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A machine learning approach using EEG signals to measure sleep quality 一种利用脑电信号测量睡眠质量的机器学习方法
Q3 Engineering Pub Date : 2019-10-21 DOI: 10.3934/electreng.2019.4.347
M. Ravan
Sleep quality has a vital effect on good health and well-being throughout a life. Getting enough sleep at the right times can help protect mental health, physical health, quality of life, and safety. In this study, an electroencephalography (EEG)-based machine-learning approach is proposed to measure sleep quality. The advantages of this approach over standard Polysomnography (PSG) method are: 1) it measures sleep quality by recognizing three sleep categories rather than five sleep stages, thus higher accuracy can be expected; 2) three sleep categories are recognized by analyzing EEG signals only, so the user experience is improved because fewer sensors are attached to the body during sleep. Using quantitative features obtained from EEG signals, we developed a new automatic sleep-staging framework that consists of a multi-class support vector machine (SVM) classification based on a decision tree approach. We used polysomnographic data from PhysioBank database to train and evaluate and test the performance of the framework, where the sleep stages have been visually annotated. The results demonstrated that the proposed approach achieves high classification performance, which helps to measure sleep quality accurately. This framework can provide a robust and accurate sleep quality assessment that helps clinicians to determine the presence and severity of sleep disorders, and also evaluate the efficacy of treatments.
睡眠质量对健康和幸福有着至关重要的影响。在适当的时间获得足够的睡眠有助于保护心理健康、身体健康、生活质量和安全。在这项研究中,提出了一种基于脑电图的机器学习方法来测量睡眠质量。与标准的多导睡眠图(PSG)方法相比,这种方法的优势在于:1)它通过识别三个睡眠类别而不是五个睡眠阶段来测量睡眠质量,因此可以预期更高的准确性;2) 仅通过分析EEG信号就可以识别三种睡眠类别,因此在睡眠期间,由于较少的传感器连接到身体上,因此用户体验得到了改善。利用从EEG信号中获得的定量特征,我们开发了一种新的自动睡眠分级框架,该框架由基于决策树方法的多类支持向量机(SVM)分类组成。我们使用PhysioBank数据库中的多导睡眠图数据来训练、评估和测试该框架的性能,其中睡眠阶段已被可视化注释。结果表明,该方法具有较高的分类性能,有助于准确测量睡眠质量。该框架可以提供一个强大而准确的睡眠质量评估,帮助临床医生确定睡眠障碍的存在和严重程度,并评估治疗的疗效。
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引用次数: 8
Application of blind source separation to the health monitoring of electrical and mechanical faults in a linear actuator 盲源分离在线性执行器电气和机械故障健康监测中的应用
Q3 Engineering Pub Date : 2019-10-15 DOI: 10.3934/electreng.2019.4.328
R. Michaud, Romain Breuneval, E. Boutleux, J. Huillery, G. Clerc, B. Mansouri
This paper proposes an automated fault isolation and diagnostic chain for the health monitoring of a linear actuator composed of a roller screw driven by a permanent magnet synchronous motor. Four health conditions are considered and diagnosed: the healthy condition, a short circuit in the stator windings, a mechanical backlash in the roller screw, and the combination of both faults. In order to separate the fault signatures, empirical mode decomposition is applied to the motor current, followed by independent component analysis, automatic isolation of the fault signatures, and a classification step for the diagnosis. The novelty proposed consists of an automatic processing of the independent components to isolate the effects of the short-circuit from the effects of the backlash. This isolation step, in contrast to earlier works, requires no human intervention to select signals of interest, making it suitable to real-time onboard diagnostics. Furthermore, results show that independent component analysis occupies an important role in the diagnosis: its omission leads to a reduction in the diagnostic performance of the classifier as well as a reduction in measures of class separability.
本文提出了一种用于线性致动器健康监测的自动故障隔离和诊断链,该线性致动器由永磁同步电机驱动的滚柱螺杆组成。考虑并诊断了四种健康状况:健康状况、定子绕组短路、滚柱螺杆机械间隙以及两种故障的组合。为了分离故障特征,将经验模式分解应用于电机电流,然后进行独立分量分析,自动隔离故障特征,并进行诊断的分类步骤。所提出的新颖性包括独立部件的自动处理,以将短路的影响与齿隙的影响隔离开来。与早期的工作相比,这种隔离步骤不需要人工干预来选择感兴趣的信号,因此适用于实时车载诊断。此外,结果表明,独立分量分析在诊断中发挥着重要作用:它的遗漏导致分类器的诊断性能降低,以及类可分性度量的降低。
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引用次数: 0
Skin disorder diagnosis with ambiguity reduction assisted by lesion color adaptation 病变颜色适应辅助模糊度降低的皮肤病诊断
Q3 Engineering Pub Date : 2019-08-14 DOI: 10.3934/electreng.2019.3.290
N. Petrellis
A smart phone application based on a low complexity image processing technique and a novel fuzzy-like classification method are presented for skin disorder diagnosis. The proposed classification method takes into consideration the size and color features of skin lesions rather than their shape and texture. The classification rules are determined after processing statistically a small number of representative training photographs. Consequently, they can be defined by an end user that is not necessarily skilled in computer science. The application presented in this paper can serve as a complementary tool for a dermatologist to continuously monitor remotely his patients. The accuracy of the diagnosis that is based only on the image processing outcomes, ranges between 85.3% and 97.7% using 5 only representative photographs as a "training set" (corresponding from 9% to 24% of the test set per disease). The achieved accuracy can be improved (up to 17%), if the photographs are processed using a specific color adaptation technique. The small fraction of training photographs can be scaled up if the size of the test set is increased but it is expected that a limited number of training photographs will be sufficient in order to achieve an acceptable accuracy for a test set of any size. This accuracy can be further improved if other factors are taken into consideration (progression of the symptoms, information provided by the user, etc).
提出了一种基于低复杂度图像处理技术和新型模糊分类方法的智能手机应用于皮肤病诊断。所提出的分类方法考虑了皮肤病变的大小和颜色特征,而不是它们的形状和质地。分类规则是在统计处理少量具有代表性的训练照片后确定的。因此,它们可以由不一定精通计算机科学的最终用户来定义。本文中提出的应用程序可以作为皮肤科医生持续远程监测患者的补充工具。仅基于图像处理结果的诊断准确率在85.3%至97.7%之间,使用5张仅具有代表性的照片作为“训练集”(对应于每种疾病测试集的9%至24%)。如果使用特定的颜色自适应技术对照片进行处理,则可以提高所实现的精度(高达17%)。如果增加测试集的大小,可以放大训练照片的一小部分,但预计有限数量的训练照片将足以实现任何大小的测试集的可接受精度。如果考虑其他因素(症状的进展、用户提供的信息等),这种准确性可以进一步提高。
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引用次数: 0
Motion optimisation for improved cycle time and reduced vibration in robotic assembly of electronic components 运动优化改善周期时间和减少振动的机器人组装的电子元件
Q3 Engineering Pub Date : 2019-07-26 DOI: 10.3934/ELECTRENG.2019.3.274
M. Cooper, C. Griffiths, K. Andrzejewski, C. Giannetti
Traditionally, six axis robots have not been used in electronic surface mount assembly. However, the need for more flexible production systems that can be used for low to medium production builds, means that these robots can be used due to their high degrees of flexibility. This research investigated the application of an articulated robot to assemble a multi component PCB for an electronic product. To increase the potential of using this method of automation, a genetic algorithm was used to improve cycle time and condition monitoring was performed to assess the vibrations within the robot structure, during operation. By also studying the motion types the robot movements can be optimized in order to minimize the cycle time and maximize the production throughput with reduced vibrations to improve the accuracy of the assembly process. The study utilised a robotics assembly cell and a robot programmed with different velocities. Vibrations were present throughout out the assembly cycle and by analysing when these large vibrations occur and for which types of motion, an optimal selection could be made. The point-to-point motion type running at 50% speed had a faster assembly time and significantly lower accelerations and oscillations than the other motion types. The spline-linear motion type running at around 30% speed was best for the component insertion due to its linear nature and improved repetition accuracy.
传统上,六轴机器人在电子表面贴装装配中并不常用。然而,需要更灵活的生产系统,可以用于中低生产构建,这意味着这些机器人可以使用,因为它们的高度灵活性。本研究探讨了关节机器人在电子产品多元件PCB组装中的应用。为了提高这种自动化方法的潜力,研究人员使用了遗传算法来缩短周期时间,并进行了状态监测,以评估机器人结构在运行过程中的振动。通过研究运动类型,可以优化机器人的运动,以减少周期时间,最大限度地提高生产吞吐量,减少振动,提高装配过程的精度。这项研究利用了一个机器人装配单元和一个设定了不同速度的机器人。整个装配周期都存在振动,通过分析这些大振动发生的时间和运动类型,可以做出最佳选择。以50%速度运行的点对点运动类型装配时间更快,加速度和振荡明显低于其他运动类型。以30%左右的速度运行的样条直线运动类型由于其线性性质和提高重复精度而最适合组件插入。
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引用次数: 6
H∞ disturbance attenuation of nonlinear networked control systems via Takagi-Sugeno fuzzy model 基于Takagi-Sugeno模糊模型的非线性网络控制系统的H∞扰动衰减
Q3 Engineering Pub Date : 2019-06-03 DOI: 10.3934/ELECTRENG.2019.3.257
J. Yoneyama
H∞ disturbance attenuation of nonlinear networked systems which are described by the Takagi-Sugeno fuzzy time-delay systems is concerned. In the networked control system, the control signal is delayed and the closed-loop system with the controller can be modeled as a fuzzy system with time-varying delays in sensor and actuator nodes. The system often encounters the external noises that disturb its behaviors. For such a nonlinear system with delays, the H∞ disturbance attenuation problem is considered. Multiple Lyapunov-Krasovskii function with multiple integral functions allows us to obtain less conservative conditions for a networked control system to satisfy the disturbance attenuation criterion. Based on this approach, a novel control design method for a networked control system is proposed. An illustrative example is given to show the effectiveness of the proposed method.
研究了由Takagi-Sugeno模糊时滞系统描述的非线性网络系统的H∞扰动衰减问题。在网络控制系统中,控制信号是延迟的,带有控制器的闭环系统可以建模为传感器和执行器节点具有时变延迟的模糊系统。系统经常遇到干扰其行为的外部噪声。对于这样一个具有时滞的非线性系统,考虑了H∞扰动衰减问题。具有多个积分函数的多重李雅普诺夫-克拉索夫斯基函数使我们能够获得网络控制系统满足扰动衰减准则的不太保守的条件。在此基础上,提出了一种新的网络控制系统的控制设计方法。通过实例说明了该方法的有效性。
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引用次数: 1
Survey on security and privacy issues in cyber physical systems 网络物理系统的保安及私隐问题调查
Q3 Engineering Pub Date : 2019-03-27 DOI: 10.3934/ELECTRENG.2019.2.111
A. Nazarenko, G. A. Safdar
The notion of Cyber-Physical Systems (CPS) is proposed by the National ScientificFoundation to describe a type of systems which combine hardware and software components andbeing the next step in development of embedded systems. CPS includes a wide range of researchtopics ranging from signal processing to data analysis. This paper contains a brief review of the basicinfrastructure for CPS including smart objects and network aspects in relation to TCP/IP stack. AsCPS reflect the processes of the physical environment onto the cyber space, virtualisation as animportant tool for abstraction plays crucial role in CPS. In this context paper presents the challengesassociated with mobility and vritualisation; accordingly three main types of virtualisation, namelynetwork, devices and applications virtualisation are presented in the paper. These aspects are tightlycoupled with security and safety issues. Therefore, different threats, attack types with correspondingsubtypes and possible consequences are discussed as well as analysis of various approaches to copewith existing threats is introduced. In addition threat modelling approaches were also in scope of thiswork. Furthermore, needs and requirements for safety-critical CPS are reviewed. Thus the mainefforts of this paper are directed on introducing various aspects of the CPS with regard to securityand safety issues.
信息物理系统(CPS)的概念是由美国国家科学基金会提出的,用来描述一种结合了硬件和软件组件的系统,是嵌入式系统发展的下一步。CPS包括广泛的研究课题,从信号处理到数据分析。本文简要回顾了CPS的基本基础设施,包括与TCP/IP栈相关的智能对象和网络方面。AsCPS将物理环境的过程反映到网络空间中,虚拟化作为一种重要的抽象工具在CPS中起着至关重要的作用。在此背景下,本文提出了与移动性和虚拟化相关的挑战;因此,本文提出了三种主要的虚拟化类型:网络虚拟化、设备虚拟化和应用虚拟化。这些方面与安全问题紧密相关。因此,讨论了不同的威胁、攻击类型及其对应的子类型和可能的后果,并分析了应对现有威胁的各种方法。此外,威胁建模方法也在这项工作的范围内。此外,对安全关键CPS的需求和要求进行了审查。因此,本文的主要工作是介绍CPS在安全和安全问题方面的各个方面。
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引用次数: 18
Design and simulation of a CMOS image sensor with a built-in edge detection for tactile vision sensory substitution 一种用于触觉视觉替代的内置边缘检测CMOS图像传感器的设计与仿真
Q3 Engineering Pub Date : 2019-03-27 DOI: 10.3934/ELECTRENG.2019.2.144
M. H. Aziz, Saad D. Al-Shamaa
Tactile Vision Sensory Substitution (TVSS) systems are used to convert scene images captured by the image sensors to tactile patterns that can be used to stimulate the skin sensory of the blind users. These types of devices needed to be wearable, small size, low power consumption, lightweight, and affordable cost. This paper presents the integration of an edge detection scheme inside a CMOS image sensor forming an Edge Detection CMOS Image Sensor (EDIS). The design is simulated using LTSPICE and MATLAB, performing three ways of simulation, giving accepted edge images having very few fine edges but keeping the main edges. The proposed way is simple, low component-count, doesn’t reduce the fill factor, use no analog to digital converter, presents adaptable comparator-reference-voltage, and make a step towards an integrated all-in-one tactile vision sensory substitution device.
触觉视觉感官替代(TVSS)系统用于将图像传感器捕获的场景图像转换为触觉模式,该触觉模式可用于刺激盲人用户的皮肤感觉。这些类型的设备需要可穿戴、体积小、功耗低、重量轻、成本低廉。本文将边缘检测方案集成到CMOS图像传感器中,形成边缘检测CMOS图像传感器(EDIS)。使用LTSPICE和MATLAB对该设计进行了仿真,执行了三种仿真方式,给出了具有很少精细边缘但保持主边缘的可接受边缘图像。所提出的方法简单、组件数量低、不降低填充因子、不使用模数转换器、提供可调整的比较器参考电压,并朝着集成的一体式触觉视觉感官替代设备迈出了一步。
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引用次数: 1
A systematic review of the current state of collaborative mixed reality technologies: 2013–2018 2013-2018年协作混合现实技术现状的系统回顾
Q3 Engineering Pub Date : 2019-03-20 DOI: 10.3934/ELECTRENG.2019.2.181
Ryan Anthony J. de Belen, Huyen Nguyen, Daniel Filonik, D. D. Favero, T. Bednarz
Over the last few decades, Mixed Reality (MR) interfaces have received great attention from academia and industry. Although a considerable amount of research has already been done to support collaboration between users in MR, there is still no systematic review to determine the current state of collaborative MR applications. In this paper, collaborative MR studies published from 2013 to 2018 were reviewed. A total of 259 papers have been categorised based on their application areas, types of display devices used, collaboration setups, and user interaction and experience aspects. The primary contribution of this paper is to present a high-level overview of collaborative MR influence across several research disciplines. The achievements from each application area are summarised. In addition, remarkable papers in their respective areas are highlighted. Among other things, our study finds that there are three complementary factors to support and enhance collaboration in MR environments: (i) annotation techniques, which provide non-verbal communication cues to users, (ii) cooperative object manipulation techniques, which divide complex 3D object manipulation process into simpler tasks between different users, and (iii) user perception and cognition studies, which aim to lessen cognitive workload for task understanding and completion, and to increase users’ perceptual awareness and presence. Finally, this paper identifies research gaps and future directions that can be useful for researchers who want to explore ways on how to foster collaboration between users and to develop collaborative applications in MR.
在过去的几十年里,混合现实(MR)接口受到了学术界和工业界的极大关注。尽管已经进行了大量的研究来支持MR中用户之间的协作,但仍然没有系统的综述来确定协作MR应用的现状。本文回顾了2013年至2018年发表的MR合作研究。共有259篇论文根据其应用领域、使用的显示设备类型、协作设置以及用户交互和体验方面进行了分类。本文的主要贡献是对几个研究学科的协作MR影响进行了高水平的概述。总结了每个应用领域的成就。此外,还重点介绍了各自领域的杰出论文。除其他外,我们的研究发现,有三个互补因素可以支持和增强MR环境中的协作:(i)注释技术,它为用户提供非语言交流线索;(ii)协作对象操纵技术,它将复杂的3D对象操纵过程划分为不同用户之间更简单的任务,以及(iii)用户感知和认知研究,旨在减轻理解和完成任务的认知工作量,并提高用户的感知意识和存在感。最后,本文确定了研究差距和未来方向,这些差距和方向对希望探索如何促进用户之间的协作和在MR中开发协作应用程序的研究人员有用。
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引用次数: 56
Electrochemical Cs removal and crystal formation from Fukushima weathered biotite in molten NaCl-CaCl2 熔融NaCl-CaCl2中福岛风化黑云母的电化学除Cs及晶体形成
Q3 Engineering Pub Date : 2019-03-03 DOI: 10.3934/ELECTRENG.2019.2.102
M. Honda, T. Goto, Y. Sakanaka, T. Yaita, Shin'ichi Suzuki
The possibility of removal and controlling crystal formation from weathered biotite (WB) in clay minerals were investigated using molten salt electrochemistry (EC) in molten NaCl-CaCl 2 under an electrochemical reductive reaction. Cyclic Voltammogram (CV) measurements were performed in the range of +0.5 V to −2.2 V. Several peaks were confirmed in the CV spectra. The peak at −1.4 V represents a reduction reaction of Fe in WB, so we conducted an experiment at −1.4 V for 2 h to reduce Iron (Fe). The Cs removal rate after EC treatment was determined by X-ray fluorescence analysis, and almost 100% Cs removal was confirmed. To understand the effect of the reductive reaction, we performed X-ray Adsorption Fine Structure (XAFS) analysis. Before EC treatment, the Fe in WB was present as a mixture of Fe 3+ and Fe 2+ . After EC treatment, the presence of Fe 2+ was confirmed by XAFS analysis. Based on this finding, EC treatment is effective for reducing Fe in WB. This result indicated that Fe 2 O 3 formation was suppressed, and the reduction reaction was effective for controlling crystal formation.
采用熔盐电化学(EC)技术,在nacl - cacl2熔液中进行电化学还原反应,研究了粘土矿物中风化黑云母(WB)的脱除和控制结晶的可能性。循环伏安(CV)测量在+0.5 V至−2.2 V范围内进行。在CV光谱中确认了几个峰。在−1.4 V处的峰表示铁在WB中的还原反应,因此我们在−1.4 V下进行了2 h的还原铁(Fe)实验。通过x射线荧光分析测定EC处理后的Cs去除率,证实Cs去除率几乎为100%。为了了解还原反应的影响,我们进行了x射线吸附精细结构(XAFS)分析。在EC处理前,WB中的铁以fe3 +和fe2 +的混合形式存在。经EC处理后,XAFS分析证实了Fe 2+的存在。基于这一发现,EC处理对WB中铁的还原是有效的。结果表明,Fe 2o3的形成受到抑制,还原反应对晶体的形成有较好的控制作用。
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引用次数: 1
Challenges in representing information with augmented reality to support manual procedural tasks 用增强现实表示信息以支持手动程序任务的挑战
Q3 Engineering Pub Date : 2019-01-27 DOI: 10.3934/ELECTRENG.2019.1.71
Tobias Müller
Support of manual procedural tasks such as repair or maintenance is one of the most promising areas for the application of augmented reality in industry. However, it is not yet fully understood how information like work instructions or CAD models must be represented in a way that users are optimally supported in accomplishing this kind of tasks. As an approach to this research challenge, a conceptual framework for modelling information representation in augmented reality is presented here. It introduces the idea of information objects, which are physical and virtual objects that provide relevant information for completing work steps of a task. These can be distinguished into multiple classes based on the levels of spatial connection that information in augmented reality can have. The classes are then used to identify possible sources of sensory or cognitive e ort for a user that is caused by the way information objects are included in an augmented reality system and not by the complexity of the task to be performed. Based on these sources, information representation challenges are formulated that must be addressed when creating augmented reality based support systems for procedural tasks. The five identified challenges are clarity, consistency, visibility, orientation and information linking. For each of them, a detailed explanation is given and literature is collected that provides indications of what can be done to overcome them.
支持手工程序任务(如维修或维护)是增强现实在工业中的应用最有前途的领域之一。然而,人们还没有完全理解像工作指令或CAD模型这样的信息必须以一种用户在完成这类任务时得到最佳支持的方式来表示。作为应对这一研究挑战的一种方法,本文提出了增强现实中建模信息表示的概念框架。它引入了信息对象的思想,信息对象是为完成任务的工作步骤提供相关信息的物理和虚拟对象。根据增强现实中的信息可能具有的空间连接级别,这些信息可以分为多个类别。然后使用这些类来识别用户可能的感官或认知损失来源,这些损失是由增强现实系统中包含信息对象的方式引起的,而不是由要执行的任务的复杂性引起的。基于这些来源,制定了在为程序任务创建基于增强现实的支持系统时必须解决的信息表示挑战。确定的五个挑战是清晰度、一致性、可见性、定向和信息链接。对于每一个问题,都给出了详细的解释,并收集了文献,提供了如何克服这些问题的指示。
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引用次数: 9
期刊
AIMS Electronics and Electrical Engineering
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