Generalization Across Acetone Peroxide Homemade Explosives by Detection Dogs

Lucia Lazarowski, A. Simon, Sarah Krichbaum, C. Angle, Melissa Singletary, Paul Waggoner, Kelly Van Arsdale, Jason Barrow
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引用次数: 11

Abstract

Effective explosives detection requires dogs to generalize their response to untrained variations of targets that are related to those with which they were trained. Previous research suggests that dogs tend to be highly specific to their trained odors, and are sensitive to alterations in odor profiles. Triacetone triperoxide (TATP) is an increasingly popular homemade explosive due to the widespread accessibility of starting materials. The large variety of reagent sources and production approaches yields high variability in deployed formulations. Whether dogs trained with pure forms of TATP generalize to other variations is unknown, representing a potentially significant security gap. In the current study, we tested dogs (n = 11) previously trained to detect pure TATP with four variants: diacetone diperoxide (DADP), a homologue often created as a TATP byproduct, and three different clandestine TATP formulations designed to emulate those used by terrorists or insurgents. On average, dogs detected each untrained variant at rates equivalent to the trained TATP (ps > 0.07), with individual variability in first-trial alerts for some of the variants. Chemical analyses paralleled the canine results, showing distinct similarities and differences. For the TATP samples, the laboratory-grade was the purest sample tested and did not contain DADP or the TATP homologue that the three clandestine versions showed in their respective headspace profiles. The headspace results showed that each sample could be clearly identified as TATP, yet they showed recognizable differences due to their individual syntheses. These findings suggest that training on pure TATP may be effective for generalization to untrained variants. Further research is necessary to identify factors that influence individual variation in generalization between dogs, as well as other explosives.
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探测犬对过氧化丙酮自制炸药的识别
有效的爆炸物探测需要狗对未经训练的目标的反应进行概括,这些目标与它们受过训练的目标有关。先前的研究表明,狗往往对它们训练过的气味具有高度的特异性,并且对气味特征的变化很敏感。三过氧三丙酮(TATP)是一种越来越受欢迎的自制炸药,因为起始原料的广泛可及性。各种各样的试剂来源和生产方法产生了部署配方的高度可变性。用纯形式的TATP训练的狗是否可以推广到其他变体是未知的,这代表了潜在的重大安全缺口。在目前的研究中,我们测试了经过训练的狗(n = 11),它们可以检测四种变体的纯TATP:二丙酮二过氧化物(DADP),一种通常作为TATP副产品产生的同源物,以及三种不同的秘密TATP配方,旨在模仿恐怖分子或叛乱分子使用的配方。平均而言,狗检测到每个未经训练的变异的比率相当于训练过的TATP (ps > 0.07),其中一些变异的首次试验警报存在个体差异。化学分析结果与犬类相似,显示出明显的相似性和差异性。对于TATP样品,实验室级是测试的最纯净的样品,不含DADP或三个秘密版本在其各自的顶空谱中显示的TATP同源物。顶空结果表明,每个样品都可以清楚地识别为TATP,但由于它们的单独合成,它们表现出可识别的差异。这些发现表明,对纯TATP的训练可能有效地推广到未训练的变体。需要进一步的研究来确定影响狗和其他爆炸物之间泛化的个体差异的因素。
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