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Short-Term Solar Insolation Forecasting in Isolated Hybrid Power Systems Using Neural Networks 基于神经网络的孤立混合电力系统短期太阳日照预报
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-23 DOI: 10.3390/inventions8050106
P. Matrenin, V. Manusov, M. Nazarov, M. Safaraliev, S. Kokin, I. Zicmane, S. Beryozkina
Solar energy is an unlimited and sustainable energy source that holds great importance during the global shift towards environmentally friendly energy production. However, integrating solar power into electrical grids is challenging due to significant fluctuations in its generation. This research aims to develop a model for predicting solar radiation levels using a hybrid power system in the Gorno-Badakhshan Autonomous Oblast of Tajikistan. This study determined the optimal hyperparameters of a multilayer perceptron neural network to enhance the accuracy of solar radiation forecasting. These hyperparameters included the number of neurons, learning algorithm, learning rate, and activation functions. Since there are numerous combinations of hyperparameters, the neural network training process needed to be repeated multiple times. Therefore, a control algorithm of the learning process was proposed to identify stagnation or the emergence of erroneous correlations during model training. The results reveal that different seasons require different hyperparameter values, emphasizing the need for the meticulous tuning of machine learning models and the creation of multiple models for varying conditions. The absolute percentage error of the achieved mean for one-hour-ahead forecasting ranges from 0.6% to 1.7%, indicating a high accuracy compared to the current state-of-the-art practices in this field. The error for one-day-ahead forecasting is between 2.6% and 7.2%.
太阳能是一种无限的可持续能源,在全球向环保能源生产转变的过程中具有重要意义。然而,由于太阳能发电量的大幅波动,将其整合到电网中具有挑战性。本研究旨在利用塔吉克斯坦戈尔诺-巴达赫尚自治州的混合电力系统开发一个预测太阳辐射水平的模型。本研究确定了多层感知器神经网络的最优超参数,以提高太阳辐射预测的准确性。这些超参数包括神经元数量、学习算法、学习率和激活函数。由于存在许多超参数的组合,因此需要多次重复神经网络训练过程。因此,提出了一种学习过程的控制算法来识别模型训练过程中的停滞或错误相关性的出现。结果表明,不同的季节需要不同的超参数值,强调需要对机器学习模型进行细致的调整,并为不同的条件创建多个模型。提前一小时预测的平均值的绝对百分比误差在0.6%至1.7%之间,这表明与该领域当前最先进的实践相比具有较高的准确性。提前一天预测的误差在2.6%到7.2%之间。
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引用次数: 1
Analysis of the Efficiency of Various Receipting Multiple Access Methods with Acknowledgement in IoT Networks 物联网网络中带确认的各种接收多址方法效率分析
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-18 DOI: 10.3390/inventions8040105
V. Borodin, V. E. Kolesnichenko, V. Shevtsov
An Internet of things (IoT) network is a distributed set of “smart” sensors, interconnected via a radio channel. The basic method of accessing the radio channels for these networks is Carrier Sense Multiple Access/Collision Avoidance (CSMA/CA), in which access is carried out on the basis of contention, and confirmation of the correct reception of the packet is achieved using a receipt. If the sizes of information packets are small and comparable to the sizes of receipts, then the transmission of receipts requires a significant bandwidth of the channel, which reduces the efficiency of the network. This problem exists not only for IoT networks but also for monitoring systems, operational management of fast processes, telemetry, short messaging and many other applications. Therefore, an urgent task is to develop effective methods of multiple random access in the transmission of short information packets, the size of which is comparable to the size of receipts. To solve this problem, the authors proposed modifications of CSMA/CA random access in which, when packet collisions are detected, a diagnostic message (DM) is generated and transmitted in the broadcast mode. Based on simulation modeling, it is shown that in a wide range of network loads, the proposed random access options provide an increase in network capacity (the number of connected subscribers) of 1.5–2 times compared to the basic CSMA/CA access method when the size of the information packet is an order of magnitude larger than the size of receipts. The variant of access without acknowledgment is also considered, in which, as shown by the simulation results, at sufficiently large loads, the network can go into an unstable state.
物联网(IoT)网络是一组分布式的“智能”传感器,通过无线电信道相互连接。访问这些网络的无线电信道的基本方法是载波感知多路访问/避免碰撞(CSMA/CA),在这种方法中,访问是在争用的基础上进行的,并且使用收据来确认数据包的正确接收。如果信息包的大小很小,与收据的大小相当,那么收据的传输需要占用大量的信道带宽,这会降低网络的效率。这个问题不仅存在于物联网网络中,也存在于监控系统、快速流程的运营管理、遥测、短信和许多其他应用中。因此,在与收据大小相当的短信息包传输中,开发有效的多随机访问方法是一项紧迫的任务。为了解决这一问题,作者提出了CSMA/CA随机接入的改进方案,当检测到分组冲突时,产生诊断消息(DM)并以广播方式传输。仿真建模表明,在大范围的网络负载下,当信息包的大小比收据的大小大一个数量级时,所提出的随机接入方案比基本的CSMA/CA接入方法提供了1.5-2倍的网络容量(连接的用户数量)增加。还考虑了不确认访问的变体,仿真结果表明,在足够大的负载下,网络可能进入不稳定状态。
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引用次数: 0
Inductive Compensation of an Open-Loop IPT Circuit: Analysis and Design 开环IPT电路的电感补偿:分析与设计
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-17 DOI: 10.3390/inventions8040104
M. Ponce-Silva, Alan R. García-García, J. Arau, Josué Lara-Reyes, Claudia Cortés-García
The main contribution of this paper is the inductive compensation of a wireless inductive power transmission circuit (IPT) with resonant open-loop inductive coupling. The variations in the coupling coefficient k due to the misalignment of the transmitter and receiver are compensated with only one auxiliary inductance in the primary of the inductive coupling. A low-power prototype was implemented with the following specifications: input voltage Vin = 27.5 V, output power Po = 10 W, switching frequency f = 500 kHz, output voltage Vo = 12 V, transmission distance d = 1.5 mm. Experimental results varying the distance “d” with several values of the compensation inductor demonstrate the feasibility of the proposal. An efficiency of 75.10% under nominal conditions was achieved. This proposal is a simple compensation topology for wireless chargers of cellular phones presenting small distances between the transmitter and receiver.
本文的主要贡献是具有谐振开环电感耦合的无线电感功率传输电路(IPT)的电感补偿。由于发射器和接收器的未对准而引起的耦合系数k的变化仅用电感耦合的初级中的一个辅助电感来补偿。实现了具有以下规格的低功率原型:输入电压Vin=27.5V,输出功率Po=10W,开关频率f=500kHz,输出电压Vo=12V,传输距离d=1.5mm。随着补偿电感器的几个值改变距离“d”的实验结果证明了该方案的可行性。在标称条件下实现了75.10%的效率。该方案是用于在发射器和接收器之间呈现小距离的蜂窝电话的无线充电器的简单补偿拓扑。
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引用次数: 0
Study on the Liquid Cooling Method of Longitudinal Flow through Cell Gaps Applied to Cylindrical Close-Packed Battery 圆柱密装电池槽隙纵向流动液体冷却方法研究
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-11 DOI: 10.3390/inventions8040100
Wei Li, W. Shi, S. Xiong, Hai Huang, Guodong Chen
The increasing popularity of electric vehicles presents both opportunities and challenges for the advancement of lithium battery technology. A new longitudinal-flow heat dissipation theory for cylindrical batteries is proposed in order to increase the energy density and uniform temperature performance of cylindrical lithium-ion battery packs while also shrinking their size by roughly 10%. First, a genetic algorithm is used to identify a single cell’s thermal properties. Based on this, modeling and simulation are used to examine the thermal properties of the longitudinal-flow-cooled battery pack. It is found that the best coolant flow scheme has one inlet and one outlet from the end face, taking into account the cooling effect of the battery pack and engineering viability. Lastly, thermal dummy cells (TDCs) are used to conduct a validation test of the liquid cooling strategy. Additionally, the simulation and test results demonstrate that the liquid cooling solution can restrict the battery pack’s maximum temperature rise under the static conditions of a continuous, high-current discharge at a rate of 3C to 20 °C and under the dynamic conditions of the New European Driving Cycle (NEDC) to 2 °C. In applications where the space requirements for the battery pack are quite strict, the longitudinal-flow cooling method has some advantages.
电动汽车的日益普及给锂电池技术的发展带来了机遇和挑战。为了提高圆柱形锂离子电池组的能量密度和均匀温度性能,同时将圆柱形锂离子电池组的尺寸缩小约10%,提出了一种新的圆柱形锂离子电池组的纵向流动散热理论。首先,使用遗传算法来识别单个细胞的热特性。在此基础上,对纵向流冷电池组的热特性进行了建模和仿真研究。研究发现,考虑到电池组的冷却效果和工程可行性,最佳的冷却液流动方案为端面各有一个入口和一个出口。最后,利用热虚拟电池(tdc)进行了液体冷却策略的验证测试。此外,仿真和测试结果表明,在以3C速率连续大电流放电的静态条件下,液冷溶液可以将电池组的最大温升限制在20°C,在新欧洲驾驶循环(NEDC)的动态条件下,该液体冷却溶液可以将电池组的最大温升限制在2°C。在对电池组空间要求相当严格的应用中,纵向流冷却方法具有一定的优势。
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引用次数: 0
Continuum Logic of Control Signals in Analog Cyber–Physical Nets 模拟网络-物理网络中控制信号的连续逻辑
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-11 DOI: 10.3390/inventions8040101
N. Dembitsky
The use of embedded processors is the most promising direction in the development of automatic control systems. The article is devoted to analog models and technical solutions that allow continuous analysis of information in a technical system in order to synthesize control signals. Technical solutions are obtained on the basis of continuum logic methods, which aim to increase the speed of embedded computing networks, reduce power consumption, and unify the element base of analog processors. The effect of high speed is achieved due to the transition from sequential digital calculations to parallel synthesis of analog control signals. Examples of the implementation of schemes for the synthesis of control commands using the developed models of logical operations are given.
嵌入式处理器的使用是自动控制系统发展最有希望的方向。本文致力于模拟模型和技术解决方案,允许对技术系统中的信息进行连续分析,以合成控制信号。基于连续逻辑方法获得技术解决方案,旨在提高嵌入式计算网络的速度,降低功耗,统一模拟处理器的元件库。由于从顺序数字计算到模拟控制信号的并行合成的转变,实现了高速的效果。给出了使用所开发的逻辑运算模型合成控制命令的方案的实现示例。
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引用次数: 0
Recent Inventions in Additive Manufacturing: Holistic Review 增材制造的最新发明:综合评述
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-11 DOI: 10.3390/inventions8040103
I. Fidan, O. Huseynov, Mohammad Alshaikh Ali, Suhas Alkunte, Mithila Rajeshirke, Ankit Gupta, S. Hasanov, K. Tantawi, E. Yasa, O. Yilmaz, J. Loy, Vladimir Popov, Ankit Sharma
This general review paper presents a condensed view of recent inventions in the Additive Manufacturing (AM) field. It outlines factors affecting the development and commercialization of inventions via research collaboration and discusses breakthroughs in materials and AM technologies and their integration with emerging technologies. The paper explores the impact of AM across various sectors, including the aerospace, automotive, healthcare, food, and construction industries, since the 1970s. It also addresses challenges and future directions, such as hybrid manufacturing and bio-printing, along with socio-economic and environmental implications. This collaborative study provides a concise understanding of the latest inventions in AM, offering valuable insights for researchers, practitioners, and decision makers in diverse industries and institutions.
本文概述了增材制造(AM)领域的最新发明。它概述了通过研究合作影响发明开发和商业化的因素,并讨论了材料和增材制造技术的突破及其与新兴技术的整合。本文探讨了自20世纪70年代以来AM在各个领域的影响,包括航空航天,汽车,医疗保健,食品和建筑行业。它还解决了挑战和未来的方向,如混合制造和生物打印,以及社会经济和环境影响。这项合作研究提供了对AM最新发明的简明理解,为不同行业和机构的研究人员、从业者和决策者提供了有价值的见解。
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引用次数: 3
A Comparative Assessment of Homomorphic Encryption Algorithms Applied to Biometric Information 用于生物特征信息的同态加密算法的比较评价
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-11 DOI: 10.3390/inventions8040102
Georgiana Crihan, M. Craciun, L. Dumitriu
This paper provides preliminary research regarding the implementation and evaluation of a hybrid mechanism of authentication based on fingerprint recognition interconnected with RFID technology, using Arduino modules, that can be deployed in different scenarios, including secret classified networks. To improve security, increase efficiency, and enhance convenience in the process of authentication, we perform a comparative assessment between two homomorphic encryption algorithms, the Paillier partial homomorphic algorithm and the Brakerski–Gentry–Vaikuntanathan fully homomorphic encryption scheme, applied to biometric templates extracted from the device mentioned above, by analyzing factors such as a histogram analysis, mean squared error (MSE), peak signal-to-noise ratio (PSNR), the structural similarity index measure (SSIM), the number of pixel change rate (NPCR), the unified average changing intensity (UACI), the correlation coefficient, and average encryption time and dimension. From security and privacy perspectives, the present findings suggest that the designed mechanism represents a reliable and low-cost authentication alternative that can facilitate secure access to computer systems and networks and minimize the risk of unauthorized access.
本文使用Arduino模块,对基于指纹识别与RFID技术互连的混合身份验证机制的实现和评估进行了初步研究,该机制可以部署在不同的场景中,包括秘密保密网络。为了提高认证过程中的安全性、效率和便利性,我们对两种同态加密算法Paillier部分同态算法和Brakerski–Gentry–Vaikuntanathan全同态加密方案进行了比较评估,这两种算法应用于从上述设备中提取的生物特征模板,通过分析诸如直方图分析、均方误差(MSE)、峰值信噪比(PSNR)、结构相似性指数度量(SSIM)、像素数变化率(NPCR)、统一平均变化强度(UACI)、相关系数以及平均加密时间和维度的因素。从安全和隐私的角度来看,目前的研究结果表明,所设计的机制是一种可靠且低成本的身份验证替代方案,可以促进对计算机系统和网络的安全访问,并将未经授权访问的风险降至最低。
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引用次数: 0
Performance Evaluation of Photonics-Based Coherent MIMO Radar Systems for Maritime Surveillance 用于海上监视的基于光子的相干MIMO雷达系统的性能评估
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-08-07 DOI: 10.3390/inventions8040099
M. M. H. Amir, S. Maresca, Gaurav Pandey, A. Malacarne, A. Bogoni, M. Scaffardi
Multiple-input multiple-output (MIMO) radars offer significant advantages over conventional standalone radars in terms of target detection and localization capabilities. However, to fully exploit their potential, such systems require excellent time and phase synchronization among the central unit and the radar heads. Only recently, thanks to microwave photonics (MWP) techniques, it has been possible to develop the first coherent MIMO radar demonstrators. In this paper, a simulation tool in MATLAB programming language is proposed to model coherent MIMO radars based on MWP techniques in maritime surveillance applications. Moreover, a novel approach for estimating the radar cross section of extended maritime targets is presented. The system performance in co-located and distributed MIMO configuration, as well as in single- and multi-band operations, is evaluated by means of relevant key performance indicators (KPIs). Simulations are carried out in two close-to-reality scenarios. In the first, a co-located MIMO radar is mounted on top of a patrolling vessel. In the second, a distributed MIMO radar is deployed inside a port. The proposed KPIs are analyzed in terms of both geometric and frequency diversities of the system, laying the foundations for general system optimization criteria valid in any given surveillance application.
多输入多输出(MIMO)雷达在目标探测和定位能力方面比传统的独立雷达具有显著的优势。然而,为了充分发挥其潜力,这种系统需要在中央单元和雷达头之间实现良好的时间和相位同步。直到最近,多亏了微波光子学(MWP)技术,才有可能开发出第一个相干MIMO雷达演示。本文提出了一种基于MATLAB编程语言的仿真工具,用于海事监视中基于MWP技术的相干MIMO雷达的建模。此外,还提出了一种估算扩展海上目标雷达截面的新方法。通过相关关键性能指标(kpi)来评估共定位和分布式MIMO配置以及单频段和多频段操作中的系统性能。在两个接近现实的场景中进行了仿真。首先,在巡逻船的顶部安装一个协同定位的MIMO雷达。第二种是在端口内部署分布式MIMO雷达。根据系统的几何分集和频率分集对所提出的kpi进行了分析,为在任何给定监控应用中有效的一般系统优化准则奠定了基础。
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引用次数: 0
Management of Hardware Vulnerabilities in the Life Cycle Stages of Microprocessors and Computers 微处理器和计算机生命周期阶段的硬件漏洞管理
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-07-31 DOI: 10.3390/inventions8040098
Ignat N. Bychkov, Irina Mikhailova, P. Korenev, Vitaliy Pikov, A. Ryapukhin
This article discusses the topical issues of managing information security vulnerabilities in the life cycle stages of processors and computer equipment. An analysis of the experience of identifying vulnerabilities in the course of the joint design of the processor, computing module and computing complex was carried out. A number of actions have been developed and presented to ensure the control of hardware vulnerabilities in the development stage. The use of the binary translation technology of the Elbrus platform is proposed to prevent the execution of malicious software. A method has been developed to eliminate vulnerabilities in computer equipment for automated systems used for various purposes by using the Lintel binary translation system component. An experiment is described, the purpose of which was to successfully exploit the Meltdown vulnerability on a computer with an Elbrus processor. The experiment showed that, due to the peculiarities of the microarchitecture of Elbrus processors, the exploitation of Meltdown-type vulnerabilities is impossible.
本文讨论了在处理器和计算机设备的生命周期阶段管理信息安全漏洞的热门问题。分析了在处理器、计算模块和计算复合体的联合设计过程中识别漏洞的经验。已经制定并提出了一系列行动,以确保在开发阶段控制硬件漏洞。提出使用Elbrus平台的二进制翻译技术来防止恶意软件的执行。已经开发了一种方法,通过使用Lintel二进制翻译系统组件来消除用于各种目的的自动化系统的计算机设备中的漏洞。描述了一个实验,其目的是成功利用带有Elbrus处理器的计算机上的Meltdown漏洞。实验表明,由于Elbrus处理器微体系结构的特殊性,不可能利用Meltdown类型的漏洞。
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引用次数: 0
Thermal Convection in a Heated-Block Duct with Periodic Boundary Conditions by Element-by-Element Treatment 具有周期边界条件的加热块状管道中的热对流逐单元处理
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-07-26 DOI: 10.3390/inventions8040097
T. Jue, Horng-Wen Wu, Ying-Chien Hsueh, Zhi-Wei Guo
The periodic nature of stream-wise flow occurs in a cooling channel so frequently due to the multiple heat sources in electronic equipment, demanding the creation of an effective technique to improve the heat-cooling convection. This work explores thermal convection enhancement in a heated-block duct for periodic boundary conditions using the element-by-element (EBE) treatment in a semi-implicit projection finite element method (FEM) through a preconditioned conjugate gradient (PCG) solver. The effects of changing the Reynolds numbers (100, 175, and 250) on rectangular cylinders installed in the channel under periodic boundary conditions were studied using time-mean Nusselt number enhancement, friction factor enhancement, and thermal performance coefficient. The results show that the rectangular cylinders installed stream-wise above an upstream block promote thermal convection in the heated-block duct due to modifying the flow of no cylinders. However, increasing the number of rectangular cylinders increases the friction factor enhancement. As a result, the case for periodic boundary conditions with a rectangular cylinder above every two blocks has the best thermal performance coefficient.
由于电子设备中的多个热源,冷却通道中经常出现流式流动的周期性,因此需要创造一种有效的技术来改善热冷却对流。本工作通过预处理共轭梯度(PCG)求解器,在半隐式投影有限元法(FEM)中使用逐元(EBE)处理,探索了周期性边界条件下加热块管道中的热对流增强。使用时间平均努塞尔数增强、摩擦系数增强和热性能系数研究了在周期性边界条件下,雷诺数(100、175和250)对安装在通道中的矩形圆柱体的影响。结果表明,安装在上游块体上方的矩形圆柱体由于改变了无圆柱体的流量,促进了加热块体管道中的热对流。然而,增加矩形圆柱体的数量会增加摩擦系数的增强。结果,对于周期性边界条件,每两个块上方有一个矩形圆柱体的情况具有最佳的热性能系数。
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引用次数: 0
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Inventions
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