STATINA – multi-channel acoustic room impulse response for speech processing
The objective of this task is to develop a speaker independent automatic speech recognition system (ASR) for STATINA to make all the facilities easily accessible by the voice commands. The aim is to develop an ASR which is robust to background noises and reverberation. With the integrated speech rec...
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sg-ntu-dr.10356-459132023-07-07T16:25:32Z STATINA – multi-channel acoustic room impulse response for speech processing Krisnadi Wicaksono. School of Electrical and Electronic Engineering Andy Khong Wai Hoong DRNTU::Engineering::Electrical and electronic engineering::Electronic systems::Signal processing The objective of this task is to develop a speaker independent automatic speech recognition system (ASR) for STATINA to make all the facilities easily accessible by the voice commands. The aim is to develop an ASR which is robust to background noises and reverberation. With the integrated speech recognizer, different applications or tasks can be invoked using voice commands. An HMM (Hidden Markov Model)-based ASR is being developed. A set of commands has been defined for STATINA with the flexibility to increase the size of the command set at any point of time. A specific grammar has also been set for the commands. A database consists of Asian subjects was created to cater the needs of the system which will be used in Asian region. The system is able to achieve up to 100% accuracy with a simple grammar, which indicates that the good quality of training data is achieved. A study of feasibility to implement the system inside ADSP-BF533 DSP board is done, and the initial program of feature extraction is made. This is the first step towards the goal of making a portable speech recognition system for STATINA. Bachelor of Engineering 2011-06-23T07:22:32Z 2011-06-23T07:22:32Z 2011 2011 Final Year Project (FYP) http://hdl.handle.net/10356/45913 en Nanyang Technological University 94 p. application/pdf |
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DRNTU::Engineering::Electrical and electronic engineering::Electronic systems::Signal processing Krisnadi Wicaksono. STATINA – multi-channel acoustic room impulse response for speech processing |
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The objective of this task is to develop a speaker independent automatic speech recognition system (ASR) for STATINA to make all the facilities easily accessible by the voice commands. The aim is to develop an ASR which is robust to background noises and reverberation. With the integrated speech recognizer, different applications or tasks can be invoked using voice commands. An HMM (Hidden Markov Model)-based ASR is being developed. A set of commands has been defined for STATINA with the flexibility to increase the size of the command set at any point of time. A specific grammar has also been set for the commands. A database consists of Asian subjects was created to cater the needs of the system which will be used in Asian region. The system is able to achieve up to 100% accuracy with a simple grammar, which indicates that the good quality of training data is achieved. A study of feasibility to implement the system inside ADSP-BF533 DSP board is done, and the initial program of feature extraction is made. This is the first step towards the goal of making a portable speech recognition system for STATINA. |
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School of Electrical and Electronic Engineering |
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School of Electrical and Electronic Engineering Krisnadi Wicaksono. |
format |
Final Year Project |
author |
Krisnadi Wicaksono. |
author_sort |
Krisnadi Wicaksono. |
title |
STATINA – multi-channel acoustic room impulse response for speech processing |
title_short |
STATINA – multi-channel acoustic room impulse response for speech processing |
title_full |
STATINA – multi-channel acoustic room impulse response for speech processing |
title_fullStr |
STATINA – multi-channel acoustic room impulse response for speech processing |
title_full_unstemmed |
STATINA – multi-channel acoustic room impulse response for speech processing |
title_sort |
statina – multi-channel acoustic room impulse response for speech processing |
publishDate |
2011 |
url |
http://hdl.handle.net/10356/45913 |
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1772825811921928192 |