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Analyzing Random Forest’s Predictive Capability for Type 1 Diabetes Progression 随机森林对1型糖尿病进展的预测能力分析
Pub Date : 2025-03-17 DOI: 10.1109/OJIM.2025.3551837
Niels F. Cleymans;Mark Van De Casteele;Julie Vandewalle;Aster K. Desouter;Frans K. Gorus;Kurt Barbé
Type 1 diabetes (T1Ds) is a chronic, for now, incurable multifactorial disease caused by the immune-mediated destruction of insulin-producing pancreatic $beta $ -cells, causing devastating and costly acute and chronic complications, despite lifelong insulin treatment. Abrupt clinical onset is preceded by an asymptomatic disease phase of highly variable duration which is marked by the sequential appearance of various types of $beta $ -cell autoantibodies (AAbs). Optimized predictions of time to clinical onset facilitate early diagnosis which is also key to reducing the incidence of inaugural life-threatening diabetic ketoacidosis and planning novel prevention trials in the asymptomatic stage. Research in first-degree relatives of known T1D patients has shown that disease progression can be predicted by genetic and immune biomarkers, but these predictions are limited by using the traditional statistical approaches such as Cox regression models. This explorative study aims to uncover the potential of random forest machine learning algorithms as survival models within the biomedical context of T1D. Two random forest survival models were constructed in R. The first constructed model predicts how long it will take for individuals to go from single to multiple AAb positivity (AAb+), a crucial step in T1D development. The second model predicts the transition from multiple AAb+ to the onset of T1D. This article demonstrates that our random forest survival models outperform traditional Cox regression methods; we conduct a detailed analysis of variable importance to uncover novel biomarker interactions; and we establish a refined framework for precise measurement and risk stratification of T1D, paving the way for earlier and more targeted intervention.
1型糖尿病(T1Ds)是一种慢性的、目前无法治愈的多因素疾病,由免疫介导的胰岛素生成胰腺β细胞破坏引起,尽管终生接受胰岛素治疗,但仍会导致破坏性和昂贵的急性和慢性并发症。突然的临床发作之前是一个持续时间高度可变的无症状疾病阶段,其特征是连续出现各种类型的β细胞自身抗体(AAbs)。优化的临床发病时间预测有助于早期诊断,这也是降低首次危及生命的糖尿病酮症酸中毒发生率和在无症状阶段规划新的预防试验的关键。对已知T1D患者一级亲属的研究表明,疾病进展可以通过遗传和免疫生物标志物来预测,但这些预测受到传统统计方法(如Cox回归模型)的限制。本探索性研究旨在揭示随机森林机器学习算法在T1D生物医学背景下作为生存模型的潜力。本文构建了两个随机森林生存模型。第一个模型预测个体从单个AAb阳性(AAb+)到多个AAb阳性(AAb+)所需的时间,这是T1D发展的关键步骤。第二个模型预测了从多个AAb+到T1D发病的转变。本文证明了随机森林生存模型优于传统的Cox回归方法;我们进行了详细的变量重要性分析,以发现新的生物标志物相互作用;我们为T1D的精确测量和风险分层建立了一个完善的框架,为更早、更有针对性的干预铺平了道路。
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引用次数: 0
Reentry CubeSat Heatshield Monitoring System Using Fiber Bragg Gratings 利用光纤光栅的再入立方体卫星隔热监测系统
Pub Date : 2025-03-15 DOI: 10.1109/OJIM.2025.3569358
Jurgen Vanhamel;Kin Chio Chao;Yifeng Chen
In space applications, CubeSats are used for all kinds of commercial and research purposes. These small satellites are launched in such large numbers that from a pollution point of view it makes sense to return them intact to Earth. To establish this, a dedicated reentry is needed. During this reentry process, the CubeSat has to make use of a heatshield which deforms due to multiple forces acting upon the structure. In order to monitor this heatshield, this study aims at investigating, designing, simulating, and testing the integration and readout of fiber Bragg gratings (FBGs) into a mock-up heatshield, in order to monitor its shape. Therefore, a mock-up of a CubeSat and its accompanying heatshield is constructed to simulate the realistic use of FBGs. Based on the external dimensions of the heatshield, the study gives a practical installation pattern for the FBGs. A 3-D simulation model of the heatshield and accompanying CubeSat is built. To achieve deformation in this 3-D model, the study proposes an algorithm based on single-point data. Using existing OROCOS/ROS middleware, the study establishes a comprehensive system for setting up and reading out FBGs in order to gather information on the heatshield’s status. Finally, after testing the mock-up heatshield set, the system can reflect the deformation of the heatshield in real-time in the 3-D model. Additionally, the system can save the entire deformation process of the heatshield as a series of model files, which can be used for sophisticated static analysis.
在空间应用方面,立方体卫星被用于各种商业和研究目的。这些小卫星被大量发射,从污染的角度来看,将它们完好无损地送回地球是有道理的。要做到这一点,需要一个专门的再入。在这个再入过程中,立方体卫星必须使用隔热罩,由于作用在结构上的多种力,隔热罩会变形。为了监测这种隔热罩,本研究旨在调查、设计、模拟和测试光纤布拉格光栅(fbg)集成和读出到一个模拟隔热罩,以监测其形状。因此,构建了一个立方体卫星及其附带的隔热板的模型来模拟fbg的实际使用。根据隔热板的外形尺寸,给出了一种实用的fbg安装方案。建立了防热罩及其伴生立方体卫星的三维仿真模型。为了实现该三维模型的变形,本研究提出了一种基于单点数据的算法。利用现有的OROCOS/ROS中间件,该研究建立了一个全面的系统,用于设置和读取fbg,以收集有关隔热板状态的信息。最后,通过对实物模型的测试,该系统能够在三维模型中实时反映隔热板的变形情况。此外,该系统还可以将隔热板的整个变形过程保存为一系列模型文件,可用于复杂的静态分析。
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引用次数: 0
Hybrid TDOA/DOA Multiple PD Localization Using Two Arrays With KPCA-mnc-FastICA and Sparrow Search Algorithm 基于KPCA-mnc-FastICA和Sparrow搜索算法的双阵列混合TDOA/DOA多PD定位
Pub Date : 2025-03-10 DOI: 10.1109/OJIM.2025.3548817
Zeyu Zhang;Xiaojun Tang;Xiaoshan Li;Chongzhi Liu
Time difference of arrival (TDOA) and direction of arrival (DOA) are, respectively, applied to detect partial discharge (PD) target with ultrasonic signal. The reason why these two methods cannot be applied at the same time is that the required parameters, such as arrival time differences and directions, cannot be extracted simultaneously. This article solves the problem of calculating these two parameters simultaneously, and then proposes the hybrid TDOA/DOA localization with two $2times 2$ sensor arrays in PD localization first. This innovation can help PD positioning to obtain better accuracy and lower hardware requirement. Our previous research, which is kernel principal component analysis modified noncircular fast independent component analysis (KPCA-mnc-FastICA), is further studied to calculate arrival time difference and direction of multiple sources simultaneously. To tackle the problem of slow calculation speed, this article explores a combined method of hybrid TDOA/DOA positioning model and sparrow search algorithm (SSA) with two arrays which is sufficient to meet the requirement of multiple PD localization. The spatial accuracy of the discharge model measurement in the laboratory and the numerous PD signals mixed simulation experiment are supported by empirical evidence. The outcomes demonstrate the suggested method’s superior performance in terms of hardware reduction and multiple target localization.
将到达时差(TDOA)和到达方向(DOA)分别应用于超声信号检测局部放电目标。这两种方法不能同时应用的原因是无法同时提取所需的参数,如到达时差和方向。本文首先解决了这两个参数同时计算的问题,然后在PD定位中提出了两个$2 × 2$传感器阵列的混合TDOA/DOA定位方法。这种创新可以帮助PD定位获得更高的精度和更低的硬件要求。我们进一步研究了核主成分分析改进的非圆快速独立成分分析(KPCA-mnc-FastICA),以同时计算多个源的到达时差和方向。为了解决计算速度慢的问题,本文探索了一种混合TDOA/DOA定位模型与双阵列麻雀搜索算法(SSA)相结合的方法,足以满足多个PD定位的要求。实验室放电模型测量和大量放电信号混合模拟实验的空间精度得到了经验证据的支持。结果表明,该方法在硬件缩减和多目标定位方面具有优异的性能。
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引用次数: 0
Industrial EV Battery Performance Evaluation: A Review From the Instrumentation Perspective 工业电动汽车电池性能评价:从仪器仪表的角度综述
Pub Date : 2025-03-07 DOI: 10.1109/OJIM.2025.3544347
Erik Huemiller;Megan McGovern;Xinyu Du;James Salvador;Sean Wagner;William Collin
The increase in interest in lithium-ion battery cell performance indicators has been propelled by automotive manufacturers’ paradigm shift from internal combustion engine (ICE) vehicles toward electric vehicles (EVs). Accordingly, recent literature has seen a surge in the number of reviews related to nondestructive evaluation for lithium-ion batteries in EVs. Quantifying the battery cell performance is a key to successfully enabling the transition from ICE to EVs. This review seeks to provide an instrumentation and measurement perspective on the state of the art for battery cell performance indicators, including a deeper dive into their limitations and capabilities. This article will cover the most commonly employed measurement techniques, including electrical techniques, mechanical methods, and thermal analysis techniques. This article is organized by measurement technique, where each section will include an introduction to the technique, how it applies to batteries in the EV space, and will conclude with recommendations for extending the state of the art.
汽车制造商从内燃机(ICE)汽车转向电动汽车(ev),推动了人们对锂离子电池性能指标的兴趣增加。因此,最近与电动汽车锂离子电池无损评估相关的评论数量激增。量化电池性能是成功实现从内燃机向电动汽车过渡的关键。本综述旨在从仪器和测量的角度对电池性能指标的最新进展进行分析,包括对其局限性和能力的深入研究。本文将介绍最常用的测量技术,包括电气技术、机械方法和热分析技术。本文按测量技术组织,其中每个部分将包括对该技术的介绍,它如何应用于电动汽车领域的电池,并将以扩展最新技术的建议结束。
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引用次数: 0
A Resource-Efficient Time-Domain-Based Algorithm to Estimate Respiration Rate From Single-Lead ECG Signal 一种资源高效的基于时域的单导联心电信号呼吸速率估计算法
Pub Date : 2025-03-06 DOI: 10.1109/OJIM.2025.3548816
G. B. Krishnapriya;R. N. Ponnalagu;Sanket Goel
This study introduces a novel, computationally efficient time-domain (TD) algorithm for accurate breath rate (BR) estimation from single-lead ECG signals, designed for wearable devices. The proposed algorithm uses statistical TD parameters—mean, prominence, and distance (MPD)—to detect valid respiratory peaks in ECG-derived respiration (EDR) signals. The performance of the MPD algorithm was evaluated using two datasets: 1) a benchmark database containing ECG acquired during dynamic activities and 2) a real-time dataset comprising ECG signals from five subjects performing dynamic activities, including standing, jogging, and recovery. Comparative analysis against state-of-the-art TD methods, such as count-orig, zero-crossing detection, peak detection, and adaptive threshold techniques, demonstrates the superiority of MPD in both accuracy and computational efficiency. On the benchmark dataset, MPD achieved a mean absolute error (MAE) of 3.66 bpm and mean absolute percentage error (MAPE) of 23.69%, outperforming the Count-Orig method (MAE = 5.09 bpm, MAPE = 32.76%). For real-time data, MPD further demonstrated robust performance with an MAE of 1.53 bpm and MAPE of 7.25%. The algorithm’s design simplicity, combined with its ability to handle spurious peaks and varying signal conditions, makes it particularly suitable for resource-constrained wearable applications. Its high accuracy, low computational demands, and adaptability across activity conditions underscore its potential for continuous, real-time respiratory monitoring in diverse scenarios.
本研究介绍了一种新颖的、计算效率高的时域(TD)算法,用于从单导联心电信号中准确估计呼吸速率(BR),该算法专为可穿戴设备设计。该算法使用统计TD参数——均值、显著性和距离(MPD)来检测ecg衍生呼吸(EDR)信号中的有效呼吸峰值。使用两个数据集对MPD算法的性能进行了评估:1)包含动态活动期间获得的ECG的基准数据库;2)包含五个受试者进行动态活动(包括站立、慢跑和恢复)的ECG信号的实时数据集。与最先进的TD方法(如计数起源、过零检测、峰值检测和自适应阈值技术)进行比较分析,证明了MPD在精度和计算效率方面的优势。在基准数据集上,MPD的平均绝对误差(MAE)为3.66 bpm,平均绝对百分比误差(MAPE)为23.69%,优于count - origin方法(MAE = 5.09 bpm, MAPE = 32.76%)。对于实时数据,MPD进一步表现出稳健的性能,MAE为1.53 bpm, MAPE为7.25%。该算法设计简单,能够处理杂散峰值和变化的信号条件,因此特别适合资源受限的可穿戴应用。它的高精度、低计算需求和跨活动条件的适应性强调了它在不同场景下连续、实时呼吸监测的潜力。
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引用次数: 0
High-Accuracy Linearity Measurement of Broadband Frequency Chirps 宽带频率啁啾高精度线性测量
Pub Date : 2025-03-05 DOI: 10.1109/OJIM.2025.3566850
Bent Walther;André Froehly;Thomas Musch;Marcel van Delden
High-resolution radar systems use fast and broadband frequency chirps to enable high resolutions with short measurement times. One challenge in these radar systems is minimizing the linearity error in the generated frequency chirps, directly influencing the achievable depth resolution and precision. Current measurement methods cannot meet the bandwidth requirements of modern chirp generators, making it difficult to determine the linearity error precisely. For this reason, we present a novel measurement method that uses a frequency divider to enable linearity measurements with very high accuracy using conventional measurement equipment. Since frequency dividers generate additional artifacts, such as harmonics, we present a novel correction algorithm to prevent these artifacts in the measurement results. The algorithmic framework utilizes a virtual digital frequency chirp to detect RMS frequency errors in the sub-Hz range unprecedentedly. Furthermore, the influence of the frequency divider is systematically characterized, enabling precise correction of its contributions to the measurement results. This method improves the accuracy of chirp linearity measurements and allows for the characterization of current linearity measurement systems. The approach was validated through experimental measurements, even under noise, aliasing, and harmonic conditions.
高分辨率雷达系统使用快速和宽带频率啁啾,以短的测量时间实现高分辨率。这些雷达系统面临的一个挑战是最小化产生的频率啁啾中的线性误差,这直接影响到可实现的深度分辨率和精度。现有的测量方法不能满足现代啁啾发生器的带宽要求,难以精确确定线性误差。出于这个原因,我们提出了一种新的测量方法,该方法使用分频器来实现使用传统测量设备进行非常高精度的线性测量。由于分频器会产生额外的伪影,如谐波,我们提出了一种新的校正算法来防止测量结果中的这些伪影。该算法框架利用虚拟数字频率啁啾前所未有地检测出亚hz范围内的RMS频率误差。此外,系统地描述了分频器的影响,从而能够精确地校正其对测量结果的贡献。该方法提高了啁啾线性度测量的精度,并允许表征当前的线性度测量系统。该方法通过实验测量得到了验证,即使在噪声、混叠和谐波条件下也是如此。
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引用次数: 0
Selectivity Enhancement of Pesticide Biosensors via Polymer Coating 通过聚合物涂层提高农药生物传感器的选择性
Pub Date : 2025-03-03 DOI: 10.1109/OJIM.2025.3545978
Angkana Phongphut;Seeroong Prichanont;Chanchana Thanachayanont;Hsin-Yi Tsai;Yu-Hsuan Lin;Keng-Ku Liu;Ruey-An Doong;Bralee Chayasombat
This work investigated the effects of polymer films [chitosan (CS), Nafion (NF), and polyvinyl alcohol (PVA)] on the performances of acetylcholinesterase (AChE) biosensors for the selectivity of pesticide types and their concentration levels using principal component analysis (PCA). AChE was immobilized on montmorillonite/gold nanoparticles (Mt/AuNPs). The surface charge of the polymer films significantly influenced sensor performance: NF and PVA films, with negative charges, enhanced the preconcentration of positively charged acetylthiocholine chloride (ATCh), resulting in increased electroactive surface area and current response. In contrast, the positively charged CS film impeded mass diffusion of ATCh, reducing electroactive surface area and current response. Sensor/PVA showed the lowest limit of detection (LOD) for chlorpyrifos and pirimiphos-methyl, while Sensor/CS showed the lowest LOD for carbaryl. The unique response from three different biosensors demonstrated the successful discrimination of the pesticide group and their concentration levels by PCA. The total contribution variance was 99.8%. PC1 suggested the concentration levels, while PC2 was explicitly realized for organophosphate pesticides (negative PC2) and carbaryl (positive PC2). These findings demonstrate that the simple application of polymer coatings, combined with PCA, can significantly improve the selectivity and storage stability of AChE-based biosensors.
采用主成分分析(PCA)方法研究了壳聚糖(CS)、纳芬(NF)和聚乙烯醇(PVA)三种聚合物薄膜对乙酰胆碱酯酶(AChE)生物传感器对农药种类及其浓度水平选择性的影响。将AChE固定在蒙脱土/金纳米颗粒(Mt/AuNPs)上。聚合物膜的表面电荷显著影响传感器的性能:带负电荷的NF和PVA膜增强了带正电荷的乙酰硫代胆碱氯(ATCh)的预富集,从而增加了电活性表面积和电流响应。相反,带正电的CS膜阻碍了ATCh的质量扩散,降低了电活性表面积和电流响应。Sensor/PVA对毒死蜱和吡虫磷的最低检出限(LOD),而Sensor/CS对西威因的最低检出限(LOD)。三种不同生物传感器的独特响应表明主成分分析成功地识别了农药群及其浓度水平。总贡献方差为99.8%。PC1表示浓度水平,PC2明确表示有机磷农药(阴性PC2)和西威因(阳性PC2)的浓度水平。这些发现表明,聚合物涂层的简单应用,结合PCA,可以显著提高乙酰胆碱基生物传感器的选择性和储存稳定性。
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引用次数: 0
High-Accuracy Frequency Standard Comparison Technology Combining Adaptive Frequency and Lissajous Figure 自适应频率与利萨图相结合的高精度频率标准比对技术
Pub Date : 2025-02-12 DOI: 10.1109/OJIM.2025.3527536
Baoqiang Du;Yangfan Su;Zerui Yang
To meet the requirements of high-precision measurement of time-frequency multiparameters, a high-accuracy frequency standard comparison technology combining adaptive frequency and Lissajous figure is proposed. This technology uses only one reference frequency source to realize the frequency standard comparison and frequency measurement between any frequency signals without frequency normalization. First, a new frequency standard comparison signal is obtained by using an adaptive frequency standard generation module to roughly measure the measured frequency. Second, the turning period is measured by observing the Lissajous figure. Third, via the turning period and the function relation of frequency deviation, the relative frequency difference between the measured and frequency standard signals can be obtained. Finally, the phase relation between the measured and frequency standard signals is determined by oscilloscope, and then the high-accuracy measurement of the measured frequency can be realized. The testing results indicate that the accuracy of the frequency measurement in the radiofrequency range can achieve the $10^{-12}$ order of magnitude. Compared with the traditional frequency standard comparison technology, this technology has many characteristics, such as simple operation, low cost, low noise, and high measurement accuracy.
为满足时频多参数高精度测量的要求,提出了一种自适应频率与利萨久图相结合的高精度频率标准比对技术。该技术仅使用一个参考频率源,无需频率归一化,即可实现任意频率信号之间的频率标准比较和频率测量。首先,利用自适应频率标准产生模块对被测频率进行粗略测量,得到新的频率标准比较信号;其次,通过观察利萨焦氏曲线来测量旋转周期。第三,通过转动周期和频率偏差的函数关系,得到被测信号与频率标准信号的相对频率差。最后通过示波器确定被测信号与频率标准信号之间的相位关系,从而实现对被测频率的高精度测量。测试结果表明,在射频范围内的频率测量精度可达到$10^{-12}$数量级。与传统的频率标准比对技术相比,该技术具有操作简单、成本低、噪声小、测量精度高等特点。
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引用次数: 0
Microwave Reflectometry for Online Monitoring of Metal Powder Used in Laser Powder Bed Fusion Additive Manufacturing 微波反射法在线监测激光粉末床熔融增材制造中金属粉末
Pub Date : 2025-02-10 DOI: 10.1109/OJIM.2025.3540122
Farzaneh Ahmadi;Reza Zoughi
This study presents the results of using a millimeter-wave reflectometer system, operating at 150 GHz, for demonstrating the basic efficacy of measuring electromagnetic scattering of metal powder used in laser powder bed fusion (LPBF) additive manufacturing (AM). Metal spatter (spatial) properties—particles ejected during laser interaction with metal powder—are potential indicators of process deviations (from a prescribed manner) or defect formation in a printed part. Electromagnetic modeling of scattering properties of metal powder has shown to be a potentially viable tool for assessing metal powder cloud spatial distribution and other properties. This work takes the next natural step by measuring the scattering properties of a cloud of metal powder. This investigation begins with samples of stationary powder, demonstrating a strong correlation between packing density and the measured output voltage of the reflectometer. The study progresses into detecting the flow of relatively large metal particles (i.e., solder balls) in air and measuring responses of flowing metal powder blown inside a nitrogen-filled chamber. Results crucially confirm that this method can distinguish a cloud of metal powder from the baseline condition where no powder is present. While promising, this investigation represents an initial step in the long journey toward optimizing millimeter-wave methods for integration into real-world LPBF AM systems.
本研究展示了使用工作频率为150 GHz的毫米波反射计系统测量用于激光粉末床熔融(LPBF)增材制造(AM)的金属粉末电磁散射的基本功效。金属飞溅(空间)特性-激光与金属粉末相互作用时喷射出的颗粒-是印刷部件中工艺偏差(从规定的方式)或缺陷形成的潜在指标。金属粉末散射特性的电磁建模已被证明是评估金属粉末云空间分布和其他特性的潜在可行工具。这项工作通过测量金属粉末云的散射特性迈出了自然的下一步。这项调查从固定粉末的样品开始,证明了包装密度和反射计的测量输出电压之间的强烈相关性。研究进展到检测较大的金属颗粒(即焊料球)在空气中的流动,以及测量吹入氮气腔内流动金属粉末的响应。结果至关重要地证实,这种方法可以区分金属粉末云和没有粉末存在的基线条件。虽然有希望,但这项研究代表了优化毫米波方法以集成到实际LPBF AM系统中的漫长旅程的第一步。
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引用次数: 0
Sensory Monitoring for Breakthrough Detection in Mobile Laser Cutting of Various Materials in the Context of Improvised Explosive Device Disposal 简易爆炸装置处置中各种材料移动激光切割突破探测的感官监测
Pub Date : 2025-02-10 DOI: 10.1109/OJIM.2025.3540127
Emre Ünal;Matthias Muhr;Dominik Wild;Cathrin Theiss;Moritz Schumacher;Gerhard Holl;Peter Kaul
Unattended luggage or containers in public areas, such as railway stations and buildings, like airports, may trigger bomb disposal operations. While these instances frequently involve harmless forgotten bags, they can also signal the presence of unconventional explosives and incendiary devices, which may include chemical, biological, radiological, nuclear, and explosive (CBRNe) elements. Research aspects of this work include the development of a mobile laser cutting system (LCS) to enhance the capabilities of police bomb disposal units in neutralizing improvised explosive devices (IEDs) and forensic evidence collection, thereby improving the safety of the public and defusing experts. This article presents the results of the development of a breakthrough detection system using an appropriate sensor technology. Parameters are determined by means of sensory monitoring to cut through various materials without interacting with the layer behind them. The investigation includes real cutting tests with the mobile LCS on various materials. For example, breakthrough times for polystyrene ranged from 75 to 250 s depending on geometry, while sensor accuracy in detecting cutting progress exceeded 90%. Additionally, explosive residues as low as 10 ng were successfully detected post-cutting, highlighting the system’s forensic compatibility. The results show that sensor-based breakthrough detection is feasible for the laser cutting of IED-relevant objects.
在火车站和机场等公共场所,无人看管的行李或集装箱可能引发拆弹行动。虽然这些情况经常涉及无害的遗忘包,但它们也可能表明存在非常规爆炸物和燃烧装置,其中可能包括化学,生物,放射性,核和爆炸(CBRNe)元素。这项工作的研究方面包括开发一套移动激光切割系统,以提高警方拆弹部队拆除简易爆炸装置和收集法医证据的能力,从而提高公众和拆弹专家的安全。本文介绍了使用适当的传感器技术开发突破检测系统的结果。参数是通过感官监测来确定的,以切割各种材料而不与它们背后的层相互作用。研究包括使用移动LCS对各种材料进行实际切割试验。例如,根据几何形状,聚苯乙烯的突破时间从75到250秒不等,而传感器检测切割过程的精度超过90%。此外,切割后成功检测到低至10 ng的爆炸性残留物,突出了该系统的法医兼容性。结果表明,基于传感器的突破检测对于ied相关物体的激光切割是可行的。
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引用次数: 0
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IEEE Open Journal of Instrumentation and Measurement
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