Statistical Methods for UXO Pattern Recognition

Abstract

This report discusses statistical analyses of the spatial pattern of metallic anomalies, buried and on the ground surface, detected during airborne surveys above two former Air Force bombing ranges: the former Pueblo Precision Bombing Range Number 2 in Otero County, Colorado, and the Victorville Precision Bombing Range in San Bernardino County, California. The main purpose of the analyses is to determine whether statistical properties of anomaly spatial patterns can be used to delineate areas with and without unexploded ordnance (UXO). A second goal is to estimate the expected number of UXO at given locations within former military sites based on the results of airborne surveys. Whereas previous statistical characterization of metallic anomaly data at UXO sites has used geostatistical approaches that convert discrete anomaly locations to concentrations of UXO per unit area (McKenna et al. 2002; McKenna and Saito 2003; Saito et al. 2005a,b), this paper focuses on analytical methods that preserve the discrete nature of the pattern information that the data contain. This research is part of the UXO Wide Area Assessment program run by the Department of Defense (DOD) Environmental Security Technology Certification Program (ESTCP). The goal of this program is to provide the DOD with the tools needed to fully characterize the amount of land in the United States that is contaminated with UXO. Due to the long time period during which the military has conducted live-fire training in some areas of the United States, combined with poor record-keeping over much of the DOD s history, the amount of land contaminated with UXO and specific geographic boundaries of the contamination are highly uncertain (Defense Science Board 2003).

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Document Details

Document Type
Technical Report
Publication Date
Dec 01, 2007
Accession Number
ADA603920

Entities

People

  • Jacqueline A. Macdonald
  • Mitchell J. Small

Organizations

  • Carnegie Mellon University

Tags

Communities of Interest

  • Sensors
  • Weapons Technologies

DTIC Thesaurus Topics

  • Air Force
  • Bombs
  • California
  • Department Of Defense
  • Detection
  • Detectors
  • Environmental Security
  • Metal Detectors
  • Munitions
  • Pattern Recognition
  • Precision Bombing
  • Probability
  • Risk Analysis
  • Statistical Analysis
  • Surveys
  • Unexploded Ammunition
  • United States

Readers

  • Image Processing and Computer Vision.
  • Military/Explosive Ordnance Disposal (EOD) Technology
  • Personnel Management and Statistics in the Military and Department of Defense

Technology Areas

  • AI & ML