Conclusions <strong>and</strong> Implications for Future <strong>Research</strong>/ImplementationWe have assembled a substantial library of EMI signatures of munitions <strong>and</strong> clutter which hasproven to be quite useful for research purposes <strong>and</strong> to support development of classificationprocedures. As new, site-specific inert munitions <strong>and</strong> clutter items become available through theESTCP live site demonstrations they should be measured <strong>and</strong> included in the library.The results shown in Figure 25 indicate that a decay time interval of about 0.1 ms to 3 ms isadequate for classification. All of the data in our library were collected with decays to 25 ms.Some signals are distorted by run-on effects with shorter transmit pulses, so a degree of cautionshould be exercised when using the library with shorter-decay data.Typical library matching procedures used today only ask how much a given target looks (in theEMI sense) like a target of interest. Since we now have an extensive library of polarizabilitiesnot only for a variety of representative munitions items but also thous<strong>and</strong>s of clutter itemsrecovered from a number of different munitions response sites. Using this database we can askwhether an unknown target is more munitions-like or more clutter-like, which should improveclassification performance. The library-based classification schemes using this approach shouldbe studied in order to determine whether or not they offer improved performance.33
Literature Cited1. Thomas H. Bell, Bruce J. Barrow <strong>and</strong> Jonathan T. Miller, "Subsurface discrimination usingelectromagnetic induction sensors," IEEE Trans. Geoscience <strong>and</strong> Remote Sensing, vol. 39, no. 6,pp. 1286-1293, June 2001.2. D.A. Steinhurst, G.R. Harbaugh, J.B. Kingdon, T. Furuya, D.A. Keiswetter <strong>and</strong> D.C. George,EMI Array for Cued UXO Discrimination, <strong>Final</strong> <strong>Report</strong> ESTCP Project MR-200601, July 2010.3. Peter B. Weichman, "Surface modes <strong>and</strong> multipower-law structure in the early-timeelectromagnetic response of magnetic targets," Physical Review Letters, vol. 93, no. 2, 023902, 9July 2004.4. William R. Smythe, Static <strong>and</strong> Dynamic Electricity, Third Edition, McGraw-Hill, New York,1968, 623pp.5. A. Erdelyi (ed.), Tables of Integral Transforms, vol. 1, McGraw-Hill, New York, 1954, §5.3,equation (4).6. Thomas Bell, Bruce Barrow, Jonathan Miller <strong>and</strong> Dean Keiswetter, "Time <strong>and</strong> frequencydomain electromagnetic induction signatures of unexploded ordnance," Subsurface SensingTechnologies <strong>and</strong> Applications, vol. 2, no. 3, pp. 153-175, July 2001.7. Jonathan T. Miller, Thomas H. Bell, Judy Soukup <strong>and</strong> Dean Keiswetter, "Simplephenomenological models for wideb<strong>and</strong> frequency domain electromagnetic induction," IEEETrans. Geoscience <strong>and</strong> Remote Sensing, vol. 39, no. 6, pp. 1294-1298, June 2001.8. George Robitaille, Jane Adams, Chris O'Donnell, Pope Burr, “Jefferson Proving GroundTechnology Demonstration Program Summary,” 24 May 1999, Army <strong>Environmental</strong> Centerreport SFIM-AEC-ET-TR-990309. I.J. Won, D.A. Keiswetter, D.R. Hanson, E. Novikova, <strong>and</strong> T.M. Hall, "GEM-3: A monostaticbroadb<strong>and</strong> electromagnetic induction sensor," J. <strong>Environmental</strong> <strong>and</strong> Engineering Geophysics,vol. 2, no. 1, pp. 53-64, March 1997.10. Thomas Bell, "Phenomenology <strong>and</strong> Signal Processing for UXO/Clutter Discrimination,"SERDP Project MR-1595 <strong>Final</strong> <strong>Report</strong>, August 2009.11. George, Vivian, Thomas W. Altshuler <strong>and</strong> Erik M. Rosen, "DARPA background clutter datacollection experiment excavation results," Proc. SPIE Conference on Detection <strong>and</strong> Remediationof Mines <strong>and</strong> Minelike Targets III, SPIE Vol. 3392, pp. 1000-1011, April 1998.12. Jonathan T. Miller <strong>and</strong> Jim Kingdon, "Quantification of UXO variability for targetdiscrimination," UXO/Countermine/Range Forum, Los Vegas, Nevada, July 10-13, 200634