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Using Heuristic Search Techniques to Reduce Task Migrations in Peer-to-Peer Volunteer Computing Networks 利用启发式搜索技术减少点对点志愿计算网络中的任务迁移
Q3 Computer Science Pub Date : 2023-05-16 DOI: 10.3311/ppee.21206
Ehab Saleh, C. Shastry
Massive computations in today's computer applications necessitate the use of high-performance computing environments. Unfortunately, high costs and power management must be addressed while operating these environments. Volunteer computing (VC) enables the creation of a global network of computing devices capable of accumulating their computing power to outperform any supercomputer. VC refers to the use of underutilized computing resources donated by thousands of volunteers who want to actively participate in solving common research problems. However, VC systems experience unexpected and sudden loss of connections between volunteers' computing resources and the main server. In this case, the server must redistribute the work to new devices as they become available. This process is known as task migration, and it is already used in various volunteer frameworks to address the unavailability of computing resources. However, there is a tendency to limit the number of migrations since they are considered a technically complex and time-consuming process. In this paper, we employ heuristic search algorithms to reduce task migrations caused by loss of connections in Peer-to-Peer volunteer networks by locating an alternate network path to send output files to the server when the direct link is no longer available. The simulation results demonstrate that using a heuristic search algorithm eliminates all task migrations caused by loss of connections, resulting in less total execution time and power consumption.
在当今的计算机应用中,大量的计算需要使用高性能的计算环境。不幸的是,在运行这些环境时必须解决高成本和电源管理问题。志愿计算(VC)能够创建一个全球计算设备网络,这些设备能够积累计算能力,从而超越任何超级计算机。VC指的是利用数千名志愿者捐赠的未充分利用的计算资源,这些志愿者希望积极参与解决共同的研究问题。然而,VC系统在志愿者的计算资源和主服务器之间经历了意想不到的和突然的连接丢失。在这种情况下,服务器必须在新设备可用时将工作重新分配给它们。这个过程被称为任务迁移,它已经在各种志愿者框架中使用,以解决计算资源不可用的问题。然而,有一种趋势是限制迁移的数量,因为它们被认为是技术上复杂且耗时的过程。在本文中,我们采用启发式搜索算法,通过定位替代网络路径,在直接链接不再可用时向服务器发送输出文件,以减少点对点志愿者网络中由于连接丢失而导致的任务迁移。仿真结果表明,启发式搜索算法消除了连接丢失导致的所有任务迁移,减少了总执行时间和功耗。
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引用次数: 0
Two Approaches for Detecting Pneumonia from Chest X-ray Images: Neural Network vs Kolmogorov Complexity 从胸部x线图像检测肺炎的两种方法:神经网络与Kolmogorov复杂度
Q3 Computer Science Pub Date : 2023-05-10 DOI: 10.3311/ppee.21616
A. Pechnikov, Nikolai Bogdanov, A. Nwohiri, Ijeoma Nwohiri
Pneumonia is an infection that inflames the air sacs in the lungs. It remains the leading cause of death in children aged <5 years. This acute respiratory infection kills over 150,000 newborns yearly. We present two approaches for detecting pneumonic lungs. Both involve chest X-ray (CXR) image classification. The first approach is based on convolutional neural networks (CNN). The second approach, proposed by us, uses the theoretical notion of Kolmogorov complexity (KC), which introduces the normalized compression distance (NCD) – a way of measuring similarities between objects of different nature, such as images. The respective algorithms are described, software implementation details are presented. Experiments were conducted to enable us to choose optimal parameter values that would facilitate accurate pneumonia detection. The two procedures showed high classification quality. This convincingly indicates they were accurate in differentiating the chest X-rays. Though a known fact, the CNN approach was confirmed to be more efficient when dealing with a larger training dataset. On the other hand, the NCD-KC technique was shown to be more efficient when handling a small number of classified images. A more sensitive and more accurate pneumonia diagnosing technique that combines the strengths of both approaches is found to be feasible.
肺炎是一种使肺部气囊发炎的感染。它仍然是5岁以下儿童死亡的主要原因。这种急性呼吸道感染每年导致超过15万新生儿死亡。我们提出了两种检测肺炎肺的方法。两者都涉及胸部x线(CXR)图像分类。第一种方法是基于卷积神经网络(CNN)。我们提出的第二种方法使用柯尔莫哥洛夫复杂度(KC)的理论概念,引入了归一化压缩距离(NCD)——一种测量不同性质的物体(如图像)之间相似性的方法。介绍了相应的算法,给出了软件实现的细节。进行了实验,使我们能够选择最优的参数值,以促进准确的肺炎检测。两种方法均具有较高的分类质量。这令人信服地表明他们在鉴别胸部x光片时是准确的。虽然这是一个已知的事实,但CNN方法在处理更大的训练数据集时被证实更有效。另一方面,当处理少量分类图像时,NCD-KC技术被证明是更有效的。结合两种方法的优点,发现一种更敏感和更准确的肺炎诊断技术是可行的。
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引用次数: 0
Variable Recursive Least Square Algorithm for Lithium-ion Battery Equivalent Circuit Model Parameters Identification 锂离子电池等效电路模型参数辨识的变量递归最小二乘算法
Q3 Computer Science Pub Date : 2023-04-28 DOI: 10.3311/ppee.21339
Mouncef El Marghichi, Azedine Loulijat, I. E. Hantati
For SOC (state of charge) assessment techniques based on electrical circuit models, the parameters of the model are strongly biased by: battery aging, temperature, causing some errors in the estimation of the SOC. One approach to solve this problem is to update the model parameters constantly. We suggest a new algorithm VRLS (Variable recursive least squares) to update the parameters of a 2-resistor-capacitor (RC) network and to estimate the output battery voltage. VRLS is compared to the recursive least squares (RLS) and the adaptive forgetting factor recursive least squares (AFFRLS) algorithms. For algorithm assessment, we utilized real experimental data conducted on the Samsung 18650-20R lithium-ion cell. The tests indicate that compared to RLS and AFFRLS methods, VRLS recorded a low distribution in the high error range, in addition to small predictive performance indicators (RMSE, MAE, and MAPE) in all tests, which implies that VRLS has a good parameter identification ability.
对于基于电路模型的荷电状态评估技术,模型参数受电池老化、温度等因素的影响较大,导致荷电状态估计存在一定误差。解决这一问题的方法之一是不断更新模型参数。我们提出了一种新的VRLS(可变递归最小二乘)算法来更新2-电阻-电容器(RC)网络的参数并估计输出电池电压。将VRLS算法与递归最小二乘(RLS)和自适应遗忘因子递归最小二乘(AFFRLS)算法进行了比较。为了对算法进行评估,我们使用了在三星18650-20R锂离子电池上进行的真实实验数据。试验表明,与RLS和AFFRLS方法相比,VRLS方法在高误差范围内的分布较低,且所有试验的预测性能指标(RMSE、MAE和MAPE)均较小,说明VRLS方法具有较好的参数识别能力。
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引用次数: 2
Piano Soundboard Analysis at Radiated Sound 钢琴音板辐射声分析
Q3 Computer Science Pub Date : 2023-04-18 DOI: 10.3311/ppee.21181
Dóra Jenei-Kulcsár, P. Fiala
The piano is a complex musical instrument consisting of several components influencing vibration and sound production. By understanding the sound production mechanism virtual instruments can be created (physics-based sound synthesis) and the design and manufacturing of soundboards can be supported (virtual prototyping). Based on previous results published in the literature, a piano model was built and extended by a near field sound radiation model capable for physics-based sound synthesis. In this paper a simplified piano model is presented, including hammer strike and hysteretic felt models, coupled lossy string model and a 2D FEM based stiffened plate model for soundboard. This paper contains a parametric study where the soundboard parameters, such as its material characteristics and boundary conditions, are modified and their effect on the soundboard's modal behavior and the radiated sound is analyzed. Instead of using only musical (qualitative) descriptors, e.g. brightness or coloring, the piano sounds are characterized based on standard quantitative descriptors (e.g. harmonic ratio, spectral centroid). It is shown that these descriptors are determined by soundboard admittance, string characteristics and position on the soundboard; radiated sound from wooden soundboards can be characterized as harmonic for wide range of initial material descriptors; the string position is essential, and the perceived sound can differ significantly for different listening positions, even for the same harmonic decay pattern.
钢琴是一种复杂的乐器,由几个影响振动和声音产生的部件组成。通过理解声音制作机制,可以创建虚拟乐器(基于物理的声音合成),并且可以支持音板的设计和制造(虚拟原型)。基于先前发表在文献中的结果,建立了一个钢琴模型,并通过能够基于物理的声音合成的近场声辐射模型进行了扩展。本文提出了一个简化的钢琴模型,包括锤击和滞回毛毡模型、耦合损耗弦模型和基于二维有限元法的音板加筋板模型。本文进行了参数化研究,对音板的材料特性和边界条件等参数进行了修改,分析了这些参数对音板模态性能和辐射声的影响。钢琴声音的特征不是仅仅使用音乐(定性)描述符,例如亮度或颜色,而是基于标准的定量描述符(例如谐波比、谱质心)。结果表明,这些描述符是由音板导纳、弦的特性和在音板上的位置决定的;在广泛的初始材料描述符范围内,木制音板的辐射声可以表征为谐波;弦的位置是至关重要的,不同的听音位置,即使是相同的谐波衰减模式,所感知到的声音也会有很大的不同。
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引用次数: 0
Improvement DTC for Induction Motor Drives Using Modern Speed Controllers Tuning by PSO Algorithm 用PSO算法对异步电机驱动的直接转矩控制进行改进
Q3 Computer Science Pub Date : 2023-04-06 DOI: 10.3311/ppee.21000
B. Kiyyour, Laggoun Louanasse, A. Salhi, D. Naimi, G. Boukhalfa
The work carried out in this paper proposes an improvement of the direct torque control (DTC) of induction machine by the design of modern, robust and more efficient controllers than the conventional PI controllers commonly used for speed control. A comparative study has been carried out using five controllers, i.e. PI anti-windup, first-order sliding mode control (SMC), second order sliding mode control (SOSMC), fuzzy logic controller (Fuzzy-PI) and hybrid Fuzzy second-order sliding mode controller (FSOSMC). An advanced optimization technique based on the particle swarm optimization (PSO) algorithm has been utilized to optimize all of these controllers, the use of PSO for the determination of the different gains used in all controllers gives on the one hand a high accuracy performance and ensures on the other hand a reliable comparison between the different controllers in their optimal states. The simulation and analysis of each method with respect to robustness to disturbances was performed externally under various operating conditions and variations of the machine parameters.
本文的工作提出了一种改进异步电机直接转矩控制(DTC)的方法,通过设计现代的、鲁棒的和更有效的控制器,而不是通常用于速度控制的传统PI控制器。采用PI抗卷绕、一阶滑模控制(SMC)、二阶滑模控制(SOSMC)、模糊逻辑控制器(fuzzy -PI)和混合模糊二阶滑模控制器(FSOSMC)五种控制器进行了比较研究。利用基于粒子群优化算法(PSO)的先进优化技术对所有控制器进行优化,利用粒子群优化算法确定所有控制器所使用的不同增益,一方面保证了高精度的性能,另一方面保证了不同控制器在最优状态下的可靠比较。在各种运行条件和机器参数变化的情况下,对每种方法的鲁棒性进行了仿真和分析。
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引用次数: 0
Speaker Recognition through Deep Learning Techniques: A Comprehensive Review and Research Challenges 通过深度学习技术识别说话人:全面回顾和研究挑战
Q3 Computer Science Pub Date : 2023-03-30 DOI: 10.3311/ppee.20971
Nirupam Shome, Anisha Sarkar, Arit Ghosh, R. Laskar, Richik Kashyap
Deep learning has now become an integral part of today's world and advancement in the field of deep learning has gained a huge development. Due to the extensive use and fast growth of deep learning, it has captured the attention of researchers in the field of speaker recognition. A detailed investigation regarding the process becomes essential and helpful to the researchers for designing robust applications in the field of speaker recognition, both in speaker verification and identification. This paper reviews the field of speaker recognition taking into consideration of deep learning advancement in the present era that boosts up this technology. The paper continues with a systematic review by firstly giving a basic idea of deep learning and its architecture with its field of application, then entering into the high-lighted portion of our paper i.e., speaker recognition which is one of the important applications of deep learning. Here we have mentioned its types, different processing techniques, challenges that come across in this technology, performance evaluation criteria, deep learning implementation frameworks, and lastly various databases used in the field of speaker identification (SI) and Speaker Verification (SV).
深度学习已经成为当今世界不可分割的一部分,深度学习领域的进步已经取得了巨大的发展。由于深度学习的广泛应用和快速发展,它已经引起了说话人识别领域研究人员的关注。详细研究这一过程对于研究人员在说话人识别领域设计稳健的应用程序至关重要,无论是在说话人验证还是身份识别方面。本文回顾了当前时代深度学习的发展对说话人识别技术的推动作用。本文首先对深度学习的基本概念、体系结构及其应用领域进行了系统的综述,然后进入了本文的重点部分,即语音识别,这是深度学习的重要应用之一。在这里,我们提到了它的类型,不同的处理技术,在该技术中遇到的挑战,性能评估标准,深度学习实现框架,以及在说话人识别(SI)和说话人验证(SV)领域使用的各种数据库。
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引用次数: 0
Practical Automatic Tuning of Lag-lead Compensators for Feedback Control Systems 反馈控制系统滞后补偿器的实用自动整定
Q3 Computer Science Pub Date : 2023-03-28 DOI: 10.3311/ppee.21533
Yu-Sheng Lu, Tsang-Shiuan Tsai, Chin-Hao Lai
This paper proposes a scheme for auto-tuning a lag-lead compensator to satisfy frequency-domain specifications of a feedback control system. Most previous studies proposed algorithms for tuning either lag or lead compensators. A study presented a self-tuning lag-lead compensator whose proportional gain, however, needs to be set manually. In contrast to previous studies, a fully automated tuning process for a lag-lead compensator is devised in this paper. In the proposed scheme, the plant's frequency responses at specific frequencies are first estimated, and an iterative algorithm adapts all controller parameters. To facilitate the estimation of high loop gain at a low frequency, a notch filter is introduced to the control loop while estimating this high low-frequency loop gain. Without this mechanism, a real-time data acquisition system of a wide dynamic range would be required. In addition to fulfilling the requirements for the low-frequency loop gain and phase margin, another feature of the proposed scheme is the satisfaction of the required gain-crossover frequency. However, the proposed method supposes that the frequency-domain specifications can be met for a plant using a lag-lead compensator, which is the plant's requirement for the proposed method. Experimental results for controlling a voice-coil motor are reported in this paper, showing that the proposed auto-tuner can practically provide a lag-lead compensated system satisfying frequency-domain performance requirements.
提出了一种满足反馈控制系统频域要求的滞后补偿器自整定方案。大多数先前的研究提出了调整滞后或超前补偿器的算法。提出了一种自调谐滞后超前补偿器,但其比例增益需要手动设置。与以往的研究相比,本文设计了一种完全自动化的滞后超前补偿器调谐过程。在该方案中,首先估计对象在特定频率下的频率响应,然后采用迭代算法自适应所有控制器参数。为了便于在低频时估计高环路增益,在估计高低频环路增益时,在控制回路中引入陷波滤波器。如果没有这种机制,就需要一个大动态范围的实时数据采集系统。除了满足低频环路增益和相位裕度的要求外,该方案的另一个特点是满足增益交叉频率的要求。然而,所提出的方法假设使用滞后补偿器可以满足设备的频域规范,这是设备对所提出方法的要求。本文的实验结果表明,所提出的自动调谐器可以提供一个满足频域性能要求的滞后补偿系统。
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引用次数: 0
Multilevel Converter and Fuzzy Logic Solutions for Improving Direct Control Accuracy of DFIG-based Wind Energy System 提高dfig风电系统直接控制精度的多电平变换器和模糊逻辑解决方案
Q3 Computer Science Pub Date : 2023-03-21 DOI: 10.3311/ppee.21047
Oualid Djoudi, S. Belaid, S. Tamalouzt
The purpose of this study is to enhance the accuracy of direct power/torque control (DPC/DTC) applied to back-to-back converters supplying a doubly fed induction generator (DFIG) based wind power system. Two solutions are proposed. The first one is to increase the degree of freedom of the DTC and DPC control by implementing three-level back-to-back converters. Fuzzy logic control is the second solution to enhance the performances of both conventional direct power/torque control, leading in a decrease of the DFIG's torque/flux ripples and the active/reactive powers ripples supplied by the grid side converter, consequently, reduce the grid currents' total harmonic distortion (THD). The MATLAB/Simulink environment is used to evaluate the wind power generation system performances. The collected findings show that the fuzzy direct control (FDC) technique outperforms conventional direct control (CDC) when used for two-level back-to-back converters.
本研究的目的是提高直接功率/转矩控制(DPC/DTC)应用于双馈感应发电机(DFIG)风力发电系统的背靠背变流器的精度。提出了两种解决方案。第一个是通过实现三电平背靠背变换器来增加DTC和DPC控制的自由度。模糊逻辑控制是提高传统直接功率/转矩控制性能的第二种解决方案,可以减小DFIG的转矩/磁链波动和电网侧变流器提供的有功/无功波动,从而降低电网电流的总谐波失真(THD)。利用MATLAB/Simulink环境对风力发电系统的性能进行了评估。收集的结果表明,模糊直接控制(FDC)技术优于传统的直接控制(CDC)技术,用于两电平背对背变流器。
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引用次数: 0
Adaptive and Efficient Hybrid In-loop Filter Based on Enhanced Generative Adversarial Networks with Sample Adaptive Offset Filter for HEVC/H-265 HEVC/H-265基于增强生成对抗网络和样本自适应偏移滤波器的自适应高效混合环内滤波器
Q3 Computer Science Pub Date : 2023-03-16 DOI: 10.3311/ppee.20881
Vanishree Moji, Mathivanan Murugavelu
In this manuscript, an Adaptive and Efficient Hybrid In-loop Filter based on Enhanced Generative Adversarial Network Deblocking Filter (EGANDF) with Sample Adaptive Offset filter (EGANDF-SAO-HEVC) is proposed for High Efficiency Video Coding (HEVC)/H-265. In this, the proposed hybrid in-loop filter involves EGANDF and Sample Adaptive Offset (SAO) filter that lessens the blocking artifacts caused by block-wise processing for coding unit (CU), which is mainly used for improving the video quality. Initially, EGANDF is proposed for HEVC/H-265 for removing blocking artifacts along low computation. Here, the output of EGANDF is given to the SAO filter for reducing ringing artifacts by diminishing high-frequency components during quantization. Thus, the proposed method efficiently reduces artifacts for improving video quality performance. The proposed EGANDF-SAO-HEVC method is implemented in the working platform of HEVC reference software with MATLAB. Finally, the proposed EGANDF-SAO-HEVC model has attained 27.26%, 29.65%, 12.45% higher accuracy, 33.56%, 31.8%, 28.7% higher sensitivity, 34.7%, 33.5%, 32.6% higher specificity, 46.92%, 35.7%, 41.3% lower MSE, 25.7%, 29.7%, 35.6% higher PSNR, and 25.6%, 28.9%, 13.6% higher SSIM for using basketball video sequence when compared to the existing methods.
本文提出了一种基于增强生成对抗网络去块滤波器(EGANDF)和样本自适应偏移滤波器(EGANDF- sao -HEVC)的高效自适应混合环内滤波器,用于高效视频编码(HEVC)/H-265。其中,所提出的混合环内滤波器包括EGANDF和样本自适应偏移(SAO)滤波器,该滤波器减少了编码单元(CU)分块处理引起的块伪影,主要用于提高视频质量。最初,EGANDF被提出用于HEVC/H-265去除低计算量的阻塞伪影。在这里,EGANDF的输出给SAO滤波器,通过在量化过程中减少高频分量来减少振铃伪影。因此,该方法有效地减少了伪影,提高了视频质量性能。利用MATLAB在HEVC参考软件工作平台上实现了EGANDF-SAO-HEVC方法。最后,所提出的EGANDF-SAO-HEVC模型在篮球视频序列上的准确率比现有方法提高了27.26%、29.65%、12.45%,灵敏度提高了33.56%、31.8%、28.7%,特异性提高了34.7%、33.5%、32.6%,MSE降低了46.92%、35.7%、41.3%,PSNR提高了25.7%、29.7%、35.6%,SSIM提高了25.6%、28.9%、13.6%。
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引用次数: 0
Parity Generators for Nanocommunication Systems Using QCA Nanotechnology 使用QCA纳米技术的纳米通信系统奇偶校验发生器
Q3 Computer Science Pub Date : 2023-03-02 DOI: 10.3311/ppee.20602
V.K. Sharma
Quantum-dot cellular automata (QCA) nanotechnology has the capability to design highly-dense, ultra-low power, and high-speed digital circuits at ultra-deep sub-micron (ultra-DSM) level. QCA nanostructure provides a transistor-free operation that saves large energy dissipation as compared to the conventional metal oxide semiconductor field effect transistor (MOSFET) technology. In this paper, 3-input exclusive-OR (XOR) and exclusive-NOR (XNOR) gates are presented using QCA cells. XOR and XNOR (XOR-XNOR) gates are further utilized to design the 2-, 3-, 4-, and 5-bit even and odd parity generators. The QCA-based 3-input XNOR gate is constructed using only 10 QCA cells and two clock phases. The target of the presented designs is to use the minimum count of QCA cells in a simplistic way to form the higher bit-size parity generators. The comparative analyses for the different performance metrics are showing that the developed designs are performing well for the cell count, latency, area, and layout cost as compared to the existing designs. Energy dissipation for the designs is calculated to check the energy efficiency by using the QCA Designer-E and QCA Pro tools.
量子点元胞自动机(QCA)纳米技术能够在超深亚微米(ultra-DSM)水平上设计高密度、超低功耗和高速的数字电路。与传统的金属氧化物半导体场效应晶体管(MOSFET)技术相比,QCA纳米结构提供了一个无晶体管的操作,节省了大量的能量消耗。本文采用QCA单元设计了三输入异或门(XOR)和异或门(XNOR)。XOR和XNOR (XOR-XNOR)门进一步用于设计2位、3位、4位和5位奇偶校验发生器。基于QCA的3输入XNOR门仅使用10个QCA单元和两个时钟相构建。所提出的设计的目标是以一种简单的方式使用最小数量的QCA单元来形成更高位大小的奇偶校验生成器。对不同性能指标的比较分析表明,与现有设计相比,开发的设计在单元数、延迟、面积和布局成本方面表现良好。通过使用QCA Designer-E和QCA Pro工具计算设计的能量耗散以检查能源效率。
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引用次数: 1
期刊
Periodica polytechnica Electrical engineering and computer science
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