Final Report on SIG Analysis of Sibert Data

Abstract

In this report we provide a summary of Signal Innovation Group's analysis of the UXO data collected at the Sibert test site. We discuss the feature extraction that has been performed, providing an examination of the features of UXO and non-UXO as a function of sensor type, and discuss how the final call lists were generated for submission to ESTCP. The data inversion process is also detailed. We provide a comprehensive report on the performance of the algorithms on the data, for passive and active learning, and across all sensors considered.

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Document Details

Document Type
Technical Report
Publication Date
Oct 15, 2008
Accession Number
ADA606688

Entities

People

  • David R. Williams
  • Lawrence Carin
  • Levi Kennedy
  • Xianyang Zhu
  • Yijun Yu

Organizations

  • Signal Innovations Group, Inc.

Tags

Communities of Interest

  • Materials and Manufacturing Processes
  • Sensors
  • Weapons Technologies

DTIC Thesaurus Topics

  • Algorithms
  • Data Analysis
  • Detection
  • Detectors
  • Dimensionality Reduction
  • Feature Extraction
  • Feature Selection
  • Frequency Domain
  • Information Science
  • Machine Learning
  • Magnetic Fields
  • Munitions
  • Resonant Frequency
  • Semi-Supervised Learning
  • Signal Processing
  • Supervised Machine Learning
  • Unexploded Ammunition

Readers

  • Business Analytics
  • Military/Explosive Ordnance Disposal (EOD) Technology

Technology Areas

  • AI & ML