Optimal Sequential Pattern Recognition--A Military Illustrative Usage Example,

Abstract

Application is made of a computerized mechanization that applies the discrete Pontryagin Maximum Principle (PMP) to the problem of finding the best sequence of measurements of particular features in a pattern recognition system containing noise. The best sequence is defined as the one that minimizes a performance functional composed of the costs incurred in taking the measurements, the penalties from incorrect decisions, and a measurement of the progress toward reaching the decision. The application used is to aid a battlefield commander in a hypothetical problem of optimal deployment of various sensors. The sensors used are audio unattended ground sensors, MTI radarequipped helicopters, and special optically equipped helicopters. An assumption of costs and probabilities is made so that a specific example problem is solved. (Author)

Document Details

Document Type
Technical Report
Publication Date
Jul 01, 1971
Accession Number
AD0736146

Entities

People

  • M. H. Hammond Jr

Organizations

  • Institute for Defense Analyses

Tags

Communities of Interest

  • Air Platforms
  • Sensors

DTIC Thesaurus Topics

  • Battlefields
  • Deployment
  • Helicopters
  • Identification
  • Mathematics
  • Measurement
  • Mechanization
  • Pattern Recognition
  • Probability
  • Recognition
  • Sequences

Readers

  • Instructional Design and Training Evaluation.
  • Operations Research
  • Sensor Fusion and Tracking Systems.

Technology Areas

  • AI & ML
  • AI & ML - DoD AI Strategy
  • AI & ML - Machine Learning Algorithms