New Algorithms for Broad-Band and Narrowband Source Localization and a Separable 2-D IIR Filter Realization

Abstract

(1) Optimal Design of ARMA (IIR) filters with arbitrary number of poles and zeros from Impulse Response Data has been developed. The general criterion derived in this report has never been found before. (2) Optimal synthesis of two dimensional IIR filters using one dimensional modules have been developed. (3) Optimal design of a class of two dimensional IIR filters from spatial domain data has been developed. (4) Optimal identification of Multivariable systems from Impulse response data is given. (5) A Periodogram- based Maximum Likelihood estimator of Narrowband frequencies requiring only off the shelf hardware/software has been developed. (6) A faster Simulated-Annealing method has been developed and applied to frequency estimation. (7) A coherent one-step angles of arrival estimator of multiple broadband sources has been developed. Existing coherent techniques can not localize well separated sources in one step. (8) An Order-Recursive approach has been given for AR-Bispectrum estimation. (9) A Time-Delay-Neural Network has been trained with LPC coefficients for Phoneme/Vowel recognition. (10) Parametric Non-linear prediction algorithms have been introduced for the first time for speech prediction/synthesis/coding.

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Document Details

Document Type
Technical Report
Publication Date
Sep 30, 1991
Accession Number
ADA243457

Entities

People

  • Arnab K. Shaw

Organizations

  • Wright State University

Tags

Communities of Interest

  • Energy and Power Technologies
  • Materials and Manufacturing Processes
  • Sensors

DTIC Thesaurus Topics

  • Algorithms
  • Artificial Intelligence
  • Automated Speech Recognition
  • Bandwidth
  • Computational Science
  • Computer Programming
  • Databases
  • Electrical Engineering
  • Estimators
  • Frequency
  • Identification
  • Mathematical Filters
  • Multiple Input Multiple Output
  • Neural Networks
  • Recognition
  • Signal Processing
  • Two Dimensional

Fields of Study

  • Engineering

Readers

  • Adaptive Control and Estimation with Uncertainty in Dynamic Systems.
  • Radio communications and signal processing.

Technology Areas

  • AI & ML
  • AI & ML - Bayesian Inference
  • AI & ML - Machine Learning Algorithms
  • AI & ML - Neural Networks