates the speech channel and instead uses an error protected data channel to transmit a parameterised...
متن کاملChannel Error Protection Sch Speech Recogn
This paper describes ongoing research preparing for the widespread deployment of spoken language processing in networks encompassing wired and wireless transmission channels. The paper gives a brief overview of the standardized bit-error protection scheme aimed at minimising channel transmission errors and used within the distributed speech recognition (DSR) paradigm. Within the ETSI-DSR standa...
متن کاملMemory-enhanced MMSE-based channel error mitigation for distributed speech recognition
A new approach to sequence minimum mean-squared error (SMMSE) decoding for vector quantization over channels with memory is presented. The decoder is based on the Gilbert channel model that allows the exploitation of intra-vector correlation of bit error sequences. We apply the memory-enhanced SMMSE decoding algorithm to channel error mitigation in distributed speech recognition. Experiments on...
متن کاملChannel-optimized Error Mitigation for Distributed Speech Recognition over Wireless Networks
This paper investigates the error mitigation algorithms for distributed speech recognition over wireless channels. A MAP symbol decoding algorithm which exploits the combined a priori information of source and channel is proposed. This is used in conjunction with a modified BCJR algorithm for decoding convolutional codes based on sectionalized code trellises. Performance is further enhanced by ...
متن کاملError Recovery- Channel Coding and Packetization
Distributed Speech Recognition (DSR) systems rely on efficient transmission of speech information from distributed clients to a centralized server. Wireless or network communication channels within DSR systems are typically noisy and bursty. Thus, DSR systems must utilize efficient Error Recovery (ER) schemes during transmission of speech information. Some ER strategies, referred to as forward ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2002