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A team‐centric metric framework for testing and evaluation of human‐machine teams 一个以团队为中心的度量框架,用于测试和评估人机团队
3区 工程技术 Q2 Computer Science Pub Date : 2023-11-08 DOI: 10.1002/sys.21730
Jay Wilkins, David A. Sparrow, Caitlan A. Fealing, Brian D. Vickers, Kristina A. Ferguson, Heather Wojton
Abstract We propose and present a parallelized metric framework for evaluating human‐machine teams that draws upon current knowledge of human‐systems interfacing and integration but is rooted in team‐centric concepts. Humans and machines working together as a team involves interactions that will only increase in complexity as machines become more intelligent, capable teammates. Assessing such teams will require explicit focus on not just the human‐machine interfacing but the full spectrum of interactions between and among agents. As opposed to focusing on isolated qualities, capabilities, and performance contributions of individual team members, the proposed framework emphasizes the collective team as the fundamental unit of analysis and the interactions of the team as the key evaluation targets, with individual human and machine metrics still vital but secondary. With teammate interaction as the organizing diagnostic concept, the resulting framework arrives at a parallel assessment of the humans and machines, analyzing their individual capabilities less with respect to purely human or machine qualities and more through the prism of contributions to the team as a whole. This treatment reflects the increased machine capabilities and will allow for continued relevance as machines develop to exercise more authority and responsibility. This framework allows for identification of features specific to human‐machine teaming that influence team performance and efficiency, and it provides a basis for operationalizing in specific scenarios. Potential applications of this research include test and evaluation of complex systems that rely on human‐system interaction, including—though not limited to—autonomous vehicles, command and control systems, and pilot control systems.
我们提出并提出了一个并行度量框架,用于评估人机团队,该框架借鉴了当前人类系统接口和集成的知识,但植根于以团队为中心的概念。人类和机器作为一个团队一起工作,涉及到的互动只会随着机器成为更智能、更有能力的团队成员而增加复杂性。评估这样的团队不仅需要明确关注人机接口,还需要关注代理之间和之间的全部交互。与关注单个团队成员的孤立的质量、能力和性能贡献相反,建议的框架强调集体团队是分析的基本单元,团队的交互是关键的评估目标,个人的人和机器度量仍然是重要的,但是次要的。将团队互动作为组织诊断概念,最终的框架将对人类和机器进行并行评估,分析他们的个人能力,而不是纯粹的人类或机器质量,而是通过对整个团队的贡献来分析。这种处理方法反映了机器能力的增强,并且随着机器发展到行使更多的权力和责任,将允许继续相关。该框架允许识别影响团队绩效和效率的人机团队的特定特征,并为在特定场景中进行操作提供基础。这项研究的潜在应用包括测试和评估依赖于人类系统交互的复杂系统,包括(但不限于)自动驾驶汽车、指挥和控制系统以及飞行员控制系统。
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引用次数: 0
Model‐based systems engineering approach to the study of electromagnetic interference and compatibility in wireless powered microelectromechanical systems 基于模型的系统工程方法研究无线供电微机电系统中的电磁干扰和兼容性
3区 工程技术 Q2 Computer Science Pub Date : 2023-11-07 DOI: 10.1002/sys.21733
Juan A. Martinez‐Rojas, Jose L. Fernandez‐Sanchez, Miguel Fernandez‐Munoz, Rocio Sanchez‐Montero, Pablo L. Lopez‐Espi, Efren Diez‐Jimenez
Abstract Electromagnetic Interference and Compatibility (EMI–EMC) are a serious problem in Microelectromechanical Systems (MEMS), and specially in powered by wireless energy transfer MEMS. Most MEMS have dimensions in the order of 1 mm or less, thus, most of the suitable electromagnetic radiation sources have wavelengths larger than this, making isolation of electromagnetic effects very difficult. Model‐Based Systems Engineering (MBSE) can be an excellent tool to deal with EMI—EMC in MEMS during early design phases. In this work, we present a problem‐solving procedure and integration of EMI—EMC in MEMS from a Model‐Based Systems Engineering perspective. This approach is described in detail by a real example using a procedure based on nine steps fully integrated with the proposed systems engineering methodology. For example, the use of context diagrams (IBDs) and N SQUARE charts to describe EMC interactions is explained in detail. The system is formed by a Wireless Power Transfer (WPT) subsystem working near 2.45 or 4.5 GHz coupled to an electromagnetic micromotor. This micromotor contains copper microcoils which can receive electromagnetic radiation directly at the same time that the WPT subsystem. The greatest difficulty is, then, to power the WPT while isolating the micromotor, and optimizing the coupling interface. A summary of the most important EMC concepts and tools are reviewed from the systems engineer perspective and possible problems during the design and testing phases are discussed in detail using the example.
摘要电磁干扰与兼容(EMI-EMC)是微机电系统(MEMS),特别是以无线能量传输为动力的微机电系统(MEMS)中的一个重要问题。大多数MEMS的尺寸在1毫米或更小,因此,大多数合适的电磁辐射源的波长都比这大,使得电磁效应的隔离非常困难。基于模型的系统工程(MBSE)是在MEMS早期设计阶段处理EMI-EMC的绝佳工具。在这项工作中,我们从基于模型的系统工程的角度提出了一个解决问题的程序和MEMS中EMI-EMC的集成。该方法通过一个真实的例子来详细描述,该例子使用基于九个步骤的过程,与所提出的系统工程方法完全集成。例如,详细解释了使用上下文图(ibd)和N SQUARE图来描述EMC相互作用。该系统由工作在2.45 GHz或4.5 GHz附近的无线功率传输(WPT)子系统与电磁微电机耦合形成。该微电机采用铜质微线圈,可与WPT分系统同时直接接收电磁辐射。因此,最大的困难是在隔离微电机的同时为WPT供电,并优化耦合接口。本文从系统工程师的角度总结了最重要的EMC概念和工具,并通过示例详细讨论了设计和测试阶段可能出现的问题。
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引用次数: 0
Early stakeholder modeling and analysis: New mobility services (Product Service Systems of Systems) 早期利益相关者建模和分析:新的移动服务(系统的产品服务系统)
3区 工程技术 Q2 Computer Science Pub Date : 2023-11-06 DOI: 10.1002/sys.21728
Sarra Fakhfakh, Marija Jankovic, Andreas M. Hein, Yann Chazal
Abstract Developing new mobility services such as electric vehicles and autonomous vehicles services requires not only the interaction and interoperation of independent systems such as electric vehicles, electric infrastructure, or off‐board servers, but also the collaboration of independent business partners, namely, car manufacturers, energy providers, and service providers, developing, managing and operating these systems. Such services show both Product Service Systems and Systems of Systems characteristics and, as such, can be defined as Product‐Service Systems of Systems. While extensive literature exists on developing and managing PSS product and service elements and SoS constituent systems, little research explicitly focuses on PSSoS stakeholders. In particular, the analysis of PSSoS stakeholder business partnerships and involvement in PSSoS development. PSSoS development is seen as the development, operation, and management of constituent systems. This paper contributes to addressing this gap and proposes an approach to manage stakeholder participation in the PSSoS business partnership and PSSoS development.
开发新的移动服务,如电动汽车和自动驾驶汽车服务,不仅需要独立系统(如电动汽车、电力基础设施或车载服务器)的交互和互操作,还需要独立业务伙伴(即汽车制造商、能源供应商和服务提供商)的协作,开发、管理和运营这些系统。此类服务同时显示产品服务系统和系统的系统特征,因此可以定义为系统的产品-服务系统。虽然存在大量关于开发和管理PSS产品和服务要素以及SoS组成系统的文献,但很少有研究明确关注PSS利益相关者。特别地,分析公共服务社会利益相关者的商业伙伴关系和参与公共服务社会发展。psso的开发被看作是组成系统的开发、运行和管理。本文有助于解决这一差距,并提出了一种管理利益相关者参与PSSoS业务伙伴关系和PSSoS发展的方法。
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引用次数: 0
Engineering systems analysis of mobility in Odawara city: New transportation services impacts on community engagement 小田原市交通的工程系统分析:新的交通服务对社区参与的影响
3区 工程技术 Q2 Computer Science Pub Date : 2023-11-06 DOI: 10.1002/sys.21734
Keiji Kimura, Bryan R. Moser
Abstract Local cities in Japan are struggling with aging and decreasing populations. Elderly people and parents with young children are uniquely challenged when accessing public transportation, a key to increasing their community engagement and improving local cities' sustainability. This research investigates the introduction of new transportation modes and fares on community engagement of both elderly people and parents of young children. An urban systems model which integrates mobility and civic functions is evaluated by agent‐based simulation to analyze various policies’ impacts on community engagement and financial performance. The model is applied to Odawara City, a typical local city of nearly 200,000 people in Japan. For this case study, two policies which strongly subsidize a community bus and partially subsidize a door‐to‐door van were predicted to generate 10% or greater engagement for the elderly without a financial loss compared to the current baseline case. More specifically, community engagement of elderly people and parents with young children are predicted to increase by 11% with positive (0.25 M yen) net present value per person when the fare of community buses is 100 yen and that of door‐to‐door vans is 300 yen. However, no synergistic effect driven by policies favoring elderly people and those favoring parents is found. Still, the measures to support elderly people's transportation accessibility do not harm the parents’ behavior but rather support their daily activities. The method is demonstrated to be useful for designing new mobility policy in light of a specific population with demographic residential distribution and existing transportation network.
日本的地方城市正在努力应对老龄化和人口减少的问题。老年人和带小孩的父母在使用公共交通时面临着独特的挑战,这是提高社区参与度和改善当地城市可持续性的关键。本研究调查了新交通方式和票价的引入对老年人和幼儿父母社区参与的影响。通过基于代理的模拟来评估整合流动性和公民功能的城市系统模型,以分析各种政策对社区参与和财务绩效的影响。该模型应用于小田原市,这是一个典型的日本近20万人口的地方城市。在本案例研究中,与目前的基线案例相比,两项政策——大力补贴社区巴士和部分补贴门对门面包车——预计将产生10%或更高的老年人参与度,而不会造成经济损失。更具体地说,当社区巴士的票价为100日元,门对门货车的票价为300日元时,老年人和带幼儿的父母的社区参与度预计将增加11%,人均净现值为正(25万日元)。然而,对老年人的政策和对父母的政策并没有协同效应。然而,支持老年人交通可达性的措施并没有损害父母的行为,而是支持他们的日常活动。结果表明,该方法可用于设计具有人口居住分布和现有交通网络的特定人群的新的交通政策。
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引用次数: 0
Government‐enterprise collusion and public oversight in the green transformation of resource‐based enterprises: A principal‐agent perspective 资源型企业绿色转型中的政企勾结与公众监督:一个委托代理视角
3区 工程技术 Q2 Computer Science Pub Date : 2023-11-02 DOI: 10.1002/sys.21731
Cunfang Li, Xinyi Gu, Zhan Li, Yongzeng Lai
Abstract In this work, by constructing a principal‐agent model, we analyze the intrinsic causes of collusion between the government and enterprises, particularly through the central and local governments and resource‐based enterprises. The analysis has been conducted by introducing the public as a third‐party monitoring body to explore the positive role of public participation in preventing collusion between the government and enterprises, and henceforth entailing model analysis and validation with certain examples. The green transformation of resource‐based enterprises is an effective way for their sustainable development, besides being an inevitable requirement for China's high‐quality economic development and ecological civilization construction in the new era. In this perspective, our study reveals that: (1) Government‐enterprise collusion is motivated by the central government's improper assessment and incentive mechanism, besides the information deficit between the central government and the colluding parties. (2) The conditions for government‐enterprise collusion in development remain on the resource‐based enterprises and local governments that face fewer expected penalties than expected benefits, thus resulting in lower collusion risks. (3) Public participation in monitoring can effectively combat the willingness of the local governments and resource‐based enterprises to collude and significantly increase the level of effort of both parties in the green transition. (4) Public monitoring increases the probability of collusion detection, and prompt detection improves the timeliness and effectiveness of punishment. The findings from this study can provide a scientific basis for improving the regulatory system, thus improving public participation and strengthening the penal system.
摘要本文通过构建委托代理模型,分析了政府与企业之间特别是中央和地方政府与资源型企业之间相互勾结的内在原因。分析是通过引入公众作为第三方监督主体来探索公众参与在防止政府与企业勾结方面的积极作用,因此需要进行模型分析并通过某些例子进行验证。资源型企业绿色转型是资源型企业可持续发展的有效途径,也是新时期中国经济高质量发展和生态文明建设的必然要求。在这一视角下,我们的研究发现:(1)政企合谋除了中央政府与合谋方之间的信息缺失外,还有中央政府不恰当的评估和激励机制。(2)政企合谋发展的条件仍然是资源型企业和地方政府的预期惩罚小于预期收益,因此合谋风险较低。(3)公众参与监测可以有效地打击地方政府和资源型企业相互勾结的意愿,显著提高双方在绿色转型中的努力水平。(4)公众监督增加了合谋被发现的概率,及时发现提高了处罚的及时性和有效性。研究结果可为完善规制体系、提高公众参与度、强化刑罚体系提供科学依据。
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引用次数: 0
Implementation guide for process safety management 过程安全管理实施指南
3区 工程技术 Q2 Computer Science Pub Date : 2023-10-25 DOI: 10.1002/sys.21732
Muhammad Imran Rashid, Muhammad Athar, Ayesha Mobeen, Mahnoor Asif, Muqaddas Hanif
Abstract A general guide how to implement process safety management (PSM) is missing in the literature. This article provides general procedure to implement PSM which any industry in underdeveloped, developing and developed countries can adopt to start PSM implementation. PSM implementation can be initiated through the proposed framework consisting of four steps: (1) PSM introduction, (2) Assigning departmental wise PSM duties, (3) Trainings and (4) Audits and improvements. Trainings include process hazard analysis (PHA) using Integrated What‐If/HAZOP analysis, quantitative risk assessments using ALOHA or equivalent software, PSM forms developments and other trainings. In a case study, ammonia release is estimated and quantified using ALOHA. Nine various forms for PSM are required to be developed for industry implementing PSM. Various trainings should be arranged including specific learning outcomes and few examples are discussed in this article. An audit scheme is proposed for any new industry implementing PSM. PSM elements implementation sequence is discussed. New established industries can adopt this procedure to implement PSM following suggested forms and sequences, which can help engineers in understanding PSM implementation. This PSM implementation proposed framework is being implemented in the fertilizer industry and caustic industry.
摘要:文献中缺少如何实施过程安全管理(PSM)的一般指南。本文提供了实施PSM的一般程序,不发达国家、发展中国家和发达国家的任何行业都可以采用该程序开始实施PSM。PSM的实施可以通过提议的框架开始,包括四个步骤:(1)PSM引入,(2)分配部门明智的PSM职责,(3)培训和(4)审计和改进。培训包括使用What‐If/HAZOP综合分析的过程危害分析(PHA),使用ALOHA或等效软件的定量风险评估,PSM表格开发和其他培训。在一个案例研究中,氨释放是估计和量化使用ALOHA。为实现PSM,需要开发9种不同形式的PSM。应该安排各种培训,包括具体的学习成果,本文讨论的例子很少。为任何实施PSM的新行业提出了审计方案。讨论了PSM要素的实现顺序。新建立的行业可以采用该程序按照建议的形式和顺序实施PSM,这可以帮助工程师理解PSM的实施。该PSM实施建议框架正在化肥行业和烧碱行业实施。
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引用次数: 0
Refining autonomous vehicle situational awareness due to varying sensor error 改进自动驾驶汽车在不同传感器误差下的态势感知
3区 工程技术 Q2 Computer Science Pub Date : 2023-10-22 DOI: 10.1002/sys.21729
Donald Costello, Nicholas Hanlon, Huan Xu
Abstract Pilots use their senses and training to generate situational awareness (SA). They then use this SA to make sound aeronautical decisions. Autonomous vehicles, by contrast, cannot rely on pilot expertise in off‐nominal situations. They must rely on their onboard sensors to build SA of the environment. As these sensors degrade, it is hypothesized that a point exists where the SA generated by these sensors is inadequate to allow the autonomous vehicle to make sound aeronautical decisions. In previous work, a point was defined based on broad assumptions within a modeling and simulation environment (i.e., the error within each sensor was known and not random). This research used a larger data set that contained random errors within the sensors. The data was then used to build predictive equations through a Monte Carlo simulation in the same simulation environment as previous work. While the data showed there was a statistically significant relationship between the error values in each sensor and the fused distance value, the resulting predictive equations were not able to provide adequate SA to make sound aeronautical decisions. This research highlights multiple issues the test and evaluation community will face when trying to develop new techniques for the verification and validation of autonomous systems.
飞行员利用感官和训练来产生态势感知(SA)。然后,他们使用这种SA来做出合理的航空决策。相比之下,自动驾驶汽车在非常规情况下不能依赖驾驶员的专业知识。它们必须依靠机载传感器来构建环境SA。随着这些传感器的退化,假设存在一个点,在这个点上,这些传感器产生的SA不足以让自动驾驶汽车做出合理的航空决策。在以前的工作中,一个点是基于建模和仿真环境中的广泛假设来定义的(即,每个传感器内的误差是已知的,而不是随机的)。这项研究使用了更大的数据集,其中包含传感器中的随机误差。这些数据随后被用于在与之前工作相同的模拟环境中通过蒙特卡罗模拟建立预测方程。虽然数据显示,每个传感器的误差值与融合距离值之间存在统计学上显著的关系,但由此得出的预测方程无法提供足够的SA来做出合理的航空决策。这项研究强调了测试和评估社区在尝试开发用于验证和验证自主系统的新技术时将面临的多个问题。
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引用次数: 0
A methodology for developing SoS architectures using SysML model federation 一种使用SysML模型联合开发SoS体系结构的方法
3区 工程技术 Q2 Computer Science Pub Date : 2023-10-11 DOI: 10.1002/sys.21727
Chris Swickline, Thomas A Mazzuchi, Shahram Sarkani
Abstract An essential role of systems engineering is to aid in overcoming complexity during development. As system complexity increases, a greater number of organizations are being asked to contribute architecture/design content for systems development. An essential challenge to overcome is how to ensure digital continuity in connecting system models to form systems of systems (SoS) models. Leveraging recent developments in digital engineering (DE) and model‐based systems engineering (MBSE) this paper presents a SysML model federation methodology enabling multiple collaborating organizations to contribute system models and form a descriptive SoS architecture model. Systems engineers applying this methodology are able to reuse constituent system model content to describe the larger SoS behavior and structure while promoting reusability and commonality and are therefore better able to ensure correctness and consistency across development. First, a background through the review of SoS engineering (SoSE) and DE/MBSE literature is provided. Then an MBSE process along with specific methods tailoring the use of SysML within the Cameo Enterprise Architecture tool is presented. This work builds upon a previously published Systems Architecture Model (SAM) development method and is designed to permit style diversity across peer constituent models and ensure that every piece of data has an authoritative source of truth (ASOT) within the federation. This paper then presents the application of this methodology to the Ranger Lunar Rover system by making use of its openly published SysML model. Finally, the benefits and challenges of this methodology are discussed prior to drawing closing conclusions and identifying future areas of research.
系统工程的一个重要作用是帮助克服开发过程中的复杂性。随着系统复杂性的增加,越来越多的组织被要求为系统开发贡献体系结构/设计内容。需要克服的一个重要挑战是如何确保连接系统模型以形成系统的系统(SoS)模型的数字连续性。利用数字工程(DE)和基于模型的系统工程(MBSE)的最新发展,本文提出了一种SysML模型联合方法,使多个协作组织能够贡献系统模型并形成描述性SoS体系结构模型。应用此方法的系统工程师能够重用组成系统模型内容来描述更大的SoS行为和结构,同时促进可重用性和通用性,因此能够更好地确保跨开发的正确性和一致性。首先,通过对SoS工程(SoSE)和DE/MBSE文献的回顾,提供了背景。然后介绍了MBSE过程以及在Cameo企业架构工具中裁剪SysML使用的特定方法。这项工作建立在先前发布的系统架构模型(SAM)开发方法的基础上,旨在允许跨对等组成模型的风格多样性,并确保每个数据块在联合中具有权威的事实来源(ASOT)。然后,本文通过使用其公开发布的SysML模型,介绍了该方法在Ranger月球车系统中的应用。最后,在得出结论和确定未来的研究领域之前,讨论了这种方法的好处和挑战。
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引用次数: 0
Knowledge elicitation methodology for evaluation of Internet of Things privacy characteristics in smart cities 智慧城市物联网隐私特征评价的知识启发方法
3区 工程技术 Q2 Computer Science Pub Date : 2023-10-09 DOI: 10.1002/sys.21726
Nil Kilicay‐Ergin, Adrian Barb, Namrata Chaudhary
Abstract One of the impediments to transforming urban cities into smart cities is the security and privacy concerns that arise due to use of Internet of Things (IoT) devices in various smart city applications. While IoT device vendors publish their security and privacy policies, manual evaluation of these policies is tedious and prone to misinterpretation as there is a lot of variability in the language used across IoT vendors. Local administrations and policy analysts are faced with understanding the implications of integrating IoT devices with differing security and privacy characteristics but lack methods that support them in analysis of privacy characteristics from a holistic perspective. In this paper, a methodology for knowledge elicitation from textual information is outlined to evaluate privacy characteristics of IoT devices. The methodology includes natural language processing and deep learning techniques to evaluate the relevance of IoT privacy policies to the National Institute of Standards and Technology (NIST) security and privacy framework 5 . Based on the analysis, text similarity scores are calculated for each IoT privacy policy document and each section of the policy document is labeled to NIST categories and functions. Analysis of these resulting labels and scores helps analysts to gain insights on each privacy policy as well as provide a holistic perspective of the privacy characteristics of IoT devices used in smart city applications. For example, all the policy documents used in the study talk about Protect domain and half of the documents cover Detect domain. However, most of the policies contain gaps regarding the Identify , Respond , and Recover domains. The study has implications for policy analysts, IoT vendors, and smart city administrators in terms of understanding the privacy gaps in IoT devices with respect to the NIST framework which can ultimately support policy alignment to address privacy concerns for smart cities.
将城市转变为智慧城市的障碍之一是由于在各种智慧城市应用中使用物联网(IoT)设备而产生的安全和隐私问题。虽然物联网设备供应商发布了他们的安全和隐私策略,但由于物联网供应商使用的语言存在很大差异,因此手动评估这些策略非常繁琐且容易被误解。地方政府和政策分析师面临着理解具有不同安全和隐私特征的物联网设备集成的影响,但缺乏从整体角度分析隐私特征的支持方法。本文概述了一种从文本信息中获取知识的方法,用于评估物联网设备的隐私特征。该方法包括自然语言处理和深度学习技术,以评估物联网隐私政策与国家标准与技术研究院(NIST)安全和隐私框架的相关性5。在此基础上,计算每个IoT隐私策略文档的文本相似度分数,并将策略文档的每个部分标记为NIST类别和功能。对这些结果标签和分数的分析有助于分析师深入了解每个隐私政策,并提供智慧城市应用中使用的物联网设备隐私特征的整体视角。例如,研究中使用的所有策略文件都涉及保护领域,一半的文件涉及检测领域。但是,大多数策略包含关于识别、响应和恢复域的差距。该研究对政策分析师、物联网供应商和智慧城市管理员在了解物联网设备相对于NIST框架的隐私差距方面具有重要意义,最终可以支持政策协调,以解决智慧城市的隐私问题。
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引用次数: 0
A taxonomy of metrics for human representations in digital engineering 数字工程中人类表征的度量分类
3区 工程技术 Q2 Computer Science Pub Date : 2023-09-23 DOI: 10.1002/sys.21722
Michael E. Miller, Emily Spatz
Abstract As humans play a significant role in maintaining, supporting, and operating systems, it is important to include humans in digital engineering models to ensure that the sociotechnical system is capable of meeting stakeholder requirements. The current research proposes a taxonomy of metrics and taxonomic nomenclature useful for representing humans in systems engineering and integration. This taxonomy is intended to provide a structure for considering metrics in frameworks such as the Objectives and Metrics portion of the human view architecture, as well as in trade studies which may be represented in MBSE models. The proposed taxonomy categorizes human‐centered metrics into four categories, including those affecting system performance, system readiness, interface fitness, and occupational health and safety. It is further recognized that many of these metrics can be affected by the mental or physical state of the human, which are commonly captured in human factors metrics, such as workload or situation awareness. It is proposed that this taxonomy can guide the selection of human‐centered metrics which affect the system's ability to meet system stakeholder requirements.
由于人类在维护、支持和操作系统中扮演着重要的角色,因此将人类纳入数字工程模型以确保社会技术系统能够满足涉众的需求是非常重要的。目前的研究提出了一种用于在系统工程和集成中表示人类的度量分类法和分类法命名法。该分类法旨在提供一种结构,用于在框架中考虑度量,例如人类视图体系结构的目标和度量部分,以及可能在MBSE模型中表示的贸易研究。提出的分类法将以人为中心的指标分为四类,包括影响系统性能、系统准备、接口适合度以及职业健康和安全的指标。进一步认识到,许多这些度量可能受到人的精神或身体状态的影响,这些通常在人的因素度量中被捕获,例如工作负载或情况感知。提出该分类法可以指导以人为中心的指标的选择,这些指标会影响系统满足系统涉众需求的能力。
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引用次数: 0
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