Accelerating the Tactical Decision Process with High-Performance Computing (HPC) on the Edge

Abstract

Managing the ever-growing volume and velocity of data across the battlefield is a critical problem for warfighters. Solving this problem will require a fundamental change in how battlefield analyses are performed. A new approach to making decisions on the battlefield will eliminate data transport delays by moving the analytical capabilities closer to data sources. Decision cycles depend on the speed at which data can be captured and converted to actionable information for decision making. Real-time situational awareness is achieved by locating computational assets at the tactical edge. Accelerating the tactical decision process leverages capabilities in three technology areas: (1) High-Performance Computing (HPC), (2) Machine Learning (ML), and (3) Internet of Things (IoT). Exploiting these areas can reduce network traffic and shorten the time required to transform data into actionable information. Faster decision cycles may revolutionize battlefield operations. Presented is an overview of an artificial intelligence (AI) system design for near-real-time analytics in a tactical operational environment executing on co-located, mobile HPC hardware. The report contains the following sections, (1) an introduction describing motivation, background, and state of technology, (2) descriptions of tactical decision process leveraging HPC problem definition and use case, and (3) HPC tactical data analytics framework design enabling data to decisions.

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Document Details

Document Type
Technical Report
Publication Date
Sep 01, 2021
Accession Number
AD1149132

Entities

People

  • Alicia I. Ruvinsky
  • Daniel P. Chausse
  • Ernest L. Miller
  • Harland F. Yu
  • Rajeev K. Agrawal
  • Timothy W. Garton

Organizations

  • Engineer Research and Development Center

Tags

Communities of Interest

  • Autonomy
  • C4I
  • Cyber
  • Energy and Power Technologies
  • Engineered Resilient Systems
  • Human Systems
  • Materials and Manufacturing Processes

DTIC Thesaurus Topics

  • Artificial Intelligence
  • Artificial Intelligence Software
  • Command And Control
  • Computational Science
  • Cybersecurity
  • Data Analysis
  • Data Centers
  • Data Processing
  • Detectors
  • Engineers
  • High Performance Computing
  • Information Systems
  • Internet Of Things
  • Intrusion Detectors
  • Machine Learning
  • Military Applications
  • Military Science
  • Mobile Devices
  • Mobile Phones
  • Neural Networks
  • Situational Awareness

Fields of Study

  • Computer science

Readers

  • Computational Fluid Dynamics (CFD)
  • Geospatial Intelligence and Artificial Intelligence Analytics
  • Systems Analysis and Design

Technology Areas

  • 5G
  • 5G - Internet of Things
  • AI & ML
  • AI & ML - DoD AI Strategy