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Do long-term acoustic-phonetic features and mel-frequency cepstral coefficients provide complementary speaker-specific information for forensic voice comparison? 长期声学发音特征和 mel 频率倒频谱系数能否为法医语音比对提供互补的特定说话人信息?
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-08-22 DOI: 10.1016/j.forsciint.2024.112199

A growing number of studies in forensic voice comparison have explored how elements of phonetic analysis and automatic speaker recognition systems may be integrated for optimal speaker discrimination performance. However, few studies have investigated the evidential value of long-term speech features using forensically-relevant speech data. This paper reports an empirical validation study that assesses the evidential strength of the following long-term features: fundamental frequency (F0), formant distributions, laryngeal voice quality, mel-frequency cepstral coefficients (MFCCs), and combinations thereof. Non-contemporaneous recordings with speech style mismatch from 75 male Australian English speakers were analyzed. Results show that 1) MFCCs outperform long-term acoustic phonetic features; 2) source and filter features do not provide considerably complementary speaker-specific information; and 3) the addition of long-term phonetic features to an MFCCs-based system does not lead to meaningful improvement in system performance. Implications for the complementarity of phonetic analysis and automatic speaker recognition systems are discussed.

越来越多的法医语音比对研究探讨了如何将语音分析和自动说话人识别系统结合起来,以达到最佳的说话人辨别效果。然而,很少有研究利用法医相关语音数据调查长期语音特征的证据价值。本文报告了一项实证验证研究,该研究评估了以下长期特征的证据力:基频(F0)、声母分布、喉音质量、梅尔-频率共振频率(MFCC)及其组合。研究分析了 75 位澳大利亚男性英语使用者的非同期录音,这些录音存在语音风格不匹配的问题。结果表明:1)MFCCs 优于长期声学语音特征;2)源特征和滤波器特征并不能提供相当互补的特定说话者信息;3)在基于 MFCCs 的系统中加入长期语音特征并不能显著提高系统性能。本文讨论了语音分析和自动语音识别系统互补的意义。
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引用次数: 0
Illuminating the dark web market of fraudulent identity documents and personal information: An international and Australian perspective 揭示欺诈性身份证件和个人信息的暗网市场:国际和澳大利亚视角
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-08-22 DOI: 10.1016/j.forsciint.2024.112203

From the beginnings of Silk Road in 2011, anonymous online marketplaces have continued to grow despite the best efforts of law enforcement. While these ever-present marketplaces remain flooded with illicit drugs and related paraphernalia, the sale and distribution of fraudulent identity documents remains a persistent problem, with these items consistently appearing for sale on both the open and dark web. While fraudulent Australian documents are some of the most popular products for sale, there is still much that is unknown about the Australian criminal market and its place within anonymous online marketplaces. Given the success of previous research in understanding the illicit drug trade through examining these marketplaces, this work examines two markets to gain an understanding of where Australian document fraud sits within this digital ecosystem. Two anonymous online marketplaces were crawled across 2020 and 2021, White House Market (WHM), and Empire Market. This data was extracted and examined to identify trends within both the international online market and the online market specifically for Australian documents, both of which have been relatively underexplored in the online space. To help illuminate the features of the market, the types of documents for sale, supply and demand trends, and trafficking flows along with vendor-related trends (e.g. product diversification and presence across markets) were examined. Each market was examined individually and then, where possible, comparisons were drawn to gain a more holistic understanding of the online fraudulent document market, with a specific focus on Australian products. Results indicate that, while the fraudulent document portion of the market is small, it is diverse, with numerous different identity-related products for sale, the most common being driver’s licences from the United States (U.S.) and Australia, with digital documents dominating the whole marketplace. Overall, the most popular U.S. products were those that could be used to facilitate identity fraud, with the most popular Australian products being driver’s licences and ID packs, likely linked to the presence of the 100-point identity check system used in Australia. This study demonstrates that anonymous online marketplaces have thus far been under-utilised in the study of the fraudulent document market, and that to properly understand the illicit market for fraudulent documents and personal information both the online and physical sides of the market should be considered. This information, if properly utilised, can improve the current understanding of this persistent criminal environment, building on previous research and assisting policymakers in making informed decisions.

从 2011 年 "丝绸之路"(Silk Road)开始,尽管执法部门竭尽全力,但匿名在线市场仍在继续增长。虽然这些无处不在的市场仍然充斥着非法毒品和相关用具,但欺诈性身份证件的销售和分销仍然是一个长期存在的问题,这些物品一直出现在公开和黑暗的网络上出售。虽然伪造的澳大利亚证件是一些最受欢迎的销售产品,但人们对澳大利亚犯罪市场及其在匿名在线市场中的地位仍有许多不了解之处。鉴于之前的研究通过检查这些市场成功地了解了非法毒品交易,本研究对两个市场进行了检查,以了解澳大利亚证件欺诈在这一数字生态系统中的位置。我们在 2020 年和 2021 年对白宫市场(White House Market,WHM)和帝国市场(Empire Market)这两个匿名在线市场进行了抓取。对这些数据进行了提取和研究,以确定国际在线市场和专门针对澳大利亚文件的在线市场的趋势,这两个市场在在线领域的探索相对不足。为了帮助阐明市场的特点,我们研究了待售文件的类型、供需趋势、贩运流以及与供应商相关的趋势(如产品多样化和跨市场)。对每个市场进行了单独研究,然后在可能的情况下进行比较,以便更全面地了解网上欺诈性文件市场,并特别关注澳大利亚的产品。结果表明,虽然欺诈性证件市场的规模不大,但却多种多样,有许多不同的与身份有关的产品出售,其中最常见的是美国和澳大利亚的驾照,数字证件在整个市场上占主导地位。总体而言,美国最受欢迎的产品是那些可用于身份欺诈的产品,澳大利亚最受欢迎的产品是驾照和身份证包,这可能与澳大利亚使用的 100 分身份检查系统有关。本研究表明,迄今为止,匿名网上市场在欺诈性证件市场的研究中还未得到充分利用,要正确理解欺诈性证件和个人信息的非法市场,就应同时考虑到网上市场和实体市场两个方面。这些信息如果能得到适当利用,就能增进目前对这一持续存在的犯罪环境的了解,在以往研究的基础上更上一层楼,并帮助政策制定者做出知情决策。
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引用次数: 0
An automated method for the generation of bloodstain pattern metrics from images of blood spatter patterns 从血液喷溅模式图像生成血迹模式度量的自动方法
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-08-20 DOI: 10.1016/j.forsciint.2024.112200

An improved automated bloodstain pattern analysis method has been developed and validated, which utilises computer vision techniques to identify bloodstains on a plain background within a digital image. The method generates metrics relating to the individual stains as well as the overall pattern, including bloodstain pattern specific metrics such as the gamma angle, circularity, solidity, area of convergence, stain density and pattern linearity. This method provides an objective approach to the analysis of bloodstains and bloodstain patterns and can generate a wealth of quantitative data that is currently not obtainable using manual techniques or other image-based programs currently utilised in the discipline. This method will be useful to analysts and researchers investigating the application of quantitative methods to bloodstain pattern analysis.

开发并验证了一种改进的自动血迹图案分析方法,该方法利用计算机视觉技术在数字图像中识别普通背景上的血迹。该方法可生成与单个血迹和整体图案相关的指标,包括血迹图案的特定指标,如伽马角、圆度、实心度、会聚区域、血迹密度和图案线性度。这种方法为分析血迹和血迹图案提供了一种客观的方法,并可生成大量量化数据,而这些数据是目前使用人工技术或该学科目前使用的其他基于图像的程序所无法获得的。这种方法对研究血迹模式分析定量方法应用的分析师和研究人员非常有用。
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引用次数: 0
A review of possible biomarkers for opioid tolerance 阿片类药物耐受性的可能生物标志物综述
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-08-15 DOI: 10.1016/j.forsciint.2024.112187

Knowledge of opioid tolerance in a deceased person is important for distinguishing between therapeutic and toxic opioid concentrations for that particular individual when interpreting postmortem toxicological results. However, no biomarkers for opioid tolerance are currently available. This review aimed to study the existing literature on mechanisms or changes in signaling pathways related to chronic opioid use, which could be relevant for further studies to identify biomarkers for opioid tolerance. We performed a systematic literature search using the PRISMA 2020 guidelines using the MeSH terms "opioid tolerance AND biomarkers” in PubMed, Embase, WebofScience, and the Cochrane library. A review of the search results yielded seven studies on animal models or humans, identifying and evaluating thirteen possible biomarkers in terms of specificity for changes induced by opioids and other aspects to be considered as potential biomarkers. We evaluated nine potential biomarkers as unlikely to be specific for opioid tolerance, and one had contradictory results in terms of upregulation or downregulation. However, methylation of the promoter region of the μ-opioid receptor gene, increased activity of soluble puromycin-sensitive aminopeptidase, altered miRNA profile, or other multiple component profiling may be interesting to study further as biomarkers for opioid tolerance in forensic postmortem cases.

在解释死后毒理学结果时,了解死者的阿片类药物耐受性对于区分特定个体的阿片类药物治疗浓度和毒性浓度非常重要。然而,目前还没有阿片类药物耐受性的生物标志物。本综述旨在研究与长期使用阿片类药物有关的信号通路机制或变化的现有文献,这些文献可能与进一步研究确定阿片类药物耐受性生物标志物有关。我们在PubMed、Embase、WebofScience和Cochrane图书馆中使用MeSH术语 "阿片耐受性和生物标志物",按照PRISMA 2020指南进行了系统的文献检索。通过对搜索结果的审查,我们发现了七项关于动物模型或人体的研究,从阿片类药物引起的变化的特异性和其他方面确定并评估了十三种可能的生物标记物,并将其视为潜在的生物标记物。我们评估了九种潜在的生物标志物,认为它们不可能对阿片类药物耐受性具有特异性,其中一种生物标志物的上调或下调结果相互矛盾。不过,μ-阿片受体基因启动子区域的甲基化、可溶性嘌呤霉素敏感性氨肽酶活性的增加、miRNA谱的改变或其他多组分谱分析作为法医尸检案件中阿片耐受性的生物标志物,可能值得进一步研究。
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引用次数: 0
Microscopic analysis of cut mark characteristics from chopping/hacking tools 从显微镜分析切削/耙削工具的切痕特征
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-08-14 DOI: 10.1016/j.forsciint.2024.112197

Evaluating sharp force trauma (SFT) injuries to bone inflicted by a larger class of chopping/hacking tools (i.e., swords, axes, hatchets, machetes, and cleavers) is a growing area within the field of forensics. Previous studies have demonstrated promise regarding tool differentiation through the utilization of microscopic cut mark characteristics. However, this is an area that warrants additional investigation as there has yet to be a comprehensive study that incorporates the majority of these microscopic chopping/hacking cut mark characteristics into one analysis. The purpose of the current research was to analyze a large sample of microscopic cut mark characteristics derived from the current chopping/hacking literature to determine if differentiation of tool type could be made based on the microscopic cut mark characteristics. An additional goal of the current research is to develop standardization guidelines for the assessment of cut marks, focusing on a comprehensive suite of microscopic cut mark characteristics commonly observed in the existing literature. The skeletal sample for the current research was derived from a previous macroscopic cut mark characteristic experiment where trauma was inflicted to 20 partially fleshed domestic pig (Sus scrofa domesticus) limbs utilizing four chopping/hacking tools (i.e., axe, hatchet, machete, and cleaver) as well as a large carving knife for comparison. Cut marks were evaluated for 15 microscopic cut mark characteristics to assess statistical significance. Utilizing a chi-square analysis, nine of the 15 microscopic cut mark characteristics demonstrated statistically significant differences in relation to the tool utilized, indicating moderate to relatively strong effect sizes. For example, it should be possible to use a combination of microscopic cut mark characteristics to potentially indicate which chopping/hacking tool inflicted trauma when analyzing bones. In particular, examining the characteristics such as regularity of the cut mark edges along with the occurrence of uprising, fossae/depressions, and microscopic fractures can suggest or exclude tool class within forensic contexts.

在法医学领域,评估由大量砍/斫工具(即剑、斧、弯刀、砍刀和菜刀)对骨骼造成的锐力创伤(SFT)是一个不断发展的领域。以往的研究表明,通过利用显微切痕特征来区分工具大有可为。然而,这是一个需要进行更多调查的领域,因为还没有一项全面的研究能将这些微观砍/斫切痕特征中的大多数特征整合到一项分析中。当前研究的目的是分析从当前切削/捶打文献中获得的大量微观切痕特征样本,以确定是否可以根据微观切痕特征区分刀具类型。当前研究的另一个目标是制定评估切痕的标准化指南,重点是现有文献中常见的一整套微观切痕特征。本次研究的骨骼样本来自于之前的一项宏观切痕特征实验,该实验使用四种劈砍工具(即斧子、斧头、砍刀和菜刀)以及一把大型雕刻刀对 20 只部分带肉的家猪(Sus scrofa domesticus)肢体造成创伤,并进行对比。对切割痕迹的 15 个微观切割痕迹特征进行了评估,以评估统计意义。通过卡方分析,15 个微观切痕特征中的 9 个特征与所使用的工具在统计学上存在显著差异,表明存在中等至相对较强的影响大小。例如,在分析骨骼时,可以综合使用显微切痕特征来确定是哪种砍/斫工具造成了创伤。特别是,通过研究切痕边缘的规则性以及出现的隆起、窝/凹陷和显微骨折等特征,可以在法证环境中提示或排除工具类别。
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引用次数: 0
Pursuing drug laboratories: Analysis of drug precursors with High Kinetic Energy Ion Mobility Spectrometry 追寻毒品实验室:利用高动能离子迁移谱分析药物前体
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-08-13 DOI: 10.1016/j.forsciint.2024.112196

High Kinetic Energy Ion Mobility Spectrometry (HiKE-IMS) is a technique for rapid and reliable detection of trace compounds down to ppbV-levels within one second. Compared to classical IMS operating at ambient pressure and providing the ion mobility at low electric fields, HiKE-IMS can also provide the analyte-specific field dependence of the ion mobility and a fragmentation pattern at high reduced electric field strengths. The additional information about the analyte obtained by varying the reduced electric field strength can contribute to reliable detection. Furthermore, the reduced number of ion-molecule reactions at the low operating pressure of 10 – 40 mbar and the shorter reaction times reduce the impact of competing ion-molecule reactions that can cause false negatives. In this work, we employ HiKE-IMS for the analysis of phenyl-2-propanone (P2P) and other precursor chemicals used for synthesis of methamphetamine and amphetamine. The results show that the precursor chemicals exhibit different behavior in HiKE-IMS. Some precursors form a single significant ion species, while others readily form a fragmentation pattern. Nevertheless, all drug precursors can be distinguished from each other, from the reactant ions and from interfering compounds. In particular, the field-dependent ion mobility as an additional separation dimension aids identification, potentially reducing the number of false positive alarms in field applications. Furthermore, the analysis of a seized illicit P2P sample shows that even low levels of P2P can be detected despite the complex background present in the headspace of real samples.

高动能离子迁移谱法(HiKE-IMS)是一种可在一秒钟内快速可靠地检测低至 ppbV 级的痕量化合物的技术。与在环境压力下工作并在低电场条件下提供离子迁移率的传统 IMS 相比,HiKE-IMS 还能提供分析物离子迁移率的特定电场依赖性以及高降低电场强度下的碎片模式。通过改变还原电场强度获得的有关分析物的额外信息有助于进行可靠的检测。此外,在 10 - 40 毫巴的低工作压力下,离子-分子反应的次数减少,反应时间缩短,从而降低了可能导致假阴性的竞争离子-分子反应的影响。在这项工作中,我们利用 HiKE-IMS 分析了用于合成甲基苯丙胺和苯丙胺的苯基-2-丙酮(P2P)和其他前体化学品。结果表明,前体化学品在 HiKE-IMS 中表现出不同的行为。一些前体形成单一的重要离子种类,而另一些则很容易形成碎片模式。不过,所有药物前体都能相互区分,与反应物离子和干扰化合物区分开来。特别是,现场离子迁移率作为额外的分离维度有助于识别,在现场应用中可能会减少误报的数量。此外,对缉获的非法 P2P 样品的分析表明,尽管真实样品的顶空存在复杂的背景,但即使是低浓度的 P2P 也能检测出来。
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引用次数: 0
DNA and fingerprint analyses of debris from improvised explosive device 对简易爆炸装置碎片进行 DNA 和指纹分析。
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-08-09 DOI: 10.1016/j.forsciint.2024.112189

Improvised explosive devices (IEDs) can be assembled directly from daily items and are easily purchasable and distributable internationally, owing to the absence of government export permits. Hence, their origins are not readily revealed, and they can pose significant adverse effects despite their low manufacturing costs. In this study, the feasibility of identifying fingerprints and deoxyribo nucleic acid (DNA) profiles in various IEDs and samples is investigated. Additionally, the relative positions of debris are identified to set the scope of on-site inspection at terrorist scenes. All samples are categorized into porous and non-porous materials, and LMG test, extraction, quantification, and short tandem repeat (STR) analysis are conducted to view the DNA profile. For fingerprinting, 1,2-IND and CA are utilized for development, followed by quality-control analysis. Although sample acquisition is impossible in some experiments, DNA profiling and fingerprint analysis are possible for all, thus allowing mapping to be performed. This study shows that even when terrorist bombing occurs, if evidence with minimal damage is detected at the scene, then STR profiles and fingerprints can be obtained at a level suitable for AFIS usage. Furthermore, accumulating mapping results from numerous experiments significantly aids in determining the scope of evidence acquisition.

简易爆炸装置(IED)可以直接用日常用品组装,由于没有政府出口许可,很容易在国际上购买和传播。因此,它们的来源不容易被揭露,尽管制造成本低,却可能造成严重的负面影响。本研究调查了在各种简易爆炸装置和样本中识别指纹和脱氧核糖核酸(DNA)图谱的可行性。此外,还确定了碎片的相对位置,以确定恐怖主义现场的现场检查范围。将所有样本分为多孔和无孔材料,并进行 LMG 测试、提取、定量和短串联重复 (STR) 分析,以查看 DNA 图谱。在指纹识别方面,利用 1,2-IND 和 CA 进行开发,然后进行质量控制分析。虽然在某些实验中无法采集样本,但所有实验都可以进行 DNA 图谱和指纹分析,从而可以进行绘图。这项研究表明,即使发生了恐怖爆炸事件,如果在现场检测到的证据破坏程度很小,那么就可以获得适合自动指纹识别系统使用的 STR 图谱和指纹。此外,从无数次实验中积累的绘图结果也大大有助于确定证据采集的范围。
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引用次数: 0
Mass killing during terror attack at the Israel-Gaza border and the role of the Ministry of Health in identification of human remains and their release 以色列-加沙边境恐怖袭击期间发生的大规模屠杀事件以及卫生部在确认遗体身份和释放遗体方面的作用。
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-08-08 DOI: 10.1016/j.forsciint.2024.112188

More than 1200 civilians and military were killed in cities and villages by the Hamas attack on October 7th, 2023. The bodies and body-parts had to be identified and released for burial. This report outlines the challenges and mode of operation of the massive disaster victim identification (DVI) efforts.

Bodies were delivered to a central mortuary. Each body was coded and undressed for external inspection and documentation of physical elements. Digital fingerprints were recorded and blood or toenails sampled for DNA. Odontology exams were performed by dentists describing dentition, aided by computerized tomography (CT). Whole-body CT was performed in cases the bodies were disfigured or burned from the second week.

Simultaneously, families of missing civilians provided physical elements to the police to extract the DNA for antemortem documentation. The police took the responsibility over the reconciliation, which was based on comparison of the ante-mortem and post-mortem fingerprints, aided by DNA profile matching, odontology examination, clinical and/or radiological findings performed by forensic practitioners. Secondary identification elements were used assure the families regarding the identification. Precise scientific identification a was a priority, even if it slowed the rate of bodies release. Families were allowed to view their relative either at the mortuary or before burial.

The DVI process required cooperation between several governmental agencies and police. To maximize the effectiveness, a synchronized approach should be adopted, specifying communication channels between the partners and dividing the responsibilities. The DVI should be led by a single, experienced authority to ensure interdisciplinary teamwork. This catastrophe required personal resilience of the teams for rapid and efficient functioning and communication between the partners.

2023 年 10 月 7 日,哈马斯在城市和村庄发动袭击,造成 1200 多名平民和军人丧生。必须对尸体和尸块进行鉴定,并将其运回安葬。本报告概述了大规模灾难受害者身份识别(DVI)工作面临的挑战和运作模式。尸体被送往中央停尸房。对每具尸体进行编码,并脱掉衣服进行外部检查和身体要素记录。记录数字指纹,并对血液或脚趾甲进行 DNA 采样。牙医在计算机断层扫描(CT)的辅助下对尸体进行牙科检查。从第二周开始,对毁容或烧伤的尸体进行全身 CT 检查。与此同时,失踪平民的家属也向警方提供了实物,以便提取 DNA 进行尸检。警方负责进行核对,核对的依据是死前和死后指纹的对比,并辅以 DNA 资料比对、牙科检查、法医的临床和/或放射检查结果。次级鉴定要素用于向家属保证鉴定结果。精确的科学鉴定是一个优先事项,即使这会延缓尸体的释放速度。家属可以在停尸房或下葬前看到他们的亲人。DVI 过程需要多个政府机构和警方的合作。为了最大限度地提高效率,应采取同步方法,明确合作伙伴之间的沟通渠道并划分责任。灾后恢复和重建工作应由一位经验丰富的权威人士领导,以确保跨学科的团队合作。这场灾难要求各团队具备个人应变能力,以便快速高效地运作,并在合作伙伴之间进行沟通。
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引用次数: 0
Cigarette paper as evidence: Forensic profiling using ATR-FTIR spectroscopy and machine learning algorithms 烟纸作为证据:使用 ATR-FTIR 光谱和机器学习算法进行法医特征分析。
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-08-07 DOI: 10.1016/j.forsciint.2024.112182

This research highlights the underestimated significance of cigarette paper as evidence at crime scenes. The primary objective is to distinguish cigarette paper from similar-looking alternatives, addressing the first research objective. The second objective involves identifying cigarette paper brands using attenuated total reflectance Fourier transform infrared (ATR-FTIR) spectroscopy and machine learning (ML) algorithms. Accurate differentiation of cigarette paper from normal paper is emphasized. ATR-FTIR spectroscopy, coupled with principal component analysis (PCA) for dimensionality reduction, is employed for brand identification. Among fifteen ML algorithms compared, the CatBoost classifier excels for both objectives. This research presents a non-destructive, effective method for studying cigarette paper, contributing valuable insights to crime scene investigations.

这项研究强调了香烟纸作为犯罪现场证据的重要性,但这一重要性被低估了。主要目的是区分卷烟纸和外观相似的替代品,从而实现第一个研究目标。第二个目标是利用衰减全反射傅立叶变换红外光谱(ATR-FTIR)和机器学习(ML)算法识别卷烟纸品牌。重点是准确区分卷烟纸和普通纸。ATR-FTIR 光谱与用于降维的主成分分析(PCA)相结合,用于品牌识别。在所比较的 15 种 ML 算法中,CatBoost 分类器在实现这两个目标方面都很出色。这项研究提出了一种研究卷烟纸的非破坏性有效方法,为犯罪现场调查提供了有价值的见解。
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引用次数: 0
Prediction of laser printers and cartridges based on three-dimensional profiles via discrimination analysis 通过判别分析,基于三维轮廓对激光打印机和墨盒进行预测。
IF 2.2 3区 医学 Q1 MEDICINE, LEGAL Pub Date : 2024-08-06 DOI: 10.1016/j.forsciint.2024.112186

Printer source prediction is an important task when examining questioned documents. While some research has provided methods to predict the source printer of documents, with the advent of compatible consumables, printer prediction could become more complex and difficult. Predicting the source printer after replacing cartridges and identifying the source of printer cartridges are unresolved issues that are rarely addressed in current research. Herein, we introduce a novel technique to predict the manufacturer, model, and cartridges of laser printers (i.e., compatible, and original cartridges) used to produce a given document. Document samples produced using eight laser printers and 247 cartridges were collected to establish a dataset. Common manufacturers included HP, Canon, Lenovo, and Epson. After obtaining white-light images and three-dimensional profile images of printed characters, a morphological analysis was conducted by questioned document examiners (QDEs) using microscopy. Microscopic image features across a series of images were also extracted and analyzed using algorithms. Then, six high-dimensional reduction algorithms were used to obtain between- and within-printer variations as well as between- and within-cartridge variations. Finally, we conducted principal component analysis (PCA) and discriminant analysis. For 40 % of the samples, mixed discrimination analysis (MDA) and fixed discrimination analysis (FDA) were employed to predict the manufacturer, model and cartridge of laser printers used to produce the questioned printed document; the remaining 60 % samples comprised the training dataset. In the prediction of manufacturer, model and cartridge, our method achieved mean accuracies of 95.5 %, 97.5 %, and 90.2 %, respectively. Hence, this technique could reasonably aid in predicting the manufacturer, model, and cartridge of a laser printer, even if different cartridges are loaded into printers.

在检查有问题的文件时,打印机来源预测是一项重要任务。虽然一些研究提供了预测文件源打印机的方法,但随着兼容耗材的出现,打印机预测可能会变得更加复杂和困难。预测更换墨盒后的源打印机和识别打印机墨盒的来源是目前研究中很少涉及的未决问题。在此,我们介绍一种新技术,用于预测激光打印机的制造商、型号和用于生成给定文档的墨盒(即兼容墨盒和原装墨盒)。我们收集了使用 8 台激光打印机和 247 个墨盒制作的文档样本,建立了一个数据集。常见的制造商包括惠普、佳能、联想和爱普生。在获得打印字符的白光图像和三维轮廓图像后,受询文件检验员(QDEs)使用显微镜进行了形态分析。此外,还使用算法提取和分析了一系列图像的显微图像特征。然后,使用六种高维还原算法来获得打印机之间和打印机内部的差异,以及墨盒之间和墨盒内部的差异。最后,我们进行了主成分分析(PCA)和判别分析。对于 40% 的样本,我们采用了混合判别分析(MDA)和固定判别分析(FDA)来预测用于生成被质疑打印文档的激光打印机的制造商、型号和墨盒;其余 60% 的样本构成了训练数据集。在制造商、型号和墨盒的预测方面,我们的方法取得的平均准确率分别为 95.5%、97.5% 和 90.2%。因此,即使打印机装入了不同的墨盒,这项技术也能合理地帮助预测激光打印机的制造商、型号和墨盒。
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引用次数: 0
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Forensic science international
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