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Experimental and numerical investigations of induction heating for Ti-6Al-4V sheets and epoxy/carbon fiber composite laminates Ti-6Al-4V 板材和环氧树脂/碳纤维复合材料层压板感应加热的实验和数值研究
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-01 DOI: 10.1016/j.jer.2023.10.009
Aysun Guven Citir , Serkan Toros , Fahrettin Ozturk

The objective of this study is to present the electromagnetic and the thermal multi-field coupling model of the induction heating process for numerical simulation based on the finite element method. One of the most important difficulties encountered in the induction heating processes is to ensure homogeneous temperature distribution throughout the part. To improve the uniform temperature distribution in the sheet, the induction heating system is modelled with the ANSYS software taking into account some operational and geometrical parameters including current density and coupling distance between induction coil and sheet. Induction heating simulations were performed for all simulations at 20 kHz frequency ANSYS Maxwell. The numerical model has been verified by the conducted experiments for Ti6Al4V at the current of 50 A, 125 A, and 200 A, and the 1 mm and 3 mm gap distances. The relative error of the maximum temperature between the experiment and simulation was found around 14 % recorded at 25 s measurements. In addition, the effects of the current and the frequencies on the induction heating were evaluated by the verified numerical model for epoxy/carbon fiber (UD prepreg) and epoxy/carbon fiber (Woven prepreg) plates. The results show that the induction heating model is suitable and efficient to determine the temperature distribution within the thin plates by the finite element method.

本研究的目的是提出感应加热过程的电磁和热多场耦合模型,并基于有限元法进行数值模拟。感应加热过程中遇到的最重要困难之一是确保整个零件的温度分布均匀。为了改善板材的均匀温度分布,使用 ANSYS 软件对感应加热系统进行建模,并考虑到一些操作和几何参数,包括电流密度以及感应线圈和板材之间的耦合距离。所有模拟均在 20 kHz 频率的 ANSYS Maxwell 下进行。在电流为 50 A、125 A 和 200 A 以及间隙距离为 1 mm 和 3 mm 时,对 Ti6Al4V 进行的实验验证了数值模型。根据 25 秒的测量记录,实验与模拟之间的最高温度相对误差约为 14%。此外,通过验证环氧树脂/碳纤维(UD 预浸料)和环氧树脂/碳纤维(编织预浸料)板的数值模型,评估了电流和频率对感应加热的影响。结果表明,用有限元法确定薄板内的温度分布时,感应加热模型是合适而有效的。
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引用次数: 0
Smart algorithms for power prediction in smart EV charging stations 智能电动汽车充电站功率预测的智能算法
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-01 DOI: 10.1016/j.jer.2023.11.028
M. Subashini , V. Sumathi

Power prediction in solar powered electric vehicle (EV) charging stations is very essential for smooth and uninterrupted operations due to the high oscillatory output of renewables and their dependence on various atmospheric factors. The need for early prediction helps EV stations improve their power performance and utilize available power by designing intelligent charge scheduling algorithms. This study introduces a novel design approach for an off-grid photovoltaic (PV)-powered EV charging station, which involves three main stages: evaluating and analyzing different solar irradiance prediction models (theoretical, empirical, and artificial neural network (ANN) models), forecasting day-ahead solar power profiles, and optimizing charge scheduling for pre-booked vehicles using energy storage systems (ESS). The effectiveness of various solar irradiance prediction models is assessed to identify the best-performing model. The proposed approach employs a novel algorithmic procedure to fine-tune the selected model using a basic dataset. Power prediction simulations are conducted using MATLAB, while Python is utilized for model development. The feed forward neural network (FFNN) model for irradiance prediction has a 0.88 R2 score; the anisotropic general regression neural network (AGRNN), isotropic GRNN both have 0.94 and 0.95 R2 values for direct PV current prediction, providing a strong base for reliable forecasting models. The significance of ESS backup for effective charging stations is clearly demonstrated by a remarkable 20 kW peak shaving.

由于可再生能源的高振荡输出及其对各种大气因素的依赖性,太阳能电动汽车(EV)充电站的功率预测对于平稳、不间断地运行非常重要。对早期预测的需求有助于电动汽车充电站通过设计智能充电调度算法来改善其供电性能和利用可用电力。本研究为离网光伏(PV)供电的电动汽车充电站介绍了一种新颖的设计方法,包括三个主要阶段:评估和分析不同的太阳辐照度预测模型(理论模型、经验模型和人工神经网络(ANN)模型),预测前一天的太阳能功率曲线,以及利用储能系统(ESS)优化预订车辆的充电调度。对各种太阳辐照度预测模型的有效性进行了评估,以确定性能最佳的模型。所提出的方法采用了一种新颖的算法程序,利用基本数据集对所选模型进行微调。功率预测模拟使用 MATLAB 进行,模型开发使用 Python。用于辐照度预测的前馈神经网络(FFNN)模型的 R2 值为 0.88;用于光伏直流电预测的各向异性一般回归神经网络(AGRNN)和各向同性 GRNN 的 R2 值分别为 0.94 和 0.95,为可靠的预测模型奠定了坚实的基础。20 千瓦的显著削峰效果清楚地表明,ESS 后备电源对于充电站的有效运行具有重要意义。
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引用次数: 0
Dielectric material preparation from pineapple leaf fiber based on two-level factorial analysis and its morphological structure 基于两级因子分析的菠萝叶纤维介电材料制备及其形态结构
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-01 DOI: 10.1016/j.jer.2023.11.022
M.S. Abdul Karim , N. Zainol , N.H. Aziz , N.S. Mat Hussain , N.A.T. Yusof

Natural fiber has earned great attention for its discovery as a green material in dielectric composites. Their excellent dielectric properties have granted them the great capability to be used in high dielectric composites. Hence, this study attempts to determine the most influential factor contributing to the permittivity of pineapple leaf fibers and to examine the morphological structure of the developed fibers. The two-level factorial analysis was applied to determine the significant, influential factors and the best conditions contributing to the permittivity value of fiber. The factors include the pineapple leaf-to-soda ratio (1:5 and 1:10), soda concentration (5–10 wt%), temperature (60–100 ℃), and pulping time (45–75 min). The fiber was extracted from the pineapple leaf through the soda pulping method, and the content was analyzed by the Kurschner-Hanack method. Based on the analysis, the pineapple leaf-to-soda ratio was observed as the most significant factor contributing to the permittivity value of fiber, with an 8.86% contribution. The best conditions were suggested at a 1:10 pineapple leaf-to-soda ratio, 5 wt% soda concentration, 100 ℃ temperature, and 45 min of pulping time, contributing to the 1.85 permittivity value of pineapple leaf fiber. The scanning electron microscope images of the material under test indicate that the morphological structures play a crucial part in determining the permittivity value of fiber. Therefore, with suitable processing factors, pineapple leaf fiber can be a great dielectric material used in many engineering applications.

天然纤维作为介电复合材料中的一种绿色材料,已经赢得了极大的关注。其优异的介电性能使其具备了在高介电复合材料中使用的巨大能力。因此,本研究试图确定对菠萝叶纤维的介电系数影响最大的因素,并考察所开发纤维的形态结构。本研究采用两级因子分析来确定对纤维介电常数值有影响的重要因素和最佳条件。这些因素包括菠萝叶与苏打的比例(1:5 和 1:10)、苏打浓度(5-10 wt%)、温度(60-100 ℃)和打浆时间(45-75 分钟)。通过苏打打浆法从菠萝叶中提取纤维,并用 Kurschner-Hanack 法分析纤维含量。分析结果表明,菠萝叶与苏打的比率是影响纤维介电常数值的最重要因素,占 8.86%。最佳条件为菠萝叶与苏打比例为 1:10、苏打浓度为 5 wt%、温度为 100 ℃、打浆时间为 45 分钟,菠萝叶纤维的介电常数值为 1.85。被测材料的扫描电子显微镜图像表明,形态结构对决定纤维的介电常数值起着至关重要的作用。因此,如果加工因素合适,菠萝叶纤维可以成为一种很好的介电材料,应用于许多工程领域。
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引用次数: 0
Mechanical properties and service life analysis of high strength concrete using different silica fume contents in marine environment in Vietnam 在越南海洋环境中使用不同硅灰含量的高强度混凝土的力学性能和使用寿命分析
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-01 DOI: 10.1016/j.jer.2023.08.005
Long Khanh Nguyen , Thi Tuyet Trinh Nguyen , Sang Thanh Nguyen , Trinh Quoc Ngo , Thanh-Hai Le , Viet Quoc Dang , Lanh Si Ho

This study evaluated the durability of concrete incorporating different silica fume (SF) content and also computed the service life of this concrete in marine environments. The specimens were prepared with three different SF content (i.e. 8%, 10%, and 12% by mass of cement replaced with SF). Three water/binder ratios (0.25, 0.30, and 0.35) were used for preparing concrete specimens. The mechanical properties were assessed via compression and splitting tensile tests. The rapid chloride penetration and chloride migration experiments were employed to evaluate the durability of concrete. The results showed that the mixture with 10% SF replacement showed the best performance. The inclusion of SF not only reduced the total porosity but also refined the volume fraction of harmless and less harmful pores (< 200 nm). Consequently, the chloride ion penetration resistance of concrete was improved, which in turn reduced the potential corrosion rate of reinforcement. From the results of service life prediction using Life-365 software, it is indicated that the utilization of SF for cement replacement effectively improved the corrosion resistance of steel bars in marine reinforced concrete. The service life against salt damage can be remarkably extended by substituting cement with an appropriate SF level.

本研究评估了掺入不同硅灰(SF)的混凝土的耐久性,并计算了这种混凝土在海洋环境中的使用寿命。试样采用三种不同的硅灰含量(即硅灰取代水泥质量的 8%、10% 和 12%)制备。制备混凝土试样时使用了三种水/粘合剂比率(0.25、0.30 和 0.35)。力学性能通过压缩和劈裂拉伸试验进行评估。采用氯化物快速渗透和氯化物迁移实验来评估混凝土的耐久性。结果表明,掺入 10% SF 的混合物性能最佳。掺入 SF 不仅降低了总孔隙率,还细化了无害孔隙和较无害孔隙的体积分数(< 200 nm)。因此,混凝土的抗氯离子渗透性得到了提高,从而降低了钢筋的潜在腐蚀率。使用 Life-365 软件预测使用寿命的结果表明,使用 SF 替代水泥可有效提高海工钢筋混凝土中钢筋的抗腐蚀能力。用适当浓度的 SF 替代水泥,可显著延长抗盐害的使用寿命。
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引用次数: 0
Optimization and scalable low-cost control of a power plant – A novel integrated approach 发电厂的优化和可扩展低成本控制 - 一种新颖的综合方法
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-01 DOI: 10.1016/j.jer.2023.100118
P.N. Nwachukwu, D.S. Aziaka, E.I. Osagie, G.A. Akwasi, M. Obhuo, T. Gogo

A regenerative plant is examined with respect to cost and thermodynamic optimization using the power-quantity ratio (PQR) and the classical thermal efficiency. The PQR is compared with the thermal efficiency index in adaptive response intended for low carbon footprint in power production. The Dataq PLC is employed for smart embedded PC control. The ranges of values of the vaporizer pressure and temperature are 5–20 MPa and 350 – 580 oC, respectively. By specifying the values of the thermodynamic variables in the Engineering Equation Solver (EES) software environment which was used to computerize the thermodynamic relations, the heat input and work output as well as the classical efficiency index are calculated.

利用功率数量比(PQR)和传统热效率对再生发电厂的成本和热力学优化进行了研究。在旨在实现低碳发电的自适应响应中,PQR 与热效率指数进行了比较。Dataq PLC 用于智能嵌入式 PC 控制。汽化器压力和温度的取值范围分别为 5-20 兆帕和 350 - 580 摄氏度。通过在工程方程求解器(EES)软件环境中指定热力学变量的值,计算出输入热量和输出功以及经典效率指数。
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引用次数: 0
Strategies for efficient resource management in federated cloud environments supporting Infrastructure as a Service (IaaS) 支持基础设施即服务(IaaS)的联合云环境中的高效资源管理策略
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-01 DOI: 10.1016/j.jer.2023.10.031
Amani K. Samha

The increased market activity and visibility have resulted in a growing demand for additional computer resources to meet the needs of cloud clients. Delivering promised quality of service (QoS) while fulfilling diverse resource demands dynamically might be difficult for a single Cloud Service Provider (CSP). Federated cloud computing, also known as distributed cloud computing, is an established paradigm in which CSPs collaborate to aggregate unused resources, resulting in financial and QoS benefits. Notably, this strategy improves availability and reliability while overcoming individual CSP difficulties in preserving QoS amid fluctuations in resource demand. The federated cloud successfully leverages computing resources even during low-demand periods, demanding a comprehensive resource management strategy for Infrastructure as a Service (IaaS) inside participating CSPs. Such a strategy is crucial for preserving QoS, ensuring availability and dependability, and optimizing underutilized computing resources. This research presents the novel IaaS cloud design, revealing a unique methodology that reimagines traditional cloud systems. The proposed IaaS cloud framework investigates virtual machine migration and resource consolidation, building a strong foundation founded on IaaS principles and emphasizing the crucial role of virtualization. The technique introduces ground-breaking concepts such as Cloud User (CU) and Reputation Management, which are strengthened by specific algorithms that improve cloud service security and trust. Furthermore, the combination of Trust Manager (TM) and Broker Manager (BM) components strengthens SLA control and trust evaluation, aligning smoothly with IaaS standards to improve service quality and reliability. User Profiling, which is classified into private, social, and corporate profiles, provides a separate lens for successful cloud user management inside the IaaS landscape, allowing for customised service delivery. SMI and cutting-edge ranking algorithms, such as the Deep Q-based Algorithm, optimize cloud service provider selection and ranking—an important aspect of IaaS. The use of the Banker's algorithm and a comprehensive Service Level Agreement (SLA) Management plan provides efficient resource allocation, mirroring recognized IaaS standards. This research study not only throws light on these trailblazing techniques, but it also establishes a new standard for IaaS cloud design and resource management.

市场活动和能见度的增加导致对额外计算机资源的需求不断增长,以满足云客户的需求。对于单个云服务提供商(CSP)来说,在动态满足各种资源需求的同时提供承诺的服务质量(QoS)可能会很困难。联合云计算(又称分布式云计算)是一种成熟的模式,在这种模式下,云服务提供商通过合作来聚合闲置资源,从而获得经济和服务质量方面的优势。值得注意的是,这种策略提高了可用性和可靠性,同时克服了单个 CSP 在资源需求波动时保持 QoS 的困难。联合云即使在低需求时期也能成功利用计算资源,这就要求参与的 CSP 为基础设施即服务(IaaS)制定全面的资源管理战略。这种策略对于维护服务质量、确保可用性和可靠性以及优化未充分利用的计算资源至关重要。本研究提出了新颖的 IaaS 云设计,揭示了一种重新构想传统云系统的独特方法。所提出的 IaaS 云框架研究了虚拟机迁移和资源整合,建立了基于 IaaS 原则的坚实基础,并强调了虚拟化的关键作用。该技术引入了云用户(CU)和声誉管理等突破性概念,并通过特定算法加强了这些概念,从而提高了云服务的安全性和信任度。此外,信任管理器(TM)和经纪人管理器(BM)组件的结合加强了服务水平协议(SLA)控制和信任评估,与 IaaS 标准顺利接轨,提高了服务质量和可靠性。用户配置文件分为私人、社交和企业配置文件,为在 IaaS 环境中成功进行云用户管理提供了一个单独的视角,从而可以提供定制服务。SMI 和尖端排名算法(如基于深度 Q 的算法)可优化云服务提供商的选择和排名,这也是 IaaS 的一个重要方面。银行家算法和综合服务水平协议(SLA)管理计划的使用提供了高效的资源分配,反映了公认的 IaaS 标准。这项研究不仅揭示了这些开创性的技术,还为 IaaS 云设计和资源管理建立了新的标准。
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引用次数: 0
Image defect classification of surface mount technology welding based on the improved ResNet model 基于改进的 ResNet 模型的表面贴装技术焊接图像缺陷分类
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-01 DOI: 10.1016/j.jer.2024.02.007
Qiang Zhang , Kaiyun Zhang , Kailin Pan , Wei Huang

In mass production, welding flaw detection in existing surface mount technology (SMT) has certain constraints, including its high costs, heavy workloads, and time-consuming processes. However, image classification technology using computer vision demonstrates high detection speeds and considerably reduced detection costs in flaw detection. Nevertheless, the increased integration of chip components on printed circuit boards (PCBs) and reduced component sizes pose challenges for flaw detection technology. Therefore, in this paper, an SMT welding image flaw classification model—that is, the ResNet-34-ECA model—based on an improved ResNet model, is proposed. Initially, the dataset is amplified using data amplification methods, such as stochastic rotation, increased data diversity, and enhanced model robustness. The ResNet34 model is then optimized using the light quantization efficient channel attention (ECA) module, resulting in higher classification accuracy. The experimental data in this study were collected using automated optical inspection (AOI) equipment, following the manual creation and amplification of the dataset. The experimental results showed that the baseline model accuracy increased by 0.22 in the augmented dataset, reaching 97.2%. Moreover, the ResNet-34-ECA model proposed in this paper could realize the classification of SMT welding image defects successfully; the overall classification accuracy of the improved ResNet image classification model was 0.01 higher than that of the baseline model, reaching 98.2%. Consequently, the proposed model proves to be better than other models in defect classification on this dataset, providing an accurate classification of SMT welding image defects.

在批量生产中,现有表面贴装技术(SMT)的焊接探伤存在一定的局限性,包括成本高、工作量大、耗时长等。然而,利用计算机视觉的图像分类技术在探伤方面表现出较高的检测速度,并大大降低了检测成本。然而,印刷电路板(PCB)上芯片元件集成度的提高和元件尺寸的缩小给探伤技术带来了挑战。因此,本文基于改进的 ResNet 模型,提出了一种 SMT 焊接图像缺陷分类模型,即 ResNet-34-ECA 模型。首先,使用随机旋转、增加数据多样性和增强模型鲁棒性等数据放大方法对数据集进行放大。然后使用光量子化高效通道关注(ECA)模块优化 ResNet34 模型,从而提高分类准确率。本研究的实验数据是在手动创建和放大数据集之后,使用自动光学检测(AOI)设备收集的。实验结果表明,在增强数据集中,基线模型的准确率提高了 0.22,达到了 97.2%。此外,本文提出的 ResNet-34-ECA 模型也成功实现了对 SMT 焊接图像缺陷的分类;改进后的 ResNet 图像分类模型的整体分类准确率比基线模型高 0.01,达到 98.2%。因此,在该数据集上,本文提出的模型在缺陷分类方面优于其他模型,为 SMT 焊接图像缺陷提供了准确的分类。
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引用次数: 0
Designing and significantly improved TeO2-based glass system for nuclear engineering applications: Radiation shielding performance and optical transparency 为核工程应用设计并大幅改进基于二氧化钛的玻璃系统:辐射屏蔽性能和光学透明度
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-01 DOI: 10.1016/j.jer.2023.09.025
Beriham Basha , Z.A. Alrowaili , Maryam Al Huwayz , Marzoqa. M. Alnairi , Sultan J. Alsufyani , Canel Eke , I.O. Olarinoye , M.S. Al-Buriahi

The radiation (beta particles (β), protons (1H), α-particles (He2+), carbon ions (C6+), fast neutrons (FN), and thermal neutrons (TN)) absorption parameters of 75TeO2–10MoO3–10BaO–(5-x)Sm2O3–xBi2O3 glass system were evaluated and presented along with their optical parameters in this study. The parameters were analyzed with the objective of evaluating the role of Sm and Bi atoms in altering the optical and radiation characteristics of the glass system. Starting with high-purity chemicals, namely BaCO3, Bi2O3, MoO3, TeO2, and Sm2O3, and following the melt-and-quench procedure, 75TeO2–10MoO3–10BaO–(5-x)Sm2O3xBi2O3 glasses were prepared as TeMoBa-Sm/Bi1, TeMoBa-Sm/Bi2, TeMoBa-Sm/Bi3, TeMoBa-Sm/Bi4, and TeMoBa-Sm/Bi5 for Bi2O3 molar concentration of 0, 2, 4, 4.5, and 5 mol %, respectively. The optical parameters were computed theoretically from measured absorption spectra. The stopping powers and ranges of β-particles, protons, and α-particles were estimated using the ESTAR, PSTAR, and ASTAR software, respectively, while the SRIM code was used to compute for heavy carbon ions. In addition, the cross-sections of fast (FN) and thermal (TN) neutrons were computed using the standard expressions. There was a positive correlation between Bi2O3 content and the molar volume of the glasses. The refractive indices vary slightly between 2.53 and 2.56. The molar refractivity (Rm) values for TeMoBa-Sm/Bi1, TeMoBa-Sm/Bi2, TeMoBa-Sm/Bi3, TeMoBa-Sm/Bi4, and TeMoBa-Sm/Bi5 are 19.769 cm3/mol, 19.730 cm3/mol, 19.689 cm3/mol, 19.656 cm3/mol, and 19.754 cm3/mol, respectively. The values of Sp for proton are highest at 0.09 MeV with values of 284.047, 281.041, 278.135, 277.434 and 276.633 MeV cm2/g for TeMoBa-Sm/Bi1, TeMoBa-Sm/Bi2, TeMoBa-Sm/Bi3, TeMoBa-Sm/Bi4, and TeMoBa-Sm/Bi5, respectively. The Bi2O3 content thus improved the CR shielding ability of the glass system slightly. The optimum Bi2O3 concentration for FN shielding is 4 mol %. In addition, Bi2O3 compromised the TN absorption ability of the TeMoBa-Sm/Bi glass system.

本研究评估了 75TeO2-10MoO3-10BaO-(5-x)Sm2O3-xBi2O3 玻璃体系的辐射(β 粒子 (β)、质子 (1H)、α 粒子 (He2+)、碳离子 (C6+)、快中子 (FN) 和热中子 (TN))吸收参数,并将这些参数与其光学参数一起列出。分析这些参数的目的是评估 Sm 原子和 Bi 原子在改变玻璃体系的光学和辐射特性方面所起的作用。从高纯度化学品(即 BaCO3、Bi2O3、MoO3、TeO2 和 Sm2O3)开始,按照熔融-淬火程序进行、75TeO2-10MoO3-10BaO-(5-x)Sm2O3-xBi2O3玻璃,Bi2O3摩尔浓度分别为0、2、4、4.5 和 5 摩尔%。光学参数是根据测量到的吸收光谱从理论上计算出来的。使用ESTAR、PSTAR 和 ASTAR 软件分别估算了 β 粒子、质子和 α 粒子的停止功率和范围,并使用 SRIM 代码计算了重碳离子。此外,还使用标准表达式计算了快中子(FN)和热中子(TN)的横截面。玻璃中的 Bi2O3 含量与摩尔体积呈正相关。折射率在 2.53 和 2.56 之间略有不同。TeMoBa-Sm/Bi1、TeMoBa-Sm/Bi2、TeMoBa-Sm/Bi3、TeMoBa-Sm/Bi4 和 TeMoBa-Sm/Bi5 的摩尔折射率 (Rm) 值分别为 19.769 cm3/mol、19.730 cm3/mol、19.689 cm3/mol、19.656 cm3/mol 和 19.754 cm3/mol。质子的 Sp 值在 0.09 MeV 时最高,TeMoBa-Sm/Bi1、TeMoBa-Sm/Bi2、TeMoBa-Sm/Bi3、TeMoBa-Sm/Bi4 和 TeMoBa-Sm/Bi5 的 Sp 值分别为 284.047、281.041、278.135、277.434 和 276.633 MeV cm2/g。因此,Bi2O3 的含量略微提高了玻璃体系的 CR 屏蔽能力。FN 屏蔽的最佳 Bi2O3 浓度为 4 摩尔%。此外,Bi2O3 还影响了 TeMoBa-Sm/Bi 玻璃体系的 TN 吸收能力。
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引用次数: 0
A novel physiological signal denoising method coupled with multispectral adaptive wavelet denoising(MAWD) and unsupervised source counting algorithm(USCA) 结合多光谱自适应小波去噪(MAWD)和无监督源计数算法(USCA)的新型生理信号去噪方法
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-01 DOI: 10.1016/j.jer.2023.07.016
Zhen-Yu Wang , Ze-Rui Xiang , Jin-Yi Zhi , Tie-Cheng Ding , Rui Zou

In order to improve the quality of physiological signals, a combined study of blind source separation and wavelet thresholding methods was conducted, resulting in the proposal of a multispectral adaptive wavelet denoising (MAWD) method. This method was employed in conjunction with an improved unsupervised source counting algorithm (USCA). To evaluate the effectiveness of the proposed approach, three methods were used to calculate signal-to-noise ratio (SNR) and root mean square error (RMSE): soft thresholding, hard thresholding, and adaptive thresholding. The results demonstrated that the proposed method exhibited strong applicability under soft thresholding. Specifically, compared to hard thresholding, the enhanced signal using soft thresholding showed an approximately 44.2% increase in SNR and a 28.8% decrease in RMSE, along with a 1.4% reduction in processing time. Moreover, when compared to adaptive thresholding, soft thresholding exhibited approximately 706% improvement in SNR, a 16.7% decrease in RMSE, and a 3.0% reduction in processing time. Multiple experiments were conducted to determine the optimal peak detection threshold range for USCA, which was found to be within the interval [0.001, 0.0001]. This range facilitated the separation of more sources, thereby enhancing the separation effectiveness and accuracy. To substantiate the effectiveness of the USCA method, tests were conducted on publicly available datasets of EMG, ECG, and EEG signals, all of which consistently demonstrated the advantages of this approach.

Data Availability

The authors do not have permission to share data.

为了提高生理信号的质量,我们对盲源分离法和小波阈值法进行了综合研究,最终提出了一种多光谱自适应小波去噪(MAWD)方法。该方法与改进的无监督源计数算法(USCA)结合使用。为了评估所提出方法的有效性,使用了三种方法来计算信噪比(SNR)和均方根误差(RMSE):软阈值、硬阈值和自适应阈值。结果表明,所提出的方法在软阈值下具有很强的适用性。具体来说,与硬阈值法相比,使用软阈值法增强的信号的信噪比提高了约 44.2%,均方根误差降低了 28.8%,处理时间缩短了 1.4%。此外,与自适应阈值法相比,软阈值法的 SNR 提高了约 706%,RMSE 降低了 16.7%,处理时间缩短了 3.0%。为了确定 USCA 的最佳峰值检测阈值范围,我们进行了多次实验,发现阈值范围在 [0.001, 0.0001] 之间。这一范围有助于分离更多的信号源,从而提高分离效果和准确性。为了证实 USCA 方法的有效性,我们在公开的肌电图、心电图和脑电信号数据集上进行了测试,所有这些数据集都一致证明了这种方法的优势。
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引用次数: 0
Alleviation and control of chaotic oscillations in SMIB power systems using a modified-Whale optimization-based battery-STATCOM 利用基于改进型鲸鱼优化的电池-STATCOM 缓解和控制 SMIB 电力系统中的混乱振荡
IF 0.9 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-01 DOI: 10.1016/j.jer.2023.10.004
Sheetal Singh , Sanju Saini

Background

Chaotic oscillations within the power system give rise to instability. While these oscillations may not have an immediate impact on the synchrony of the machine, they stimulate one of the oscillation modes, ultimately leading to voltage collapse and a loss of synchronism.

Objective

This paper introduces a modified Whale Optimization Algorithm (WOA)-based Battery-STATCOM (Static Synchronous Compensator) as a solution to mitigate chaotic oscillations within a Single Machine Infinite Bus (SMIB) system.

Methodology

An adaptable controller is implemented to manage the gate signal within the Battery-STATCOM. The AC-DC currents of this controller are optimally governed by two distinct WOA-tuned Proportional-Integral (PI) controllers. The battery storage unit serves as a robust voltage source, with the intelligent controller maintaining the DC-link voltage at the desired level.

Test Cases

Additional disturbances, such as gradual variations in reference voltage and electromagnetic torque, are introduced to exacerbate chaotic oscillations. This is done to assess the controller's real-world performance under adverse conditions.

Results and Conclusion

Under zero damping conditions, rotor parameters, including rise time, settling time, peak time, and overshoot, initially remain undefined due to uncontrolled oscillations. However, once the Battery-STATCOM is applied, these parameters are defined and achieve values (in seconds) of 0.90, 6.21, 1.71, and 21.10, respectively. After further optimization through the proposed modified WOA optimizer, the parameters reach values of 0.25, 1.01, 0.89, and 1.78, respectively. These results underscore the effectiveness of the proposed metaheuristic controller in suppressing overall chaotic oscillations within the power system.

背景电力系统中的共振会导致不稳定。虽然这些振荡可能不会对机器的同步性产生直接影响,但它们会刺激其中一种振荡模式,最终导致电压崩溃和失去同步性。本文介绍了一种基于鲸鱼优化算法(WOA)的改进型电池-STATCOM(静态同步补偿器),作为缓解单机无限总线(SMIB)系统内混沌振荡的解决方案。该控制器的交流-直流电流由两个不同的 WOA 调整比例-积分 (PI) 控制器进行优化控制。电池存储单元充当稳健的电压源,智能控制器将直流链路电压维持在所需水平。测试案例引入参考电压和电磁转矩的渐变等额外干扰,以加剧混乱振荡。结果和结论在零阻尼条件下,转子参数(包括上升时间、稳定时间、峰值时间和过冲量)最初会由于不受控制的振荡而保持未定义状态。然而,一旦应用了电池-STATCOM,这些参数就得到了定义,并分别达到了 0.90、6.21、1.71 和 21.10 的值(以秒为单位)。通过建议的改进型 WOA 优化器进一步优化后,参数值分别达到 0.25、1.01、0.89 和 1.78。这些结果表明,所提出的元启发式控制器能有效抑制电力系统内的整体混沌振荡。
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引用次数: 0
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