DocumentCode :
420310
Title :
Fuzzy modeling of gunshot bruises in soft body armor
Author :
Lee, Ian ; Kosko, Bart ; Anderson, W.French
Author_Institution :
Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
Volume :
1
fYear :
2004
fDate :
27-30 June 2004
Firstpage :
180
Abstract :
Gunshots produce bruise patterns on persons who wear soft body armor when shot even when the armor stops the bullets. An adaptive fuzzy system modeled these bruise patterns by their depth and width given a projectile´s mass and momentum. The fuzzy system used rules with sinc-shaped if-part fuzzy sets and was robust against random rule pruning: Median and mean test errors remained low even after removing up to one fifth of the rules. Gunshot data tuned the additive fuzzy function approximator. The fuzzy system´s conditional variance V[Y|X ·= x] described the second-order uncertainty of the function approximation. Handguns with different barrel lengths shot bullets over a fixed distance at armor-clad gelatin blocks that we made with Type 250A Ordnance Gelatin. The bullet-armor experiments found that a bullet´s weight and momentum correlated with the depth of its impact on armor-clad gelatin (R2 = 0.953 and p-value < 0.001 for the hypothesis that the regression line had zero slope). Related experiments on plumber´s putty found that highspeed baseball impacts compared well to bullet-armor impacts for large-caliber handguns. A baseball´s impact depth in putty correlated with its momentum (R2 = 0.93 and p-value < 0.001). Baseball impact depths were comparable to bullet-armor impact depths: Getting shot with a .22 caliber bullet when wearing soft body armor resembles getting hit in the chest with a 40-mph baseball. Getting shot with a .45 caliber bullet resembles getting hit with a 90-mph baseball.
Keywords :
adaptive systems; ballistics; function approximation; fuzzy set theory; fuzzy systems; medical computing; protective clothing; regression analysis; Type 250A Ordnance Gelatin; adaptive fuzzy system; additive fuzzy function approximator; armor clad gelatin blocks; ballistics; baseball impacts; bruise patterns; bullet armor impacts; conditional variance; fuzzy modeling; gunshot bruises; large caliber handguns; linear regression statistics; plumber putty; random rule pruning; second order uncertainty; sine shaped if part fuzzy sets; soft body armor; Adaptive systems; Biological tissues; Function approximation; Fuzzy sets; Fuzzy systems; Gene therapy; Laboratories; Robustness; System testing; Uncertainty;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Information, 2004. Processing NAFIPS '04. IEEE Annual Meeting of the
Print_ISBN :
0-7803-8376-1
Type :
conf
DOI :
10.1109/NAFIPS.2004.1336273
Filename :
1336273
Link To Document :
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