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2023 IEEE International Systems Conference (SysCon)最新文献

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Counterfeit Detection in the e-Commerce Industry Using Machine Learning: A Review 电子商务行业中使用机器学习的假货检测:综述
Pub Date : 2023-04-17 DOI: 10.1109/SysCon53073.2023.10131063
Jay Gohil, R. Kashef
The past decade has experienced an exponential rise in online purchases along with using credit cards and associated financial tools. This widespread e-commerce use has resulted in an unprecedented surge in frauds that range from financial frauds to fake online-shop frauds. Consequently. The detection and safeguarding of users from such frauds have been a vital goal to achieve for many organizations and enterprises, most of which aim to achieve the same through the application of machine learning to build classifier models that detect and classify data (transactions, online shops, and other e-commerce data) into fraudulent and legit classes. This survey paper aims to understand the advancements made in the last decade in the field to understand the progress made along with the gaps associated with the current research work. Moreover, the hurdles or challenges pertaining to widespread implementation are also discussed with potential solutions and prospects comprehensively; while providing insights on the most feasible ML algorithm(s) based on the survey, followed by future directions of research work to make it equipped for real-world implementation.
过去十年,随着信用卡和相关金融工具的使用,网上购物呈指数级增长。电子商务的广泛使用导致了从金融欺诈到虚假网上购物欺诈的欺诈行为前所未有的激增。因此。检测和保护用户免受此类欺诈是许多组织和企业要实现的重要目标,其中大多数组织和企业的目标是通过应用机器学习来构建分类器模型,将数据(交易、在线商店和其他电子商务数据)检测和分类为欺诈和合法类别。本调查论文旨在了解过去十年在该领域取得的进展,以了解所取得的进展以及与当前研究工作相关的差距。此外,还全面讨论了与广泛实施有关的障碍或挑战,以及可能的解决办法和前景;同时根据调查提供最可行的ML算法的见解,然后是未来研究工作的方向,使其能够用于现实世界的实施。
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引用次数: 0
Employing UAF Inter-Domain Traceability for Performance and Effectiveness Evaluation 使用UAF域间可追溯性进行性能和有效性评估
Pub Date : 2023-04-17 DOI: 10.1109/SysCon53073.2023.10131056
A. Alghamdi, Mohammadreza Torkjazi, Arturo J. Davila-Andino, A. K. Zaidi
We propose a step-by-step Model-Based Systems Engineering (MBSE) process for the creation and simulation of an executable Unified Architecture Framework (UAF) model for evaluation purposes. The roll-up of Technical Performance Measures (TPMs) to Measures of Effectiveness (MOEs) is necessary for such a process, and has not been documented for the UAF. This paper is the first attempt to address this gap by demonstrating how interdependencies between these technical measures can be traced across the domains of a UAF architecture according to the ISO/IEC/IEEE 15288:2015 standard, the guidelines from the INCOSE Systems Engineering Handbook, and the UAF Enterprise Architecture Guide. The proposed process employs traceability and parametric diagrams within the UAF to produce an executable model that aids in evaluating the effectiveness of a system’s architecture. Additionally, we describe how to build a simulation within the UAF to assess a parametric diagram containing random values of TPMs. The process identifies UAF views, their constituent model elements, and the relationships that are required to build this model. We also present an illustrative example of a forest firefighting system to demonstrate the implementation and effectiveness of the proposed process. This paper is intended as a resource for systems engineering practitioners.
我们提出了一个逐步的基于模型的系统工程(MBSE)过程,用于创建和模拟可执行的统一架构框架(UAF)模型,用于评估目的。技术性能度量(TPMs)到有效性度量(MOEs)的累积对于这样一个过程是必要的,并且还没有在UAF中记录。本文是通过展示这些技术措施之间的相互依赖关系如何根据ISO/IEC/IEEE 15288:2015标准、INCOSE系统工程手册指南和UAF企业架构指南在UAF架构的各个领域中进行追踪来解决这一差距的第一次尝试。建议的过程在UAF中使用可追溯性和参数图来产生一个可执行的模型,该模型有助于评估系统体系结构的有效性。此外,我们描述了如何在UAF中构建仿真来评估包含TPMs随机值的参数图。该过程确定UAF视图、它们的组成模型元素,以及构建该模型所需的关系。我们还提出了一个森林消防系统的说明性示例,以演示所提议过程的实施和有效性。本文旨在作为系统工程实践者的资源。
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引用次数: 0
How Healthcare Systems Engineering can Benefit from Digital Twins? 医疗系统工程如何从数字孪生中受益?
Pub Date : 2023-04-17 DOI: 10.1109/SysCon53073.2023.10131101
N. Mohamed, J. Al-Jaroodi, I. Jawhar, Nader Kesserwan
The introduction of the digital twin technology created enormous potential for several industrial sectors to improve their operations. Accordingly, they can enhance their productivity, cost-effectiveness, reliability, quality, and flexibility. One important sector that can successfully benefit from this advanced technology is healthcare systems. This paper investigates how healthcare systems engineering can benefit from utilizing digital twins. Healthcare systems engineering applies the systems view of engineering analysis and design principles to enhance healthcare services. Digital twins can enable many advantages to improve the processes and outcomes of healthcare systems. This paper discusses how digital twins can be utilized for healthcare systems engineering. It also discusses the impact of this utilization on achieving the goals of healthcare systems engineering.
数字孪生技术的引入为几个工业部门改善运营创造了巨大的潜力。因此,他们可以提高生产率、成本效益、可靠性、质量和灵活性。可以成功地从这种先进技术中受益的一个重要部门是医疗保健系统。本文研究了医疗系统工程如何从利用数字双胞胎中受益。医疗保健系统工程应用工程分析和设计原则的系统视图来增强医疗保健服务。数字孪生可以带来许多优势,以改善医疗保健系统的流程和结果。本文讨论了如何将数字双胞胎用于医疗系统工程。它还讨论了这种利用对实现医疗系统工程目标的影响。
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引用次数: 1
Assuring safety in a flexible aerospace certification — Lessons learned on applying OPs at the system level— 确保灵活航空航天认证的安全性。在系统级应用OPs的经验教训
Pub Date : 2023-04-17 DOI: 10.1109/SysCon53073.2023.10131225
Zamira Daw, Scott F. Beecher
Fast development and adoption of new technologies has outpaced the development of new aerospace certification standards. Overarching Properties (OPs) have emerged as a promising flexible framework for proposing alternative Means of Compliance. The hope is that the FAA may eventually establish an Advisory Circular that offers the OPs for safety critical approvals by showing the product possesses the three OPs: In-tent (specification of the intended behavior), Correctness (implementation of the intended behavior), and Innocuity (safety of unintended behavior). However, there is a lack of industrial case studies that evaluate its applicability and scalability. This paper provides an experience report of using OPs for jointly seeking software and system certification approval for an industrial Auxiliary Power Unit (APU) Control System. This project results in a certification argument that allows to use of an efficient model-based system engineering (MBSE) approach for developing airworthy system. The proposed MBSE approach is currently not supported by certification standards. We combine textual and graphical notation for specifying the argument to facilitate its assessment by the evaluation team. This paper highlights important aspects for the creation and evaluation for these arguments. These aspects show that the greater the scope of the certification and more novel the technology, the more detailed the argument must be. Keywords— Overarching Properties, Certification, Arguments, Assurance Cases.
新技术的快速发展和采用已经超过了新的航空航天认证标准的发展。总体属性(OPs)已成为一种有前途的灵活框架,用于提出替代合规手段。希望FAA最终可以建立一个咨询通知,通过显示产品具有三个OPs来提供安全关键批准的OPs: In-tent(预期行为的规范),正确性(预期行为的实现)和无创性(意外行为的安全性)。然而,缺乏评估其适用性和可扩展性的工业案例研究。本文提供了应用OPs联合寻求工业辅助动力装置(APU)控制系统软件和系统认证批准的经验报告。该项目导致认证争论,允许使用有效的基于模型的系统工程(MBSE)方法来开发适航系统。提议的MBSE方法目前不受认证标准的支持。我们结合文本和图形符号来指定论证,以方便评估小组对其进行评估。本文强调了这些论点形成和评价的重要方面。这些方面表明,认证的范围越大,技术越新颖,论证就必须越详细。关键词:总体属性,认证,参数,保证案例。
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引用次数: 2
Development of a Model-Based Drive-By-Wire System for Level 4 Automated Vehicles 基于模型的4级自动驾驶线控系统开发
Pub Date : 2023-04-17 DOI: 10.1109/SysCon53073.2023.10131104
J. Perrin, Stanislav Gankov, Walter Downing, S. Rengarajan, Scott Hotz, Piyush S Bhagdikar, Joshua Alden
Eco-driving algorithms enabled by Vehicle to Everything (V2X) communications in Connected and Automated Vehicles (CAVs) can reduce energy consumption by generating energy-efficient speed trajectories. One of the key challenges from an implementation perspective is to be able to execute the desired speed or acceleration commands closely. A SAE Level 4 CAV is being developed in conjunction with eco-driving to help address this issue. A custom drive-by-wire (DBW) system was built for a Honda Clarity plug-in hybrid electric vehicle (PHEV) to enable precise actuation of accelerator, brake, and steering. Transient vehicle data collected over a variety of drive cycles was synthesized to model pedal characteristics as a function of speed and target acceleration. The developed transfer functions enabled feed-forward control of the accelerator and brake pedals with a closed-loop controller handling the rest. Low speed steering maneuvers were performed to characterize the required steering torque to maintain a steady-state steering angle at different vehicle speeds. Advanced vehicle simulation software was used to understand vehicle dynamics and wheel angle response at different speeds. The development of a model based DBW system along with implementation details and results are presented.
网联和自动驾驶汽车(cav)中的车联网(V2X)通信支持的生态驾驶算法可以通过生成节能的速度轨迹来降低能耗。从实现的角度来看,关键的挑战之一是能够紧密地执行所需的速度或加速命令。为了解决这一问题,一款SAE 4级自动驾驶汽车正在与生态驾驶技术相结合。本田Clarity插电式混合动力汽车(PHEV)采用了定制的线控驱动(DBW)系统,可以精确驱动油门、刹车和转向。该方法综合了不同行驶周期的瞬时车辆数据,建立了踏板特性随速度和目标加速度的函数模型。开发的传递函数实现了油门和刹车踏板的前馈控制,其余部分由闭环控制器处理。通过低速转向机动来表征在不同车速下保持稳态转向角所需的转向力矩。采用先进的车辆仿真软件,了解不同车速下的车辆动力学和车轮角响应。介绍了基于模型的DBW系统的开发、实现细节和结果。
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引用次数: 0
Quantifying and Improving Resilience in the Informal Social Networks of Organizations 组织非正式社会网络弹性的量化与提升
Pub Date : 2023-04-17 DOI: 10.1109/SysCon53073.2023.10131095
J. Caddell, Roshi Rose Nilchiani
Organizations spend a considerable amount of time designing their organizational structure. These structures generally reflect the priorities and functions of the organization and deserve attention. However, research has reinforced the power of informal networks to affect performance and communication. The ability of a person to leverage their weak ties to build a coalition, find a key piece of information, or signal a warning has appreciable impacts on an organization’s ability to perform. This paper explores an informal structure and offers methods to re-enforce its resilience. In this unique network, the nodes represent people and their edges represent the overlap of tenure throughout their career. We define the resilience of this organization by exploring its error tolerance and offer a procedure that leverages the ClusterRank centrality for improving resilience through targeted internal assignments and the strengthening of informal ties. Interventions demonstrate promising results with appreciable shifts in the critical threshold with minimal adjustments. By utilizing these tools, organizations can better understand and address possible deficiencies in their informal structure’s resilience and remain better postured to respond to perturbations.
组织花费大量的时间来设计他们的组织结构。这些结构一般反映了组织的优先事项和职能,值得注意。然而,研究强调了非正式网络对绩效和沟通的影响。一个人利用自己的弱关系建立联盟、找到关键信息或发出警告的能力,对一个组织的执行能力有明显的影响。本文探讨了一种非正式结构,并提供了加强其弹性的方法。在这个独特的网络中,节点代表人员,其边缘代表整个职业生涯中任期的重叠。我们通过探索其容错性来定义该组织的弹性,并提供一个利用ClusterRank中心性的程序,通过有针对性的内部分配和加强非正式关系来提高弹性。干预措施显示出有希望的结果,在最小的调整下,临界阈值发生了明显的变化。通过利用这些工具,组织可以更好地理解和解决其非正式结构弹性中可能存在的缺陷,并保持更好的姿态来应对扰动。
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引用次数: 0
Optimization of Key Levers of Influence In Knowledge and Ease-of-Change Management and Addressing Variability in Design 优化知识和易于变更管理中的关键影响杠杆以及解决设计中的可变性
Pub Date : 2023-04-17 DOI: 10.1109/SysCon53073.2023.10131111
Raymond K. Jonkers
In large complex defense projects, a significant portion of technology and product costs are committed prior to detailed design when little is known about the product. The lack of information, knowledge and design flexibility early in the design can postpone design change decisions when it becomes more expensive and difficult to implement these changes. With adjustment to just a few key process levers, knowledge can be gained early in design and system ease-of- change increased, leading to a robust design, reduced design change costs and reduced schedule delays. The characteristics of the knowledge and ease-of-change management curves, and their levers of influence, can be described using system dynamics and statistical techniques. This paper presents an approach to optimizing these levers of influence from a cost-benefit perspective. Statistical techniques such as Monte Carlo analysis are used to predict variability in system performance attributes. Validation of this approach can be achieved through comparing the predicted effect of levers against actual performance of the management curves. The performance of the knowledge curve may be assessed using a standard knowledge management maturity assessment tool; the performance of the ease- of-change curve may be assessed through monitoring the variability of system performance attributes over the lifecycle.
在大型复杂的国防项目中,在对产品知之甚少的情况下,在详细设计之前就投入了很大一部分技术和产品成本。在设计早期缺乏信息、知识和设计灵活性可能会延迟设计更改决策,因为执行这些更改变得更加昂贵和困难。通过对几个关键过程杠杆的调整,可以在设计的早期获得知识,并且增加了系统的易更改性,从而导致健壮的设计,减少了设计更改成本并减少了进度延迟。知识和易于变更管理曲线的特征,以及它们的影响杠杆,可以用系统动力学和统计技术来描述。本文提出了一种从成本效益角度优化这些影响力杠杆的方法。统计技术如蒙特卡罗分析被用来预测系统性能属性的可变性。这种方法的验证可以通过比较杠杆的预测效果和管理曲线的实际表现来实现。知识曲线的性能可以使用标准的知识管理成熟度评估工具进行评估;易变曲线的性能可以通过监视整个生命周期中系统性能属性的可变性来评估。
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引用次数: 0
Efficient Coverage Methods for Earth Observing Tradespace Analysis 对地观测贸易空间分析的有效覆盖方法
Pub Date : 2023-04-17 DOI: 10.1109/SysCon53073.2023.10131142
I. J. Tapia-Tamayo, P. Grogan
Distributed Spacecraft Mission simulations are long-running simulations for mission tradespace exploration. The simulation running time increases as the number of satellites, simulation duration, and target points increases. Future Earth Observing DSM simulations utilize GEOS-5 Nature Run data. The GEOS-5 database provides weather simulation data for two years with a 30-minute timestep and storms are represented as target points. Simulating DSMs with the GEOS-5 database leads to the need for an efficient coverage method that reduces simulation run time because the GEOS-5 database provides thousands of target points to observe by a mission. We develop a new and efficient coverage methodology that performs faster than the current minimum elevation angle coverage method. The new approach uses two projection methods to create a coverage area on a 2D map. The two projections methods (circular and line) rely on collecting ground track position over a time interval and projecting sensor swath over each ground track position. The results show that the methodology provides a configuration with a speedup factor of approximately 950 and relatively high accuracy for a one-hour simulation with about 1700 target points distributed globally. This study presents a trade-off analysis for these two coverage methods to minimize simulation run time while maximizing accuracy.
分布式航天器任务模拟是用于任务空间探索的长时间模拟。仿真运行时间随着卫星数量、仿真持续时间和目标点的增加而增加。未来地球观测DSM模拟利用GEOS-5 Nature Run数据。GEOS-5数据库以30分钟的时间步长提供了两年的天气模拟数据,风暴被表示为目标点。使用GEOS-5数据库模拟dsm导致需要一种有效的覆盖方法,以减少模拟运行时间,因为GEOS-5数据库提供了任务观察的数千个目标点。我们开发了一种新的有效的覆盖方法,比目前的最小仰角覆盖方法执行得更快。新方法使用两种投影方法在2D地图上创建覆盖区域。两种投影方法(圆形和直线)依赖于在一段时间间隔内收集地面轨道位置,并在每个地面轨道位置上投影传感器图像。结果表明,对于分布在全球约1700个目标点的1小时仿真,该方法提供了一个加速因子约为950的配置,并且具有较高的精度。本研究提出了这两种覆盖方法的权衡分析,以最大限度地减少模拟运行时间,同时最大限度地提高准确性。
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引用次数: 0
System Design and Performance Analysis of Indoor Real-time Localization using UWB Infrastructure 基于超宽带的室内实时定位系统设计与性能分析
Pub Date : 2023-04-17 DOI: 10.1109/SysCon53073.2023.10131059
Jonathan Plangger, Hariram Ravichandran, Sarat Chandran Rodin, M. Atia
Indoor localization and tracking poses a uniquely challenging aspect for asset tracking. Unreliability of traditional positioning systems, such as GNSS, in indoor applications calls for specialized systems to attain similar levels of accuracy and precision. To this end, Real Time Location System (RTLS) based on deployable anchors and tags are typically employed for these applications. The precision and accuracy of such RTLS systems is limited by the chosen anchors and tags. In this paper, the performance of DecaWave’s Ultra-wide-band (UWB) MDEK1001 is evaluated and tested under ideal Line-of-Sight (LOS) and non-LOS (NLOS) scenarios. The effect of obstacles and anchor bias on accuracy is also evaluated. Different anchor deployment configurations are tested to determine the impact of anchor quantity and position on tag position accuracy. Additionally, this paper provides an overview of EMSLab-RTLS client-server generated for real-time location applications.
室内定位和跟踪是资产跟踪的一个独特挑战。在室内应用中,传统定位系统(如GNSS)的不可靠性需要专门的系统来达到类似的准确度和精度水平。为此,基于可部署锚和标签的实时定位系统(RTLS)通常用于这些应用程序。这种RTLS系统的精度和准确性受到所选择的锚和标签的限制。在本文中,DecaWave的超宽带(UWB) MDEK1001在理想视距(LOS)和非视距(NLOS)场景下的性能进行了评估和测试。并对障碍物和锚偏差对精度的影响进行了评价。测试了不同的锚杆部署配置,以确定锚杆数量和位置对标签定位精度的影响。此外,本文还概述了为实时定位应用程序生成的EMSLab-RTLS客户端-服务器。
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引用次数: 0
Enhancing Boofuzz Process Monitoring for Closed-Source SCADA System Fuzzing 在闭源SCADA系统模糊测试中增强Boofuzz过程监控
Pub Date : 2023-04-17 DOI: 10.1109/SysCon53073.2023.10131048
Patrick Cousineau, Brian Lachine
Past cyber-attacks have demonstrated that Industrial Control and SCADA Systems are high-value targets for modern threat actors. In order to defend these classes of systems, it is necessary to detect and eliminate any pre-existing vulnerabilities before they can be leveraged into zero-day exploits. Different methods exist to find exploitable vulnerabilities in the software that runs these systems, one of which is known as fuzzing – wherein a system under test is exposed to a variety of input streams while simultaneously observed for unexpected behaviours, exceptions, or crashes. The aim of this research is to extend the Boofuzz network protocol-based fuzzing framework in order to effectively monitor a closed-source SCADA HMI endpoint during fuzz testing. Effective monitoring in this context is defined as the automated detection of target crashes during fuzzing which are recorded with an exception description, reproducing steps, and call stack trace. This data minimizes the time required for vulnerabilities discovered during fuzzing to be reproduced, investigated, and rectified by the software vendor. In order to accomplish this aim, our SCADA HMI is first analyzed to identify the fuzzing target and its runtime behaviours. A protocol fuzzer is then custom built for it using Boofuzz, with the existing target process monitor class extended to introduce new log file and debugger-based monitors. These extensions are then tested through fuzz tests of the SCADA HMI, the results from which demonstrate that vulnerabilities can be both automatically detected and recorded with the sufficient level of detail to expedite rectification.
过去的网络攻击表明,工业控制和SCADA系统是现代威胁行为者的高价值目标。为了保护这类系统,有必要在它们被利用为零日漏洞之前检测并消除任何预先存在的漏洞。存在不同的方法来发现运行这些系统的软件中的可利用漏洞,其中一种被称为模糊测试——在测试系统暴露于各种输入流的同时观察意外行为、异常或崩溃。本研究的目的是扩展基于Boofuzz网络协议的模糊测试框架,以便在模糊测试期间有效地监控闭源SCADA HMI端点。在此上下文中,有效监控被定义为在模糊测试期间自动检测目标崩溃,并记录异常描述、重现步骤和调用堆栈跟踪。这些数据最大限度地减少了软件供应商重现、调查和纠正在模糊测试期间发现的漏洞所需的时间。为了实现这一目标,首先对我们的SCADA HMI进行分析,以确定模糊目标及其运行时行为。然后使用Boofuzz为它定制一个协议模糊器,并扩展现有的目标进程监视器类,以引入新的日志文件和基于调试器的监视器。然后通过SCADA HMI的模糊测试对这些扩展进行测试,结果表明可以自动检测和记录漏洞,并提供足够的详细信息以加快纠正。
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引用次数: 0
期刊
2023 IEEE International Systems Conference (SysCon)
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