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Facility Planning Optimization Platform, GGOD, for Expandable Cluster-type Micro-grid Installations and Operations 用于可扩展集群型微电网安装和运行的设施规划优化平台GGOD
Q4 Physics and Astronomy Pub Date : 2021-10-12 DOI: 10.53560/ppasa(58-sp1)742
Kazuaki Iwamura, Y. Nakanishi, U. Lewlomphaisarl, N. Estoperez, A. Lomi
This paper describes the architecture and the utilization for a facility planning optimization platform called GGOD, “Grid of Grids Optimal Designer” and applies it to expandable cluster-type micro-grid installations and operations. The expandable cluster-type micro-grid is defined as a group of micro-grids that are connected by bi-directional power transfer networks. Furthermore, power sources are also networked. Especially, by networking among power sources, powers necessary for social activities in-demand areas are secured. The proposed architecture is based on service-oriented architecture, meaning that optimization functions are executed as services. For flexibility, these services are executed by requests based on extensible mark-up language texts. The available optimizations are written in meta-data, which are accessible to end-users from the meta-data database system called clearinghouse. The meta-data are of two types, one for single optimization and the other for combined optimization. The processes in GGOD are conducted by the management function which interprets descriptions in meta-data. In meta-data, the names of optimization functions and activation orders are written. The basic executions follow sequential, branch, or loop flow processes, which execute combined optimizations, compare more than two kinds of optimization processes, and perform iterative simulations, respectively. As an application of the proposed architecture, the power generation sites and transmission networks are optimized in a geospatial integrated-resource planning scenario. In this application, a structure and a method for the combination of component functions in GGOD are exemplified. Moreover, GGOD suggests promotions of a lot of applications by effective combinations of basic optimization functions.
本文介绍了一种名为GGOD (Grid of Grids Optimal Designer)的设施规划优化平台的体系结构和应用,并将其应用于可扩展集群型微电网的安装和运行。可扩展集群型微电网是由双向输电网络连接的一组微电网。此外,电源也联网。特别是,通过电源之间的连接,确保了需求地区社会活动所需的电力。所建议的体系结构基于面向服务的体系结构,这意味着优化功能作为服务执行。为了提高灵活性,这些服务由基于可扩展标记语言文本的请求执行。可用的优化是用元数据编写的,最终用户可以从称为clearinghouse的元数据数据库系统访问元数据。元数据有两种类型,一种用于单个优化,另一种用于组合优化。GGOD中的流程由解释元数据中的描述的管理功能执行。在元数据中,编写了优化函数的名称和激活顺序。基本执行遵循顺序、分支或循环流流程,这些流程执行组合优化,比较两种以上的优化流程,并分别执行迭代模拟。作为该架构的应用,在地理空间综合资源规划场景下对发电站点和输电网络进行了优化。在此应用中,举例说明了GGOD中组件功能组合的结构和方法。此外,GGOD还建议通过有效组合基本优化函数来提升许多应用程序。
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引用次数: 0
Custom Built of Smart Computing Platform for Supporting Optimization Methods and Artificial Intelligence Research 定制支持优化方法和人工智能研究的智能计算平台
Q4 Physics and Astronomy Pub Date : 2021-10-11 DOI: 10.53560/ppasa(58-sp1)733
Indar Sugiarto, D. Prayogo, H. Palit, Felix Pasila, Resmana Lim, A. Noertjahyana, I. G. Widyadana, S. Hermawan, Agustinus Bimo Gumelar, B. Yahya
This paper describes a prototype of a computing platform dedicated to artificial intelligence explorations. The platform, dubbed as PakCarik, is essentially a high throughput computing platform with GPU (graphics processing units) acceleration. PakCarik is an Indonesian acronym for Platform Komputasi Cerdas Ramah Industri Kreatif, which can be translated as “Creative Industry friendly Intelligence Computing Platform”. This platform aims to provide complete development and production environment for AI-based projects, especially to those that rely on machine learning and multiobjective optimization paradigms. The method for constructing PakCarik was based on a computer hardware assembling technique that uses commercial off-the-shelf hardware and was tested on several AI-related application scenarios. The testing methods in this experiment include: high-performance lapack (HPL) benchmarking, message passing interface (MPI) benchmarking, and TensorFlow (TF) benchmarking. From the experiment, the authors can observe that PakCarik's performance is quite similar to the commonly used cloud computing services such as Google Compute Engine and Amazon EC2, even though falls a bit behind the dedicated AI platform such as Nvidia DGX-1 used in the benchmarking experiment. Its maximum computing performance was measured at 326 Gflops. The authors conclude that PakCarik is ready to be deployed in real-world applications and it can be made even more powerful by adding more GPU cards in it.
本文描述了一个专门用于人工智能探索的计算平台的原型。该平台被称为PakCarik,本质上是一个具有GPU(图形处理单元)加速功能的高通量计算平台。PakCarik是Platform Komputasi Cerdas Ramah Industri Kreatif的印尼语首字母缩写,可翻译为“创意产业友好型智能计算平台”。该平台旨在为基于人工智能的项目,特别是那些依赖机器学习和多目标优化范式的项目,提供完整的开发和生产环境。构建PakCarik的方法基于一种使用商用现成硬件的计算机硬件组装技术,并在几个与人工智能相关的应用场景中进行了测试。本实验中的测试方法包括:高性能lapack(HPL)基准测试、消息传递接口(MPI)基准测试和TensorFlow(TF)基准测试。从实验中,作者可以观察到,PakCarik的性能与谷歌计算引擎和亚马逊EC2等常用的云计算服务非常相似,尽管有点落后于基准实验中使用的英伟达DGX-1等专用人工智能平台。其最大计算性能为326 Gflops。作者得出的结论是,PakCarik已经准备好部署在现实世界的应用程序中,并且可以通过在其中添加更多的GPU卡来使其更加强大。
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引用次数: 1
Convolutional Neural Network and Long-Short Term Memory based for Identification and Classification of Power System Events 基于卷积神经网络和长短期记忆的电力系统事件识别与分类
Q4 Physics and Astronomy Pub Date : 2021-10-11 DOI: 10.53560/ppasa(58-sp1)731
M. Purnomo, V. R. Mahindara, Rahmat Fabrianto Wijanarko, Agustinus Bimo Gumelar, F. Wijayanto, Yanuar Nurdiansyah
In this present era, power system delivery has to be reliable and sustainable. The growth of demands increasing the complexity of the power system operations. An interrupted power supply must not occur for any reason. Hence, the improvement of the controller and protection devices is mandatory. One of the unnecessary interruptions in the power system is a false trip due to the incorrect setting of the protection devices. Therefore, a method to classify the symptom of the power system based on the voltage, current, and frequency measurements is required. However, since there are a ton of maneuver options and fault types, the number of data becomes complex, enormous, and irregular. This is where deep learning takes place. This paper proposed the use of Convolutional Neural Networks (CNN) combined with Long-Short Term Memory (LSTM) to recognize the categorize the type of events in a medium voltage power distribution network. As CNN's models are great at decreasing frequency variation, LSTM is great for temporal modeling, we take benefit of CNN's and LSTM's complementarity in this study by integrating it into a unified architecture. The simulation results indicate that CNN and LSTM can recognize the symptoms in power system operation with accuracy up to 79 % with a total epoch 350.
在当今时代,电力系统的输送必须是可靠和可持续的。需求的增长增加了电力系统运行的复杂性。任何原因都不能造成电源中断。因此,必须对控制器和保护装置进行改进。由于保护装置设置错误而造成的误跳闸是电力系统中不必要的中断之一。因此,需要一种基于电压、电流和频率测量对电力系统的症状进行分类的方法。然而,由于存在大量的机动选项和故障类型,数据数量变得复杂、庞大和不规则。这就是深度学习发生的地方。本文提出了将卷积神经网络(CNN)与长短期记忆(LSTM)相结合的方法对中压配电网中的事件类型进行识别和分类。由于CNN的模型在降低频率变化方面非常出色,而LSTM在时间建模方面非常出色,因此我们在本研究中利用了CNN和LSTM的互补性,将其集成到一个统一的体系结构中。仿真结果表明,CNN和LSTM对电力系统运行症状的识别准确率高达79%,总epoch为350。
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引用次数: 0
Movement Aware Smart Street-lights for Efficient Energy Utilisation 运动感知智能路灯,高效利用能源
Q4 Physics and Astronomy Pub Date : 2021-09-03 DOI: 10.53560/ppasa(58-1)691
M. Khan, Abdul Qadeem, Faiz Ali, Bushra Naeem, Bilal Shabbir, Raza Ali, M. Shoaib
Now a days, energy is an essential resource as the number of energy resources are sinking day by day. Movement Aware Smart Street light is a simple yet powerful concept, which uses transistor as a switch and replaces the manual system. It instantly switches the lights ON when the sunlight goes below the visible region. As energy is the scarcest source, this requires finding innovative ways to use it efficiently. Big cities consume a large amount of electricity and it is required to save energy by operating the street-lights at the time of need. In this paper, an effective method of street-light operation is presented which detects the sun set and sun rise alongside detection of vehicle movement on roads to utilise the energy only when it is required. Furthermore, a system is proposed which reduces energy consumption by replacing manually operated street-lights as they are not switched OFF even the sunlight appears and also switched ON earlier before sunset. The proposed mehtod has saved the municipal utility budget by 35% - 45% through energy saving. This paper also discussed the elimination of manual operation like ON time and OFF time setting and clearly demonstrates the working of transistor in saturation region and cut-off region.
如今,随着能源资源的数量日益减少,能源是一种必不可少的资源。Movement Aware智能路灯是一个简单而强大的概念,它使用晶体管作为开关,取代了手动系统。当阳光照射到可见区域下方时,它会立即打开灯。由于能源是最稀缺的资源,这就需要找到有效利用能源的创新方法。大城市消耗大量电力,需要在需要的时候操作路灯来节省能源。在本文中,提出了一种有效的路灯操作方法,该方法在检测道路上车辆运动的同时检测日落和日出,以仅在需要时利用能量。此外,提出了一种系统,该系统通过更换手动路灯来降低能耗,因为即使阳光出现,路灯也不会关闭,而且在日落前也会提前打开。拟建的mehtod通过节能节约了35%-45%的市政公用事业预算。本文还讨论了取消手动操作如ON时间和OFF时间设置,并清楚地演示了晶体管在饱和区和截止区的工作。
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引用次数: 1
Vulnerability Assessment of Urban Floods in Lahore, Pakistan using GIS based integrated Analytical Hierarchy Approach 基于GIS的综合层次分析法在巴基斯坦拉合尔城市洪水脆弱性评估中的应用
Q4 Physics and Astronomy Pub Date : 2021-09-03 DOI: 10.53560/ppasa(58-1)604
S. Zia, S. A. Shirazi, Muhammad Nasar-u-Minallah
Urban flooding is getting attention due to its adverse impact on urban lives in mega cities of the developing world particularly Pakistan. This study aims at finding a suitable methodology for mapping urban flooded areas to estimate urban flooding vulnerability risks in the cities of developing countries particularly Lahore, Pakistan. To detect the urban flooded vulnerability and risk areas due to natural disaster, GIS-based integrated Analytical Hierarchy Process (AHP) is applied for the case of Lahore, which is the second most populous city and capital of the Punjab, Pakistan. For the present research, the flood risk mapping is prepared by considering these significant physical factors like elevation, slope, and distribution of rainfall, land use, density of the drainage network, and soil type. Results show that the land use factor is the most significant to detect vulnerable areas near roads and commercial areas. For instance, this method of detection is 88%, 80% and 70% accurate for roads, commercial and residential areas. The methodology implemented in the present research can provide a practical tool and techniques to relevant policy and decision-makers authorities to prioritize and actions to mitigate flood risk and vulnerabilities and identify certain vulnerable urban areas, while formulating a methodology for future urban flood risk and vulnerability mitigation through an objectively simple and organizationally secure approach. 
城市洪水因其对发展中国家,特别是巴基斯坦大城市的城市生活的不利影响而受到关注。本研究旨在寻找一种合适的方法来绘制城市洪涝地区的地图,以估计发展中国家尤其是巴基斯坦拉合尔城市的城市洪涝脆弱性风险。以巴基斯坦旁遮普省首府、人口第二多的城市拉合尔为例,采用基于gis的综合层次分析法(AHP)对自然灾害导致的城市洪涝脆弱性和风险区域进行检测。在本研究中,洪水风险图的绘制考虑了高程、坡度、降雨分布、土地利用、排水网络密度和土壤类型等重要物理因素。结果表明,土地利用因子对道路和商业区附近脆弱区域的检测最为显著。例如,该方法对道路、商业和居民区的检测准确率分别为88%、80%和70%。本研究中实施的方法可以为相关政策和决策者当局提供实用的工具和技术,以确定减轻洪水风险和脆弱性的优先级和行动,并确定某些脆弱的城市地区,同时通过客观上简单和组织上安全的方法制定未来城市洪水风险和脆弱性缓解方法。
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引用次数: 1
Certain Classes of Meromorphic p-Valent Functions Associated with Mittag-Leffler Function 与Mittag-Leffler函数相关的几类亚纯p价函数
Q4 Physics and Astronomy Pub Date : 2021-09-03 DOI: 10.53560/ppasa(58-1)536
M. Aouf, A. Mostafa, S. Madian
In this paper, using definition of subordination and Mittag-Leffler function we introduce classes of p-valent meromorphic functions and obtain some subordination results for these classes.
本文利用隶属关系的定义和Mittag-Leffler函数,引入了一类p-价亚纯函数,并得到了这类函数的一些隶属关系结果。
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引用次数: 1
Design and Stability Analysis of a proposed Microgrid for on Campus Diesel and Photovoltaic Power Sources 校园柴油和光伏电源微电网的设计与稳定性分析
Q4 Physics and Astronomy Pub Date : 2021-09-01 DOI: 10.53560/ppasa(58-1)723
Muhammad iftikhar Khan, Muhammad Amir
Pakistan is currently facing an energy crisis that is detrimental to its growth. Due to persistent load shedding by the National Grid throughout the country, the latest trend is tilting towards generating power at localized level through a mix of renewable and conventional energy sources. Such a mixture is referred to as Distributed Energy Resource (DER). Part of such a DER (i.e. solar energy) is free as naturally and mostly available in Pakistan having no degradation problem while providing benefit to the locality. The idea of using a Microgrid for our local power needs morphed accordingly. In this paper, a Microgrid design for our local campus i.e. University of Engineering & Technology, Peshawar, KPK is proposed. Our campus generators are not interconnected. Consequently, even while servicing small load periods, all of our campus’s diesel generators run at full capacity at the same time. Such a behavior is uneconomical, unacceptable and the generators run at low efficiency during islanding from the main utility grid. It is seen that behavior as such is endemic throughout Pakistan. Through design and analysis, it is proposed that if a Microgrid of such unconnected resources on campus is formed then during islanding, all generators and our Photovoltaic (PV) systems will economically and efficiently feed their common loads through load sharing. Synchronization, load flow analysis, short circuit analysis, harmonic analysis, transient stability, cost and reliability of our proposed Microgrid is analyzed using ETAP (Electrical Transient Analyzer Program) in this paper.
巴基斯坦目前正面临一场不利于其经济增长的能源危机。由于国家电网在全国范围内持续甩负荷,最新的趋势是通过可再生能源和传统能源的混合在本地化水平上发电。这种混合物被称为分布式能源(DER)。这种DER(即太阳能)的一部分是免费的,在巴基斯坦基本上是可用的,没有退化问题,同时为当地带来了好处。使用微电网满足当地电力需求的想法也随之发生了变化。在本文中,我们提出了一个微电网的设计,我们当地的校园,即工程技术大学,白沙瓦,KPK。我们的校园发电机没有互联。因此,即使在小负荷运行期间,我们校园的所有柴油发电机也能同时满负荷运行。这种行为是不经济的、不可接受的,并且发电机在从主公用电网孤岛期间以低效率运行。可以看出,这种行为在整个巴基斯坦都很普遍。通过设计和分析,提出如果在校园内形成这样一个未连接资源的微电网,那么在孤岛期间,所有发电机和我们的光伏系统将通过负载共享经济高效地为其公共负载供电。本文利用ETAP(Electric transient Analyzer Program)对我们提出的微电网的同步、潮流分析、短路分析、谐波分析、暂态稳定性、成本和可靠性进行了分析。
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引用次数: 2
Potential Investigation on Multiphase Flow of Loaded Dispersion for the Production of Metallized Paper 负载分散体多相流在金属纸生产中的潜在研究
Q4 Physics and Astronomy Pub Date : 2021-09-01 DOI: 10.53560/ppasa(58-1)716
S. K. Suri, M. Siddique
The current review research's main objective is to develop dispersion models in the multilayer curtain coating with the production of metallized paper. To achieve this, the curtain coating on the paper substrate is employed with respect to multilayer coating of polymers. The first layer of polymer is applied to the paper and then it is subjected to vacuum metallization with aluminum deposition. After it, another second layer of polymer is subjected on it to prevent it from oxidation. These coated polymers are different in nature. The metallized paper will be produced which has high strength will be formulated in this application of curtain coating. The instability of curtain and air entrainment will be minimized from high Weber number, low Reynolds number, Optimum web speed and Coat weights. The above demonstrated process simulation will be modelled in Ansys-CFD. The dispersion of solids in the curtain flow through substrate moving on the web will be evaluated from different numerical methods. Each method has its own characteristics to study the nature of solids dispersion. The high loaded solids dispersion will be investigated from numerical methods including Langrangian Point Particle, Coarse grained molecular dynamics, Stokesian Dynamics, Brownian Dynamics, Point Particle Method Reynolds Averaged Navier Stokes equation, Eulerian Method, Langrangian-Eulerian Point Particle, Large Eddy Simulation point particle, Combined discrete element and Large Eddy Simulation and Discrete Element Methods.
目前的综述研究的主要目标是开发金属化纸生产过程中多层幕涂层的分散模型。为了实现这一点,相对于聚合物的多层涂层,在纸基材上使用帘式涂层。将第一层聚合物施加到纸上,然后用铝沉积对其进行真空金属化。之后,在其上施加另一第二层聚合物以防止其氧化。这些涂层聚合物性质不同。将生产出具有高强度的金属化纸,该纸将在窗帘涂层的应用中配制。通过高韦伯数、低雷诺数、最佳幅材速度和涂层重量,可以最大限度地减少帘和空气夹带的不稳定性。上述过程模拟将在Ansys CFD中建模。固体在帘流中通过在幅材上移动的基材的分散将通过不同的数值方法进行评估。每种方法都有自己的特点来研究固体分散的性质。高负载固体分散将从数值方法进行研究,包括拉格朗日点粒子、粗粒分子动力学、斯托克斯动力学、布朗动力学、点粒子方法雷诺平均Navier-Stokes方程、欧拉方法、拉格朗日-欧拉点粒子、大涡模拟点粒子,离散元与大涡模拟相结合的离散元方法。
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引用次数: 0
Agile Software Development Techniques: A Survey 敏捷软件开发技术:综述
Q4 Physics and Astronomy Pub Date : 2021-09-01 DOI: 10.53560/ppasa(58-1)721
Marriam Nawaz, Tahira Nazir, Seema Islam, M. Masood, Awais Mehmood, Samira Kanwal
In this IT era, where there is a race of software development, it is necessary to introduce such types of software development techniques which will help the practitioners to deliver fast solutions. In the past, various traditional approaches were used for this purpose, but now agile techniques are getting more popular because conventional software development approaches are not efficient in managing the changing requirements. The agile software development process is one of the most emerging lightweight software development methodologies, which uses iterative and prototype development approaches to accommodate changes in software requirements. Final software products are delivered to the end-users in short iterations. One of the most noticeable drawbacks of agile methods is their limited courtesy to the structured and architectural design of the system. Hence this development approach will restrict small to medium design decisions only. In this paper, we have performed the analysis of different agile techniques, which will help the readers to understand their positive and negative points and select the most appropriate technique suited to their projects.
在这个软件开发竞赛的IT时代,有必要引入这种类型的软件开发技术,帮助从业者提供快速的解决方案。过去,各种传统方法都用于此目的,但现在敏捷技术越来越流行,因为传统的软件开发方法在管理不断变化的需求方面效率不高。敏捷软件开发过程是最新兴的轻量级软件开发方法之一,它使用迭代和原型开发方法来适应软件需求的变化。最终软件产品在短时间内交付给最终用户。敏捷方法最明显的缺点之一是它们对系统的结构化和体系结构设计的礼遇有限。因此,这种开发方法将仅限制中小型设计决策。在本文中,我们对不同的敏捷技术进行了分析,这将帮助读者理解他们的积极点和消极点,并选择最适合他们项目的技术。
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引用次数: 2
Automatic Detection of Noisy Signals in sEMG Grids Using Statistical Thresholding 基于统计阈值的表面肌电信号网格噪声自动检测
Q4 Physics and Astronomy Pub Date : 2021-08-31 DOI: 10.53560/ppasa(58-1)724
Khalil Ullah, Khalid Shah
Electromyogram (EMG) signal is often processed offline, after its acquisition, using digital signal processing algorithms to extract muscle anatomical and physiological information. As most of the signal processing algorithms work on an adequate quality of the signals, thus quality checking of the EMG in real-time during its acquisition is of immense importance. In multi-channel sEMG signals, usually there are some noisy or bad channels. If the noise is of low level, it is of little concern but high level of noise can limit the usefulness of the EMG. To make sure acquisition of a good quality EMG signal in terms of SNR, one way to detect noisy channels is through visual inspection by an expert human operator, however visual inspection of multiple electrodes in real-time is not possible and is also expensive both in terms of time and cost. In this research study, we propose a novel method for automatic detection of noisy channels in multi-channel surface EMG signals based on statistical thresholding of several parameters. The results of the proposed method are in perfect agreement with the ground truth for simulated EMG signals, with an accuracy of 98.6%.
肌电图(Electromyogram, EMG)信号通常是离线处理,在其采集后,利用数字信号处理算法提取肌肉的解剖和生理信息。由于大多数信号处理算法都是在足够的信号质量上工作的,因此在采集过程中实时检查肌电图的质量是非常重要的。在多通道表面肌电信号中,通常存在一些噪声或不良通道。如果噪声是低水平的,这是不太值得关注的,但高水平的噪声会限制肌电图的有用性。为了确保在信噪比方面获得高质量的肌电信号,检测噪声通道的一种方法是通过专家操作人员的目视检查,但是实时目视检查多个电极是不可能的,而且在时间和成本方面都很昂贵。在本研究中,我们提出了一种基于多个参数统计阈值的多通道表面肌电信号噪声通道自动检测方法。该方法对模拟肌电信号的检测结果与真实情况吻合较好,准确率达到98.6%。
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引用次数: 0
期刊
Proceedings of the Pakistan Academy of Sciences: Part A
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