LGP Discrimination and Residual Risk Analysis on Standardized Test Sites-Camp Sibert and Camp San Luis Obispo

Abstract

This report describes a two-year UXO discrimination project at two sites: former Camp Sibert, Alabama and Camp San Luis Obispo ("SLO"), California. The demonstrations described in this report were performed under project Environmental Security Technology Certification Program (ESTCP) MM-0811 "Advanced MEC Discrimination Comparative Study on Standardized Test- Site Data Using Linear Genetic Programming (LGP) Discrimination." It was performed under the umbrella of the ESTCP Discrimination Study Pilot Program. The MM-0811 project demonstrates the application of the LGP Discrimination Process(trademark) to the problem of UXO discrimination. At the Camp Sibert site the objective was to discriminate potentially hazardous 4.2" mortars from non-hazardous shrapnel, range and cultural debris. Digital Geophysical Mapping ("DGM") was acquired by the ESTCP Program Office from a variety of sensor arrays. At the SLO site, the objective was to discriminate a variety of potentially hazardous munitions, including 60mm mortars, 81mm mortars, 2.36 inch rockets, and 4.2" mortars from items that may be safely left in the ground. The LGP Discrimination Process? begins with the DGM from a site suspected of containing UXO. It then extracts attributes from potential targets in the DGM that may be UXO, uses Linear Genetic Programming ("LGP") and the attributes to rank the potential targets in their order of likelihood of being UXO, and finally, applies statistical residual risk analysis to determine which of the ranked targets may be safely left in the ground as Not-UXO.

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Document Details

Document Type
Technical Report
Publication Date
Jun 01, 2010
Accession Number
ADA534450

Entities

People

  • Dean A. Keiswetter
  • Frank D. Francone

Tags

Communities of Interest

  • Cyber
  • Sensors
  • Weapons Technologies

DTIC Thesaurus Topics

  • Accuracy
  • Artificial Intelligence
  • Computer Programming
  • Computers
  • Data Acquisition
  • Databases
  • Detection
  • Detectors
  • Global Positioning Systems
  • Inertial Measurement Units
  • Information Science
  • Machine Learning
  • Risk
  • Risk Analysis
  • Statistical Analysis
  • Unexploded Ammunition
  • Uxo Detection

Readers

  • Military/Explosive Ordnance Disposal (EOD) Technology

Technology Areas

  • Biotechnology
  • Biotechnology - Bioremediation