Artificial Intelligence Technique for Pilot Approach Decision Aid Logic (PADAL) System

Abstract

In this project the objective was to improve Landing Signal Officer (LSO) decision making by using Artificial Intelligence (Al) and other techniques to develop pilot trending, ship oscillation and other decision support aids. During the pursuit and satisfaction of the primary objective, several sub-objectives were met. The project developed pilot trending and ship oscillation recognition techniques and software by investigating the use of Fourier, wavelet, neural networks, fuzzy logic and other transform techniques in conjunction with the application of decision-centered design methodologies from cognitive psychology; the research determined that a combination of neural networks and fuzzy logic applied under a decision-centered design approach proved most useful and was developed. We determined the significant aircraft approach parameters and similarity measures and important pilot considerations and similarity measures. We also developed pilot trending techniques and software using case-based reasoning and combinations of other AI techniques. In addition, in conjunction with many LSOs, we determined the best display options and most appropriate display logic for the information produced by the pilot trending module, and designed and implemented the resulting LSO interface. Then the design concepts were implemented and tested, in an iterative fashion. The decision aid prototypes were evaluated and critiqued by active LSOs with enhancements based on feedback from the LSOs.

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Document Details

Document Type
Technical Report
Publication Date
Mar 23, 2001
Accession Number
ADA388045

Entities

People

  • Jason Chrenka
  • Marvin Thordsen
  • Robert Richards

Organizations

  • Stottler Henke Associates

Tags

Communities of Interest

  • Air Platforms
  • C4I
  • Counter WMD
  • Ground and Sea Platforms
  • Human Systems
  • Weapons Technologies

DTIC Thesaurus Topics

  • Aircraft Landings
  • Aircrafts
  • Artificial Intelligence
  • Carrier Landings
  • Cognition
  • Cognitive Workload
  • Computer Languages
  • Computers
  • Data Analysis
  • Fuzzy Logic
  • Fuzzy Sets
  • Machine Learning
  • Neural Networks
  • Operating Systems
  • Psychology
  • Recognition
  • Three Dimensional

Fields of Study

  • Engineering

Readers

  • Neural Network Machine Learning.
  • Software Engineering
  • Team-Based Human-Centered Cognitive Task Decision Making and Information Performance.

Technology Areas

  • AI & ML