Auto-Encoders for CAN Bus Anomaly Detection in Ground Vehicles

Abstract

Contents include: how anomaly detectors are built around autoencoders; how they are designed and trained (our "tricks"); how they are combined to yield excellent detection performance for signal anomalies.

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Document Details

Document Type
Technical Report
Publication Date
Sep 14, 2021
Accession Number
AD1145996

Entities

People

  • Elena I. Novikova
  • Matvey Yutin
  • Michael J Weber
  • Vu Le

Organizations

  • BAE Systems

Tags

Communities of Interest

  • Sensors

DTIC Thesaurus Topics

  • Anomaly Detection
  • Change Detection
  • Convergence
  • Data Science
  • Detection
  • Detectors
  • Geometry
  • Ground Vehicles
  • Information Science
  • Learning
  • Neural Networks
  • Statistics
  • Training
  • Vehicles
  • Verification

Fields of Study

  • Computer science

Readers

  • Logistics and Supply Chain Management.
  • Neural Network Machine Learning.