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An Efficient Approximate Multiplier with Encoded Partial Products and Inexact Counter for Joint Photographic Experts Group Compression 用于联合摄影专家组压缩的带编码部分乘积和非精确计数器的高效近似乘法器
IF 1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-17 DOI: 10.1049/2024/3314001
Elham Esmaeili, Nabiollah Shiri

Approximate computing is commonly employed in applications where accuracy is not crucial and aims to enhance circuit performance when inaccurate results are not challenging. The multipliers are power-hungry, and their approximation has been the target of research, especially by using approximate counters. In this study, a low-power and high-speed approximate 4 : 2 counter is proposed to add partial product (PP) bits. Also, a new partial product generation (PPG) is introduced by inserting errors in Karnaugh’s map to reduce the circuit complexity. The counter and PPG make a new radix-4-based 8 × 8 Booth multiplier, which is synthesized targeting a 32-nm carbon nanotube field-effect transistor (CNTFET) technology to determine the hardware characteristics. Looking at the normalized mean error distance (NMED), the multiplier has a 51.33% power–delay product (PDP) saving and acceptable accuracy. Besides, the multiplier which is configured by the counter and PPG accomplishes a 28.31% savings in the PDP × NMED in comparison with other approximate Booth multipliers. The case study of joint photographic experts group (JPEG) compression is performed, and the proposed multiplier outperforms references by higher quality results along with lower power consumption.

近似计算通常用于对精度要求不高的应用中,目的是在不需要挑战不准确结果的情况下提高电路性能。乘法器耗电量大,对其进行近似计算一直是研究的目标,特别是通过使用近似计数器。本研究提出了一种低功耗、高速的近似 4 : 2 计数器,用于添加部分乘积 (PP) 位。同时,通过在 Karnaugh 映射中插入误差,引入了一种新的部分乘积生成器(PPG),以降低电路复杂度。计数器和 PPG 构成了基于楷数-4 的 8 × 8 Booth 乘法器,该乘法器采用 32 纳米碳纳米管场效应晶体管(CNTFET)技术合成,以确定硬件特性。从归一化平均误差距离(NMED)来看,该乘法器节省了 51.33% 的功率-延迟积(PDP),精度也可以接受。此外,与其他近似布斯乘法器相比,由计数器和 PPG 配置的乘法器在 PDP × NMED 方面节省了 28.31%。对联合摄影专家组(JPEG)压缩进行了案例研究,结果表明所提出的乘法器在降低功耗的同时还获得了更高质量的结果,优于其他参考方案。
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引用次数: 0
Synthetic Aperture Interferometric Passive Radiometer Imaging to Locate Electromagnetic Leakage From Spacecraft Surface 合成孔径干涉无源辐射计成像定位航天器表面的电磁泄漏
IF 1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-12 DOI: 10.1049/2024/6717798
Yuting Zhang, Jie Zhang, Yuhan Huang, Nan Dong

The localization of electromagnetic radiation leakage through cabin gaps is a critical and challenging aspect of electromagnetic compatibility (EMC) design for spacecraft with complex electromagnetic environments. This paper proposes a localization method based on synthetic aperture interferometric passive radiometry imaging. Electromagnetic radiation signals are measured at a certain distance from the spacecraft surface to form visibility samples. A Fourier transform pair between the visibility sample and the corrected brightness temperature for electromagnetic radiation leakage is established. The spacecraft surface electromagnetic leakage location image is obtained through the inverse Fourier transform. A sparse sampling method based on ant colony optimization was proposed to improve testing efficiency. The impacts of various factors, including positional parameters, positioning accuracy of the test antenna, scanning parameters, and measurement receiver amplitude/phase errors on the imaging results are analyzed. Experiments were conducted on a 1 m × 1 m × 1 m cabin with 51 holes on one surface, and the algorithm proposed in this paper was validated to effectively image and locate electromagnetic leakage points at different frequencies. The effectiveness of sparse sampling was also verified, with a localization accuracy of 90.2% and a testing time savings of 81.9%.

对于具有复杂电磁环境的航天器来说,舱室间隙电磁辐射泄漏的定位是电磁兼容性(EMC)设计的一个关键和具有挑战性的方面。本文提出了一种基于合成孔径干涉被动辐射测量成像的定位方法。在距离航天器表面一定距离处测量电磁辐射信号,形成可见度样本。能见度样本与电磁辐射泄漏校正亮度温度之间建立了傅里叶变换对。通过反傅里叶变换获得航天器表面电磁泄漏位置图像。提出了一种基于蚁群优化的稀疏采样方法,以提高测试效率。分析了位置参数、测试天线定位精度、扫描参数和测量接收器振幅/相位误差等各种因素对成像结果的影响。在一个表面有 51 个孔的 1 m × 1 m × 1 m 机舱上进行了实验,验证了本文提出的算法能有效地对不同频率的电磁泄漏点进行成像和定位。稀疏采样的有效性也得到了验证,定位精度达到了 90.2%,测试时间节省了 81.9%。
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引用次数: 0
Simultaneous Optimal Allocation of EVCSs and RESs Using an Improved Genetic Method 使用改进的遗传方法同时优化 EVCS 和可再生能源的分配
IF 1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-09-10 DOI: 10.1049/2024/4798197
Majid Farjamipur, Hossein Lotfi, Mohammad Hassan Nikkhah

In the last decade, with the development of the electric vehicle industry and their acceptance in human societies, the participation plan of electric vehicles in supplying the load of the network has been taken into consideration. One of the requirements of this plan is the optimal location of the stations for these vehicles in the network so that they play an effective role in the operation of the network. In this regard, along with the construction of charging and discharging stations for electric vehicles, the construction of renewable sources in the network can play a complementary role for these stations. In this paper, the effect of using renewable resources as a supplement for smart charging stations and the placement of these stations to achieve technical and economic goals have been investigated. In order to manage the demand on the side of consumers and even out the load curve, the time of use mechanism as one of the demand response programs has been considered in this study. In this research, the improved nondominant sorting genetic algorithm is proposed to solve the problem, and the results of the proposed method are also compared with the conventional genetic and particle swarm optimization algorithms. All the simulations have been done in the MATLAB software and on the IEEE 33-bus network. Based on the obtained results, after the implementation of the proposed plan in the distribution network, the objective functions of the loss, voltage drop, and the total cost have been reduced by 13.6%, 58.7%, and 54.4%, respectively, compared to the base conditions of the network.

近十年来,随着电动汽车产业的发展和人类社会对电动汽车的接受,人们开始考虑电动汽车参与供应电网负荷的计划。该计划的要求之一是在网络中为这些车辆优化站点位置,以便它们在网络运行中发挥有效作用。在这方面,在建设电动汽车充放电站的同时,在网络中建设可再生能源可以对这些充放电站起到补充作用。本文研究了利用可再生资源作为智能充电站补充的效果,以及这些充电站的布局,以实现技术和经济目标。为了管理消费者方面的需求,使负荷曲线趋于平稳,本研究考虑了作为需求响应方案之一的使用时间机制。本研究提出了改进的非优势排序遗传算法来解决该问题,并将所提方法的结果与传统的遗传算法和粒子群优化算法进行了比较。所有仿真都是在 MATLAB 软件和 IEEE 33 总线网络上完成的。结果表明,在配电网络中实施建议方案后,损耗、电压降和总成本的目标函数与网络的基本条件相比分别降低了 13.6%、58.7% 和 54.4%。
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引用次数: 0
Intelligent Control of Surgical Robot for Telesurgery: An Application to Smart Healthcare Systems 远程外科手术机器人的智能控制:智能医疗系统的应用
IF 1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-08 DOI: 10.1049/2024/2119507
Shailu Sachan, Tanmay Shukla, Pankaj Swarnkar, Apsara Adhikari

Wireless communication network in robotic telesurgery can be a huge advantage to smart healthcare systems that allows the surgeon to perform surgery on remote patients utilizing a surgical robot. It enables the surgical robotic manipulator to replicate the natural hand motions of the surgeon, allowing it to carry out operations with greater acuity and dexterity. This paper addresses the development of an intelligent controller to assure the safe functioning of a telesurgical robotic manipulator. The intelligent optimized, adaptive, and learning-based adaptive neuro-fuzzy fractional order sliding mode control (ANFFOSMC) controller is proposed to attain dexterity and acuity of the surgical manipulator for surgical interventions. The proposed controller for telesurgical system exhibits superior accuracy and performance compared to conventional controllers, as evidenced by reduced root mean square error (RMSE), integral squared error (ISE), and integral absolute error (IAE). The performance of the robot is evaluated using performance indices in the occurrence of uncertainties and external disturbances.

机器人远程手术中的无线通信网络可为智能医疗系统带来巨大优势,使外科医生能够利用手术机器人为远程病人实施手术。它能使手术机器人机械手复制外科医生的自然手部动作,使其能够以更高的敏锐度和灵巧性进行手术。本文探讨了智能控制器的开发,以确保远程手术机器人机械手的安全运行。本文提出了基于自适应神经模糊分数阶滑动模式控制(ANFFOSMC)的智能优化、自适应和学习型控制器,以实现外科手术机械手在外科手术干预中的灵巧性和敏锐性。与传统控制器相比,为远程手术系统提出的控制器具有更高的精度和性能,这体现在均方根误差(RMSE)、积分平方误差(ISE)和积分绝对误差(IAE)的降低上。在出现不确定性和外部干扰的情况下,使用性能指标对机器人的性能进行了评估。
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引用次数: 0
A Multiphysical Field Dynamic Behavioral Model of Perpendicular STT-MTJ 垂直 STT-MTJ 的多物理场动态行为模型
IF 1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-01 DOI: 10.1049/2024/7632452
Wu Jianyu, Zheng Yifei, Zhang Hongli

The spin transfer tunnel magnetic tunnel junction (STT-MTJ) has been widely used in computers, memory, and other fields because of its nonvolatility, low power consumption, and high capacity for integration, attracting significant attention in recent years. Building an accurate and efficient magnetic tunnel junction (MTJ) behavior model is necessary to accurately describe the physical changes caused by variations in external excitation and guide the design and optimization of magnetic random access memory (MRAM). In this paper, we construct a multiphysical field dynamic behavior model of a perpendicular STT-MTJ, introducing temperature and frequency effects based on the Landau–Lifshitiz–Gilbert–Slinbczewski (LLGS) equation and a macro model. Compared with the LLGS model, our model simplifies the calculation of the tunneling current and shortens the simulation time by ~40%. Compared with the macro model, ours model can more accurately reflect the dynamic physical changes in magnetoresistance under a small signal and transient excitation. Simulation modeling and experimental comparison verify the temperature and frequency dependencies of the model. Our model provides guiding significance for the design, application, and research of MTJ devices’ electromagnetic compatibility characteristics.

自旋传输隧道磁隧道结(STT-MTJ)因其不易挥发、低功耗和高集成度等特点,近年来在计算机、存储器等领域得到了广泛应用,引起了人们的极大关注。要准确描述外部激励变化引起的物理变化,指导磁随机存取存储器(MRAM)的设计和优化,就必须建立一个准确、高效的磁隧道结(MTJ)行为模型。本文基于 Landau-Lifshitiz-Gilbert-Slinbczewski (LLGS) 方程和宏观模型,引入温度和频率效应,构建了垂直 STT-MTJ 的多物理场动态行为模型。与 LLGS 模型相比,我们的模型简化了隧道电流的计算,并将模拟时间缩短了约 40%。与宏模型相比,我们的模型能更准确地反映小信号和瞬态激励下磁阻的动态物理变化。仿真建模和实验对比验证了模型的温度和频率依赖性。我们的模型为 MTJ 器件电磁兼容特性的设计、应用和研究提供了指导意义。
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引用次数: 0
On the Telemedicine Microcontroller-Based ECG Security Using a Novel 4Wings-4D Chaotic Oscillator (N4W4DCO) 利用新型 4Wings-4D 混沌振荡器 (N4W4DCO) 实现基于远程医疗微控制器的心电图安全
IF 1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-16 DOI: 10.1049/2024/7810041
Borel Dilane Banmene Lontsi, Gideon Pagnol Ayemtsa Kuete, Justin Roger Mboupda Pone

In this contribution, a chaos-based microcontroller electrocardiogram (ECG) signal acquisition-security-transmission system is proposed. It is designed based on a Novel 4Wings-4D Chaotic Oscillator (N4W4DCO) with a hyperbolic sine nonlinearity unbalanced. The classical nonlinear dynamics tools, such as 2D bifurcation and the highest Lyapunov exponent curves, basins of attraction, and power spectral density, help us see that the proposed chaotic oscillator generates periodic oscillations, intermittency + crisis routes to chaos, transient chaos, and the coexistence of 4/2 wings attractors just to name a few dynamics. The data generated using highly chaotic regime are tested using the well-known NIST TEST -800-22 Rev A and the results passed the test successfully. The N4W4DCO oscillator is embedded in an Arduino microcontroller where the discovered interesting dynamics are confirmed. A low-cost ECG acquisition circuit with an AD8232 ECG sensor is also designed and experimented. ECG signals are acquired and directly loaded into MATLAB-Simulink and are successfully encrypted with random data from the N4W4DCO in its chaos regime. The scrambled ECG signals from experiment are sent through an added white gaussian noise (AWGN) channel and thereafter received and decrypted. These results are promising and open the possibility of improving secure telemedicine transmission systems.

本文提出了一种基于混沌的微控制器心电图(ECG)信号采集-安全-传输系统。该系统是基于双曲正弦非线性不平衡的新型 4Wings-4D 混沌振荡器(N4W4DCO)设计的。经典的非线性动力学工具,如二维分岔和最高莱普诺夫指数曲线、吸引盆地和功率谱密度,帮助我们发现所提出的混沌振荡器会产生周期性振荡、间歇性+通向混沌的危机路径、瞬态混沌和 4/2 翼吸引子共存等动态。利用高度混沌机制生成的数据通过了著名的 NIST TEST -800-22 Rev A 测试,结果顺利通过测试。N4W4DCO 振荡器被嵌入到 Arduino 微控制器中,发现的有趣动态得到了证实。此外,还设计并实验了一个带有 AD8232 心电图传感器的低成本心电图采集电路。心电信号被采集并直接加载到 MATLAB-Simulink 中,并成功地用 N4W4DCO 在混沌状态下的随机数据进行了加密。实验中的加扰心电信号通过添加白高斯噪声(AWGN)信道发送,然后接收并解密。这些结果很有希望,为改进安全的远程医疗传输系统提供了可能。
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引用次数: 0
Performance Assessment of GaAs Pocket-Doped Dual-Material Gate-Oxide-Stack DG-TFET at Device and Circuit Level 器件和电路级掺砷化镓袖珍型双材料栅氧化物叠层 DG-TFET 性能评估
IF 1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-02 DOI: 10.1049/2024/9925894
Km. Sucheta Singh, Satyendra Kumar, Saurabh Chaturvedi, Kapil Dev Tyagi, Vaibhav Bhushan Tyagi

This study explores the impact of integrating a gallium arsenide (GaAs) pocket at the source and drain in a dual-material gate-oxide-stack double-gate tunnel field-effect transistor (DMGOSDG-TFET). The performance of this DMGOSDG-TFET, employing work-function engineering and gate-oxide-stack techniques, is compared with a GaAs pocket-doped DMGOSDG-TFET. Using the Silvaco Technology Computer-Aided Design tool, the comparison covers DC characteristics, analog/RF behavior, and circuit-level assessments. The research introduces an optimized heterostructure pocket-doped DMGOSDG-TFET to enhance DC characteristics, analog/RF performance, and DC/transient analysis. This novel architecture effectively suppresses ambipolarity, making it more suitable for current conduction. The incorporation of work-function engineering and a gate-oxide-stack approach enhances the device’s current driving capability, while the use of a highly doped GaAs pocket at the source and drain virtually eliminates ambipolar current conduction. Simulation results indicate that the proposed heterostructure device exhibits a high ON-current and switching ratio. For analog/RF applications, the optimized heterostructure device outperforms conventional DMGOSDG-TFET, offering higher cutoff frequency, transconductance, and other analog/RF parameters. Circuit-level performance is assessed using HSPICE, with a focus on the implementation of a resistive-load inverter for both proposed and conventional device topologies through DC and transient evaluations.

本研究探讨了在双材料栅氧化物叠层双栅隧道场效应晶体管(DMGOSDG-TFET)的源极和漏极集成砷化镓(GaAs)口袋的影响。这种 DMGOSDG-TFET 采用了功函数工程和栅氧化物叠层技术,其性能与掺砷化镓口袋的 DMGOSDG-TFET 进行了比较。通过使用 Silvaco Technology 计算机辅助设计工具,比较涵盖了直流特性、模拟/射频行为和电路级评估。研究介绍了一种优化的异质结构袋式掺杂 DMGOSDG-TFET,以增强直流特性、模拟/射频性能和直流/瞬态分析。这种新颖的结构有效抑制了伏极性,使其更适合电流传导。功函数工程和栅氧化物堆叠方法的结合增强了器件的电流驱动能力,而在源极和漏极使用高掺杂砷化镓口袋几乎消除了伏极性电流传导。仿真结果表明,所提出的异质结构器件具有很高的导通电流和开关比。在模拟/射频应用方面,优化的异质结构器件优于传统的 DMGOSDG-TFET,具有更高的截止频率、跨导和其他模拟/射频参数。通过直流和瞬态评估,使用 HSPICE 对电路级性能进行了评估,重点评估了拟议器件拓扑和传统器件拓扑的阻性负载逆变器的实施情况。
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引用次数: 0
Secured Routing Protocol for Improving the Energy Efficiency in WSN Applications 提高 WSN 应用能效的安全路由协议
IF 1.3 4区 工程技术 Q2 Engineering Pub Date : 2024-06-18 DOI: 10.1049/2024/6675822
Y. P. Makimaa, R. Sudarmani

A staggering number of applications rely on the network architecture to carry out their tasks, which has led to a fast growth in wireless sensor networks (WSN). The possibility of harmful activity and data theft is growing as a result of the growth in devices and data. Thus, the network’s regular users have an impact on legitimate data delivery, which lowers customer happiness and worsens network standards. The data have been saved using a variety of security procedures that have been developed in past research studies. However, harmful activity continues to engage in its illegal operations despite their efforts to safeguard data transmission in the network. As a result, a number of recent research projects have concentrated on predicting innovative techniques and processes to offer security in WSN. In comparison to existing methods, this work attempted to offer an effective tighter security for WSN and suggested an ML-Based Secured Routing Protocol (MLSRP) for WSN with improved energy efficiency and overall performance. Energy efficiency is the main requirement of WSNs, hence a clustered network is proposed where the data are routed through the cluster head nodes. In this paper, a multicriteria based decision-making (MCDM) model is used by the MLSRP to perform data routing, clustering, and cluster head election while also analyzing a number of network characteristics that might affect the quality of a node, route, and data. In NS2 software, the suggested framework is put into practice and simulated. The results are then validated to gauge performance. The observed quantitative results reveal that the proposed MLSRP method attains an improved network lifetime by 5% and network throughput of 6%. It reduces energy consumption by 40%, curtails overhead to 37%, and minimizes end-to-end delay by 30% than the other conventional methods. The suggested framework performs better than others when its total performance is compared to that of older methods.

大量应用依赖网络架构来执行任务,这导致无线传感器网络(WSN)迅速发展。随着设备和数据的增长,有害活动和数据被盗的可能性也在增加。因此,网络的普通用户会对合法数据传输造成影响,从而降低客户满意度,恶化网络标准。在过去的调查研究中,人们使用各种安全程序保存数据。然而,尽管他们努力保护网络中的数据传输,但有害活动仍在继续从事非法活动。因此,最近的一些研究项目都集中在预测创新技术和程序,以提供 WSN 的安全性。与现有方法相比,这项工作试图为 WSN 提供更有效、更严密的安全性,并为 WSN 提出了一种基于 ML 的安全路由协议(MLSRP),以提高能源效率和整体性能。能效是 WSN 的主要要求,因此提出了一种簇状网络,数据通过簇头节点路由。在本文中,MLSRP 使用基于多标准的决策(MCDM)模型来执行数据路由、聚类和簇头选举,同时还分析了可能影响节点、路由和数据质量的一系列网络特征。在 NS2 软件中,建议的框架得到了实践和模拟。然后对结果进行验证,以衡量性能。观察到的定量结果表明,建议的 MLSRP 方法将网络寿命提高了 5%,网络吞吐量提高了 6%。与其他传统方法相比,它减少了 40% 的能源消耗,开销减少了 37%,端到端延迟减少了 30%。与其他旧方法相比,建议的框架在总体性能方面表现更佳。
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引用次数: 0
Optimizing Metro Passenger Flow Prediction: Integrating Machine Learning and Time-Series Analysis with Multimodal Data Fusion 优化地铁客流预测:将机器学习和时间序列分析与多模式数据融合相结合
IF 1.3 4区 工程技术 Q2 Engineering Pub Date : 2024-04-26 DOI: 10.1049/2024/5259452
Li Wan, Wenzhi Cheng, Jie Yang

Accurate passenger flow forecasting is crucial in urban areas with growing transit demand. In this paper, we propose a method that combines advanced machine learning with rigorous time series analysis to improve prediction accuracy by integrating different datasets, providing a prescriptive example for passenger flow prediction in urban rail transit systems. The study employs advanced machine learning algorithms and proposes a novel prediction model that combines two-stage decomposition (seasonal and trend decomposition using LOESS–ensemble empirical mode decomposition (STL-EEMD)) and gated recurrent units. First, the STL decomposition algorithm is applied to break down the preprocessed data into trend terms, periodic terms, and irregular fluctuation terms. Then, the EEMD decomposition algorithm is employed to further decompose the irregular fluctuation terms, yielding multiple IMF components and residual residuals. Subsequently, the decomposed data from STL and EEMD are partitioned into training and test sets and normalized. The training set is utilized to train the model for optimal performance in predicting subway short-time passenger flow. The synthesis of these sophisticated methodologies serves to substantially enhance both the predictive precision and the broad applicability of the forecasting models. The efficacy of the proposed approach is rigorously evaluated through its application to empirical metro passenger flow datasets from diverse urban centers, demonstrating marked superiority in predictive performance over traditional forecasting methods. The insights gleaned from this study bear significant ramifications for the strategic planning and administration of public transportation infrastructures, potentially leading to more strategic resource allocation and an enhanced commuter experience.

在公交需求不断增长的城市地区,准确的客流预测至关重要。在本文中,我们提出了一种将先进的机器学习与严格的时间序列分析相结合的方法,通过整合不同的数据集来提高预测精度,为城市轨道交通系统的客流预测提供了一个规范性实例。该研究采用了先进的机器学习算法,并提出了一种结合两阶段分解(使用 LOESS-ensemble 经验模式分解(STL-EEMD)的季节和趋势分解)和门控循环单元的新型预测模型。首先,采用 STL 分解算法将预处理数据分解为趋势项、周期项和不规则波动项。然后,采用 EEMD 分解算法进一步分解不规则波动项,得到多个 IMF 分量和残余残差。随后,将 STL 和 EEMD 的分解数据划分为训练集和测试集,并进行归一化处理。利用训练集来训练模型,以获得预测地铁短时客流的最佳性能。这些复杂方法的综合运用大大提高了预测模型的预测精度和广泛适用性。通过对不同城市中心的地铁客流实证数据集的应用,对所提出方法的有效性进行了严格评估,结果表明其预测性能明显优于传统预测方法。本研究得出的见解对公共交通基础设施的战略规划和管理具有重要影响,有可能带来更具战略性的资源分配和更好的乘客体验。
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引用次数: 0
System for PCB Defect Detection Using Visual Computing and Deep Learning for Production Optimization 基于视觉计算和深度学习的PCB缺陷检测系统
4区 工程技术 Q2 Engineering Pub Date : 2023-11-03 DOI: 10.1049/2023/6681526
Gabriel Gomes de Oliveira, Gabriel Caumo Vaz, Marcos Antonio Andrade, Yuzo Iano, Leandro Ronchini Ximenes, Rangel Arthur
With the growing competition between the various manufacturers of electronic products, the quality of the products developed and the consequent confidence in the brand are fundamental factors for the survival of companies. To guarantee the quality of the products in the manufacturing process, it is crucial to identify defects during the production stage of an electronic device. This study presents a system based on traditional visual computing and new deep learning methods to detect defects in electronic devices during the manufacturing process. A prototype of the proposed system was developed and manufactured for direct use in the production line of electronic devices. Tests were performed using a particular smartphone model that had 22 critical components to inspect and the results showed that the proposed system achieved an average accuracy of more than 90% in defect detection when it was directly used in the operational production line. Other studies in this field perform measurements in controlled laboratory environments and identify fewer critical components. Therefore, the proposed method is a real-time high-performance system. Furthermore, the proposed system conforms with the Industry 4.0 goal that process system digitization is essential to improve indicators and optimize production.
随着各电子产品制造商之间的竞争日益激烈,所开发产品的质量以及由此产生的对品牌的信心是公司生存的根本因素。为了保证产品在制造过程中的质量,在电子设备的生产阶段对缺陷进行识别是至关重要的。本文提出了一种基于传统视觉计算和新型深度学习方法的电子器件制造过程缺陷检测系统。所提出的系统的原型被开发和制造,直接用于电子设备的生产线。使用特定的智能手机模型进行测试,该模型有22个关键部件需要检查,结果表明,当该系统直接用于运营生产线时,缺陷检测的平均准确率超过90%。该领域的其他研究在受控的实验室环境中进行测量,并确定较少的关键成分。因此,所提出的方法是一个实时的高性能系统。此外,所提出的系统符合工业4.0的目标,即过程系统数字化是提高指标和优化生产的关键。
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引用次数: 0
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Iet Circuits Devices & Systems
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