Readiness Predictions for the MH-60 Seahawk with the Digital Aviation Readiness Technology Engine

Abstract

The Digital Aviation Readiness Technology Engine (DARTE) paradigm, proven highly successful with fixed-wing aircraft such as the F/A-18 Super Hornet and E-2 Hawkeye, has had the mission capable (MC) model expanded to rotary wing aircraft for the first time with predictions for the MH-60 Seahawk. Readiness datasets for the MH-60 are explored and artificial intelligence / machine learning (AI/ML) models are created to predict future MC aircraft in squadrons. New challenges, including different squadron structures and deployment profiles, are addressed. Additionally, new insights are accessible with the addition of new readiness datasets and interrogation of model predictions with eXplainable AI (XAI).

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Document Details

Document Type
Technical Report
Publication Date
Jul 01, 2023
Accession Number
AD1207166

Entities

People

  • Benjamin Michlin
  • Dean Lee
  • Gary Williams
  • Jamal Rorie
  • Josh Duclos

Organizations

  • Naval Information Warfare Center Pacific

Tags

Communities of Interest

  • Air Platforms
  • Autonomy
  • C4I

DTIC Thesaurus Topics

  • Aircrafts
  • Airframes
  • Artificial Intelligence
  • Command And Control
  • Engineering
  • Fighter Aircraft
  • Fixed Wing Aircraft
  • Governments
  • Information Operations
  • Information Processing
  • Information Warfare
  • Learning
  • Machine Learning
  • Rotary Wing Aircraft
  • United States
  • United States Government
  • Warfare

Readers

  • Aerospace Engineering
  • Computational Modeling and Simulation
  • Geospatial Intelligence and Artificial Intelligence Analytics

Technology Areas

  • AI & ML
  • AI & ML - Autonomous Systems
  • AI & ML - DoD AI Strategy
  • AI & ML - Neural Networks