NDLI: Speaker identification using Neural Networks on an FPGA

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2012 IEEE Ninth Electronics, Robotics and Automotive Mechanics Conference

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Message from the General Chair

Algorithm for Detection of Single Isolated Human Insulin Crystals for In-Situ Microscopy

Hypoechoic Nodules Detection and Classification in TRUS Prostate Images Using Active Contours and Parabolic Zone Division

Rough Set Theory-Based Image Segmentation: A Comparison of Approaches in Two Color Spaces

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Speaker identification using Neural Networks on an FPGA

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Innovative Design and Modeling of a Micropump: A Microfluidics Application

Low Power Low Noise Neural Amplifier with Adjustable Gain

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Simulation Model to Solve the Forward Problem in Acoustic Reflectometry

Fast Recovery Power Epitaxial Diode

Patch Antenna Array with Reduced Sizes for Reception of Openly Mexican Television

MAC Protocol with Dynamic Rate Based on Spread Spectrum for Ad-Hoc Networks

Performance Analysis for LTE Transmission Using Channel Estimators

Three Basic Geometries of Rings Containing Microstrip Antennas

Design and Implementation of an Embedded Wireless System to Monitor a Hall-Effect Gas Sensor at a Household

Ka-Band Channel Model. Statistical Validation

2011 IEEE Electronics, Robotics and Automotive Mechanics Conference

2010 IEEE Electronics, Robotics and Automotive Mechanics Conference

2009 Electronics, Robotics and Automotive Mechanics Conference (CERMA)

2008 Electronics, Robotics and Automotive Mechanics Conference (CERMA '08)

Electronics, Robotics and Automotive Mechanics Conference (CERMA 2007)

Electronics, Robotics and Automotive Mechanics Conference (CERMA'06)

Speaker identification using Neural Networks on an FPGA

Content Provider	IEEE Xplore Digital Library
Author	Trujillo-Romero, F. Caballero-Morales, S.O.
Copyright Year	2012
Description	Author affiliation: Div. de Estudios de Posgrado, Univ. Tecnol. de la Mixteca, Huajuapan de Leon, Mexico (Trujillo-Romero, F.; Caballero-Morales, S.O.)
Abstract	In this work we present the implementation of a speech recognition system. This implementation was made using a neural network as recognizer element and Linear Prediction Coding (LPC) as vector input for the net. This neural network of four layers was implemented on a board Nexys 2 of Digilent which has a Field Programmable Gate Array (FPGA) of XILINX Spartan-3E. The system was trained and tested with 10 users. Each user recorded 6 samples of their voice with different intonation, leading to 60 samples, where 50% of them were used for training and the rest for testing. With this system a recognition rate of 98% was accomplished.
Sponsorship	IEEE Comput. Soc.
Starting Page	197
Ending Page	202
File Size	421762
Page Count	6
File Format	PDF
ISBN	9781467350969
DOI	10.1109/CERMA.2012.39
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2012-11-19
Publisher Place	Mexico
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Neural Network FPGA Speaker Identification LPC
Content Type	Text
Resource Type	Article

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