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Exploring the Intersection of Metaverse, Digital Twins, and Artificial Intelligence in Training and Maintenance 探索虚拟世界、数字孪生和人工智能在培训和维护中的交集
IF 3.1 3区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-05-03 DOI: 10.1115/1.4062455
M. Bordegoni, F. Ferrise
As technology advances, we are surrounded by more complex products that can be challenging to use and troubleshoot. We often turn to online resources and the help of others to learn how to use a product's features or fix malfunctions. This is a common issue in both everyday life and industry. The key to be able to use a product or fix malfunctions is having access to accurate information and instructions and to gain the necessary skills to perform the tasks correctly. This paper offers an overview of how Artificial Intelligence, Digital Twins, and the Metaverse - currently popular technologies - can enhance the process of acquiring knowledge, know-how, and skills, with a focus on industrial maintenance. However, the concepts discussed may also be applicable to the maintenance of consumer products.
随着技术的进步,我们被更复杂的产品所包围,这些产品的使用和故障排除可能具有挑战性。我们经常求助于在线资源和他人的帮助来学习如何使用产品的功能或修复故障。这在日常生活和工业中都是一个常见的问题。能够使用产品或修复故障的关键是能够访问准确的信息和说明,并获得正确执行任务所需的技能。本文概述了当前流行的人工智能、数字孪生和元宇宙技术如何增强获取知识、专有技术和技能的过程,重点是工业维护。然而,所讨论的概念也可能适用于消费品的维护。
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引用次数: 5
Pointing Tasks Using Spatial Audio on Smartphones for People With Vision Impairments 视觉障碍人士在智能手机上使用空间音频的指向任务
IF 3.1 3区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-04-27 DOI: 10.1115/1.4062426
Abhijeet S. Raina, Ronak R. Mohanty, Abhirath Bhuvanesh, Divya Prabha J, Manohar Swaminathan, Vinayak R. Krishnamurthy
We present an experimental investigation of spatial audio feedback using smartphones to support direction localization in pointing tasks for people with visual impairments (PVIs). We do this using a mobile game based on a bow-and-arrow metaphor. Our game provides a combination of spatial and non-spatial (sound beacon) audio to help the user locate the direction of the target. Our experiments with sighted, sighted-blindfolded, and visually impaired users shows that (a) the efficacy of spatial audio is relatively higher for PVIs than for blindfolded sighted users during the initial reaction time for direction localization, (b) the general behavior between PVIs and blind-folded individuals is statistically similar, and (c) the lack of spatial audio significantly reduces the localization performance even in sighted blind-folded users. Based on our findings, we discuss the system and interaction design implications for making future mobile-based spatial interactions accessible to PVIs.
我们提出了一项实验研究,利用智能手机的空间音频反馈来支持视觉障碍(PVIs)的指向任务中的方向定位。我们使用基于弓箭比喻的手机游戏来做到这一点。我们的游戏提供了空间和非空间(声音信标)音频的组合,以帮助用户定位目标的方向。我们对正常、盲视和视障用户的实验表明:(a)在定位方向的初始反应时间内,空间音频对视障用户的效果相对高于蒙眼视障用户;(b)视障用户与蒙眼视障用户的总体行为具有统计学上的相似性;(c)即使蒙眼视障用户,空间音频的缺乏也会显著降低定位性能。基于我们的研究结果,我们讨论了系统和交互设计的含义,使未来基于移动的空间交互对PVIs无障碍。
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引用次数: 0
Fuzzy Recurrence Plots for Shallow Learning-Based Blockage Detection in a Centrifugal Pump Using Pre-Trained Image Recognition Models 基于预训练图像识别模型的离心泵浅学习阻塞检测的模糊递归图
IF 3.1 3区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-04-27 DOI: 10.1115/1.4062425
Nagendra Singh Ranawat, Jatin Prakash, Ankur Miglani, P. K. Kankar
Rags, dusts, foreign particles etc. are primary cause of blockage in centrifugal pump and deteriorates the performance. This study elaborates an experimental and data-driven methodology to identify suction, discharge and simultaneous occurrence of both blockages. The discharge pressure signals are acquired and denoised using CEEMD. The fuzzy recurrence plots obtained from denoised signals are attempted to classify using three pre-trained models: Xception, GoogleNet and Inception. None of these models are trained on such images, thus, features are extracted from different pooling layers which include shallow features too. The features extracted from different layers are fed to four shallow learning classifiers: Quadratic SVM, Weighted KNN, Narrow Neural network, and subspace discriminant classifier. The study finds that subspace discriminant achieves highest accuracy of 97.8% when trained using features from second pooling of Xception model. Furthermore, this proposed methodology is implemented at other blockage condition of the pump. The subspace discriminant analysis outperforms the other selected shallow classifier with an accuracy of 93% for the features extracted from the first pooling layer of the Xception model. Therefore, this study demonstrates an efficient method to identify pump blockage using pre-trained and shallow classifiers.
碎布、灰尘、外来颗粒等是造成离心泵堵塞和性能下降的主要原因。本研究详细阐述了一种实验和数据驱动的方法来识别吸入、排出和同时发生的两种阻塞。利用CEEMD对放电压力信号进行采集和去噪。利用Xception、GoogleNet和Inception三种预训练模型对去噪后的模糊递归图进行分类。这些模型都没有在这些图像上进行训练,因此,从不同的池化层中提取特征,其中也包括浅特征。从不同层提取的特征被馈送到四个浅学习分类器:二次支持向量机、加权KNN、窄神经网络和子空间判别分类器。研究发现,使用Xception模型的二次池化特征训练子空间判别器,准确率达到97.8%。此外,该方法还适用于泵的其他堵塞情况。子空间判别分析优于其他选择的浅分类器,从Xception模型的第一个池化层提取的特征的准确率为93%。因此,本研究展示了一种使用预训练和浅层分类器识别泵堵塞的有效方法。
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引用次数: 0
Digital Twin-Driven Product Sustainable Design for Low Carbon Footprint 低碳足迹的数字双驱动产品可持续设计
IF 3.1 3区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-04-27 DOI: 10.1115/1.4062427
Bin He, Hangyu Mao
Product sustainability is a pressing global issue that requires urgent improvement, and low-carbon design is a crucial approach towards achieving sustainable product development. Digital twin technology, which connects the physical and virtual worlds, has emerged as an effective tool for supporting product design and development. However, obtaining accurate product parameters remains a challenge, and traditional low-carbon product design primarily focuses on design parameters. To address these issues, this paper proposes a method for data collection throughout the product lifecycle, leveraging the Internet of Things. The paper envisions the automatic collection of product lifecycle data to enhance the accuracy of product design. Moreover, traditional low-carbon design often has a limited scope that primarily considers product structure and lifecycle stage for optimization. In contrast, combining digital twin technology with low-carbon design can effectively improve product sustainability. Therefore, this paper proposes a three-layer architecture model of product sustainability digital twin, comprising data layer, mapping layer, and application layer. This model sets the carbon footprint as the iterative optimization goal and facilitates the closed-loop sustainable design of the product. The paper envisions sustainable product design based on digital twins that can address cascading problems and achieve closed-loop sustainable design.
产品的可持续性是一个迫切需要改进的全球性问题,而低碳设计是实现可持续产品开发的关键途径。连接物理世界和虚拟世界的数字孪生技术已经成为支持产品设计和开发的有效工具。然而,获得准确的产品参数仍然是一个挑战,传统的低碳产品设计主要侧重于设计参数。为了解决这些问题,本文提出了一种利用物联网在整个产品生命周期中收集数据的方法。本文设想了产品生命周期数据的自动采集,以提高产品设计的准确性。此外,传统的低碳设计往往范围有限,主要考虑产品结构和生命周期阶段进行优化。相比之下,将数字孪生技术与低碳设计相结合可以有效地提高产品的可持续性。为此,本文提出了产品可持续性数字孪生的三层架构模型,包括数据层、映射层和应用层。该模型以碳足迹为迭代优化目标,有利于产品闭环可持续设计。本文设想了基于数字孪生的可持续产品设计,可以解决级联问题,实现闭环可持续设计。
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引用次数: 1
What's in a Name? Evaluating Assembly-Part Semantic Knowledge in Language Models through User-Provided Names in CAD Files 名字里有什么?通过CAD文件中用户提供的名称评估语言模型中的装配件语义知识
IF 3.1 3区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-04-25 DOI: 10.48550/arXiv.2304.14275
Peter Meltzer, J. Lambourne, Daniele Grandi
Semantic knowledge of part-part and part-whole relationships in assemblies is useful for a variety of tasks from searching design repositories to the construction of engineering knowledge bases. In this work we propose that the natural language names designers use in Computer Aided Design (CAD) software are a valuable source of such knowledge, and that Large Language Models (LLMs) contain useful domain-specific information for working with this data as well as other CAD and engineering-related tasks. In particular we extract and clean a large corpus of natural language part, feature and document names and use this to quantitatively demonstrate that a pre-trained language model can outperform numerous benchmarks on three self-supervised tasks, without ever having seen this data before. Moreover, we show that fine-tuning on the text data corpus further boosts the performance on all tasks, thus demonstrating the value of the text data which until now has been largely ignored. We also identify key limitations to using LLMs with text data alone, and our findings provide a strong motivation for further work into multi-modal text-geometry models. To aid and encourage further work in this area we make all our data and code publicly available.
装配体中部分-部分和部分-整体关系的语义知识对于从搜索设计库到构建工程知识库的各种任务都是有用的。在这项工作中,我们提出设计人员在计算机辅助设计(CAD)软件中使用的自然语言名称是这些知识的宝贵来源,并且大型语言模型(llm)包含有用的领域特定信息,用于处理这些数据以及其他CAD和工程相关任务。特别是,我们提取并清理了大量自然语言部分、特征和文档名称的语料库,并使用它来定量地证明,预训练的语言模型可以在三个自监督任务上优于许多基准测试,而之前从未见过这些数据。此外,我们表明对文本数据语料库的微调进一步提高了所有任务的性能,从而展示了迄今为止在很大程度上被忽视的文本数据的价值。我们还确定了仅使用文本数据的llm的关键限制,我们的发现为进一步研究多模态文本几何模型提供了强大的动力。为了帮助和鼓励这一领域的进一步工作,我们公开了所有的数据和代码。
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引用次数: 0
Applying Latent Dirichlet Allocation and Support Vector Regression to the Aesthetic Design of Medical Nursing Beds 潜在狄利克雷分配与支持向量回归在医疗护理床美学设计中的应用
IF 3.1 3区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-04-19 DOI: 10.1115/1.4062350
Bingkun Yuan, Junnan Ye, Xinying Wu, Chaoxiang Yang
With the development of social productivity and the improvement in material living standards, emotional value has become the core driver of the enhancement of product market competitiveness. A medical nursing bed, one of the most typical types of medical devices, is designed with little attention to the emotional experience of the users. Therefore, this paper proposes an innovative perceptual design approach under the Kansei engineering (KE) framework for resource-limited and information-poor companies. It guides the aesthetic design of medical nursing beds by constructing a mapping relationship between users' perceptual needs and the design characteristics of medical nursing beds to maximize users' emotions. First, latent Dirichlet allocation (LDA) is used to extract usable Kansei semantics from big data, compensating for the subjectivity of traditional KE data input. Then, the design characteristics obtained after deconstructing a medical nursing bed are simplified with rough set theory (RST). Finally, a mapping model between users' perceptual needs and the core design characteristics of nursing beds is established through support vector regression (SVR), and the optimal design solution is obtained by weighting calculation. The optimal combination of design characteristics for medical nursing beds is finally obtained. The results suggest that the design method proposed in this paper can help designers accurately grasp users' emotional perceptions in terms of aesthetic design and scientifically guide and complete the design of new medical nursing beds, verifying the feasibility and scientificity of the proposed method in terms of aesthetic design.
随着社会生产力的发展和物质生活水平的提高,情感价值已经成为提升产品市场竞争力的核心驱动力。医疗护理床作为最典型的医疗器械之一,其设计很少关注用户的情感体验。因此,本文提出了一种基于感性工学(KE)框架的创新感知设计方法,用于资源有限和信息贫乏的公司。通过构建用户感知需求与医疗护理床设计特征之间的映射关系,引导医疗护理床的美学设计,实现用户情感最大化。首先,利用潜在狄利克雷分配(latent Dirichlet allocation, LDA)从大数据中提取可用的感性语义,弥补传统KE数据输入的主观性;然后,利用粗糙集理论(RST)对解构后得到的医疗护理床设计特征进行简化。最后,通过支持向量回归(SVR)建立用户感知需求与护理床核心设计特征之间的映射模型,并通过加权计算得到最优设计解。最终得到了医疗护理床设计特点的最佳组合。结果表明,本文提出的设计方法可以帮助设计师在美学设计方面准确把握用户的情感感知,科学地指导和完成新型医疗护理床的设计,验证了本文提出的方法在美学设计方面的可行性和科学性。
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引用次数: 1
A Comparison of Graph-Theoretic Approaches for Resilient System of Systems Design 系统设计中弹性系统的图论方法比较
3区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-04-19 DOI: 10.1115/1.4062231
Abheek Chatterjee, Cade Helbig, Richard Malak, Astrid Layton
Abstract System of systems (SoS) are networked integration of constituent systems that together achieve new capabilities not possible through the operation of any single system. SoS can be found across all aspects of modern life such as power grids, supply chains, and disaster monitoring and tracking services. Their resilience (being able to withstand and recover from disruptions) is a critical attribute whose evaluation is nontrivial and requires detailed disruption models. Engineers rely on heuristics (such as redundancy and localized capacity) for achieving resilience. However, excessive reliance on these qualitative guidelines can result in unacceptable operation costs, erosion of profits, over-consumption of natural resources, or unacceptable levels of waste or emissions. Graph-theoretic approaches provide a potential solution to this challenge as they can evaluate architectural characteristics without needing detailed performance simulations, supporting their use in early stage SoS architecture selection. However, no consensus exists as to which graph-theoretic metrics are most valuable for SoS design and how they should be included in the design process. In this work, multiple graph-theoretic approaches are analyzed and compared, on a common platform, for their use as design tools for resilient SoS. The metrics central point dominance, modularity, specialized predator ratio, generalization, vulnerability, and degree of system order are found to be viable options for the development of early stage decision-support tools for resilient SoS design.
系统的系统(so)是组成系统的网络集成,它们共同实现任何单一系统无法实现的新功能。SoS可以在现代生活的各个方面找到,例如电网,供应链以及灾难监测和跟踪服务。它们的弹性(能够承受中断并从中断中恢复)是一个关键属性,其评估是非平凡的,需要详细的中断模型。工程师依靠启发式(例如冗余和局部容量)来实现弹性。然而,过度依赖这些质量准则可能导致不可接受的业务成本、利润的侵蚀、自然资源的过度消耗或不可接受的废物或排放水平。图论方法为这一挑战提供了一个潜在的解决方案,因为它们可以在不需要详细的性能模拟的情况下评估体系结构特征,支持它们在早期SoS体系结构选择中的使用。然而,对于哪种图论指标对SoS设计最有价值,以及如何将它们包含在设计过程中,目前还没有达成共识。在这项工作中,多种图论方法在一个共同的平台上进行了分析和比较,以用作弹性SoS的设计工具。研究发现,中心点优势度、模块化、专业化捕食者比例、通用性、脆弱性和系统有序度等指标是弹性SoS设计早期决策支持工具开发的可行选择。
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引用次数: 0
An Adaptive Job Shop Scheduling Mechanism for Disturbances by Running Reinforcement Learning in Digital Twin Environment 数字孪生环境下基于强化学习的自适应作业车间调度机制
IF 3.1 3区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-04-19 DOI: 10.1115/1.4062349
Weiguang Fang, Hao Zhang, Weiwei Qian, Yuhao Guo, Shaoxun Li, Zeqing Liu, Chenning Liu, Dongpao Hong
Practical manufacturing system operates in highly dynamic and uncertain environments, where stochastic disturbances disrupt the execution of production schedule as originally developed. Previous dynamic scheduling mainly focuses on the constructing predictive models for machine unavailability, with little studies on the adaptive and self-learning capacities for changing scheduling environments. Therefore, a digital twin (DT) driven scheduling with dynamic feedback mechanism is proposed, in which a reinforcement learning (RL) based adaptive scheduling is developed in DT to make corrective decisions for the disturbances during production runs. In the proposed architecture, the happening disturbance is firstly detected in the virtual layer by the status continuously updating in accordance with the physical workshop. Furthermore, the reschedule triggering condition is determined in real-time through quantization of the progress deviations resulting from disturbances. For the scheduling approach, the multi-agents RL (MARL) based adaptive scheduling method is built to perceive the dynamic production status from virtual environment and implement corrective strategies to hedge against the occurred disturbances. Finally, the proposed method is verified by a practical job shop case and the corresponding DT system is developed to show the effectiveness and advantages after a practical implementation.
实际的制造系统是在高度动态和不确定的环境中运行的,在这种环境中,随机干扰破坏了最初制定的生产计划的执行。以往的动态调度研究主要集中在机器不可用性预测模型的构建上,对调度环境变化的自适应和自学习能力研究较少。为此,提出了一种基于动态反馈机制的数字孪生驱动调度方法,在数字孪生中建立了一种基于强化学习(RL)的自适应调度方法,对生产运行过程中的干扰进行纠偏决策。在该体系结构中,首先在虚拟层检测发生的扰动,并根据物理车间的状态不断更新。此外,通过对扰动引起的进度偏差进行量化,实时确定了重调度触发条件。在调度方法上,建立了基于多智能体RL (MARL)的自适应调度方法,从虚拟环境中感知动态生产状态,并实施纠错策略以对冲发生的干扰。最后,通过一个实际作业车间案例对所提出的方法进行了验证,并开发了相应的DT系统,在实际实施后显示了该方法的有效性和优越性。
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引用次数: 0
Framing Supradisciplinary Research for Intellectualized Cyber-Physical Systems: An Unfinished Story 构建智能化信息物理系统的超学科研究:一个未完成的故事
IF 3.1 3区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-04-17 DOI: 10.1115/1.4062327
I. Horváth
Conceptualization and design of intellectualized, socialized, and personalized cyber-physical systems (CPSs) needs exploration and synthesis of novel knowledge. In turn, it raises the need for a combined use of interdisciplinary, multidisciplinary, and transdisciplinary research. Supradisciplinary research emerged as a new doctrine of combining these research approaches from epistemological, methodological, and procedural perspective. However, no methodology can be found in the literature that could facilitate the practical execution of supradisciplinary research programs and projects. This position paper proposes a conceptual framework that can be used as a blueprint of operationalization of such undertakings. The framework rests on six generic pillars: (i) problematics, (ii) infrastructure, (iii) methodics, (iv) stakeholders, (v) operations, and (vi) knowledge.The framework arranges the concerns in a procedural logic - as they should be considered by the research managers and cyber-physical system developers. In its current form, the framework does not cover the specific societal and personal issues of a successful organization of the inquiry at individual researchers, research teams, and research community levels. Notwithstanding, the framework can facilitate management of research organization tasks, joint formation of shared research infrastructure, setting up concrete research programs, projects, and processes, academic partnering and public stakeholder involvement, process flow management and capacity/competence allocation, and knowledge synthesis, assessment, and consolidation in a holistic manner. Follow up community-based research may focus on the practical application and testing of the framework in concrete cases – a task that an individual researcher cannot address.
智能化、社会化、个性化的信息物理系统(cps)的概念化和设计需要对新知识的探索和综合。反过来,它提出了综合运用跨学科、多学科和跨学科研究的需要。超学科研究作为一种从认识论、方法论和程序角度结合这些研究方法的新学说而出现。然而,在文献中没有找到可以促进实际执行超学科研究计划和项目的方法。本立场文件提出了一个概念性框架,可用作这类行动的运作蓝图。该框架基于六个一般支柱:(i)问题,(ii)基础设施,(iii)方法,(iv)利益相关者,(v)运营和(vi)知识。该框架在程序逻辑中安排关注点,因为它们应该由研究经理和网络物理系统开发人员考虑。在目前的形式下,该框架并没有涵盖在单个研究人员、研究团队和研究社区层面成功组织调查的具体社会和个人问题。尽管如此,该框架可以促进研究组织任务的管理,共同形成共享的研究基础设施,建立具体的研究计划、项目和过程,学术合作和公众利益相关者的参与,过程流管理和能力/能力分配,以及知识的综合、评估和整合。以社区为基础的后续研究可能侧重于在具体案例中对框架的实际应用和测试——这是单个研究人员无法解决的任务。
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引用次数: 1
Making Robotic Swarms Trustful: A Blockchain-Based Perspective 使机器人群可信:基于区块链的视角
IF 3.1 3区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-04-17 DOI: 10.1115/1.4062326
A. Thakur, Swagatika Sahoo, Arnab Mukherjee, Raju Halder
Lately the importance of swarm robotics has been recognized in a wide range of areas, including logistics, surveillance, disaster management, agriculture, and other industrial applications. The swarm intelligence introduced by the existing paradigm of Artificial Intelligence and Machine Learning often ignores the aspect of providing security and reliability guarantees. Consider a futuristic scenario wherein self-driving cars will transport people, self-driving trucks will carry cargo between warehouses, and a combination of legged robots/drones will ship cargo from warehouses to doorsteps. In the case of such a heterogeneous swarm of robots, it is crucial to ensure a trustful and reliable operating platform for smooth coordination, collaborative decision-making via appropriate consensus, and seamless information sharing while ensuring data security. In this direction, blockchain has been proven to be an effective technology that maintains the transactions (records) in a trustful manner after being validated through consensus. This guarantees accountability, transparency, and trust concerning the storage, safeguarding, and sharing of information among the parties. In this paper, we provide a walkthrough demonstrating the feasibility of using blockchain technology to make the robotic swarm trustful systems in their adoption to critical applications at large-scale. We highlight the pros and cons of the use of cloud vis-a-vis blockchain in swarm robotics. Finally, we present various future research opportunities pertaining to the adoption of blockchain technology in swarm robotics applications.
最近,群体机器人的重要性在广泛的领域得到了认可,包括物流、监视、灾害管理、农业和其他工业应用。现有人工智能和机器学习范式引入的群体智能往往忽略了提供安全可靠保障的方面。设想一个未来的场景,自动驾驶汽车将运送人员,自动驾驶卡车将在仓库之间运送货物,有腿的机器人/无人机将把货物从仓库运送到家门口。在这种异构机器人群的情况下,在确保数据安全的同时,确保一个可信可靠的操作平台,实现顺畅的协调,通过适当的共识进行协同决策,实现无缝的信息共享。在这个方向上,区块链已经被证明是一种有效的技术,在经过共识验证后,以信任的方式维护交易(记录)。这保证了各方在存储、保护和共享信息方面的问责制、透明度和信任。在本文中,我们提供了一个演练,展示了使用区块链技术使机器人群可信系统大规模应用于关键应用的可行性。我们强调了在群体机器人中使用云相对于区块链的利弊。最后,我们提出了在群体机器人应用中采用区块链技术的各种未来研究机会。
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引用次数: 1
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