Speaker Identification Using the Two-Dimensional Cepstrum Transform.

reportActive / Technical Report | Accession Number: ADA294204 | Open PDF

Abstract:

This thesis investigates the application of the two-dimensional cepstrum transform to a speaker identification System. Two distance measures are implemented for identification decision the Euclidean distance and a weighted two-dimensional cepstral distance. The study considers three words to be tested under several noise levels. The effect of speaking rate during recordings is examined and is shown to be critical. Results show identification rates in the range of 95 to 98.5 for 50 dB signal to noise ratio and 57.65 to 80.7 for 0 dB signal to noise ratio.

Author(s):
Lelakis, Ioannis
Author Organization(s):
NAVAL POSTGRADUATE SCHOOL MONTEREY CA
Descriptive Note:
Master's thesis,
Pagination:
0096

Security Markings

DOCUMENT & CONTEXTUAL SUMMARY

Distribution:
Approved For Public Release

RECORD

Collection: TR
Identifying Numbers
Monitor Series:
NPS
 Subject Terms
Joint Capability Areas:
JCA_5_Command and Control; JCA_6.3.3_Spectrum Management; JCA_5.2_Understand; JCA_6_Net Centric; JCA_6.3_Net Management; JCA_5.2.3_Share Knowledge and Situational Awareness; JCA_5.3_Planning; JCA_1.2.7_Experimentation; JCA_5.2.2_Develop Knowledge and Situational Awareness; JCA_5.4_Decide; JCA_1_Force Support; JCA_4.6_Engineering; JCA_5.5.2_Task; JCA_5.5_Direct; JCA_6.1_Information Transport; JCA_1.2.5_Lessons Learned; JCA_1.2_Force Preparation; JCA_8_Building Partnerships
Modernization Areas:
AI and Machine Learning
Communities of Interest:
Energy and Power Technologies
Descriptor(s):
*SPEECH RECOGNITION, DECISION MAKING, TWO DIMENSIONAL, SIGNAL TO NOISE RATIO, RATES, THESES, IDENTIFICATION, IDENTIFICATION SYSTEMS, WORDS(LANGUAGE), RANGE(DISTANCE), NOISE(SOUND), CEPSTRUM TECHNIQUE
Field(s)/Group(s):
Voice Communications
Report Date:
1995 Mar 01