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Reconfiguration of Uganda's bulk network to accommodate a wholesale electricity market 乌干达大型电网的重组,以适应电力批发市场
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-08-13 DOI: 10.23919/SAIEE.2021.9513628
Jensen Nduhuura;Geofrey Bakkabulindi;Milton Edimu
Countries that have restructured their electricity markets to wholesale markets have had significant benefits, including reduced generation costs, lower transmission losses and better consumer prices. In these markets, generators are dispatched in such a way that the financial benefits of both generator owners (producer surplus) and consumers (consumer surplus) are maximized. Retailers and large-scale consumers transact directly with power producers in a spot market or through contracts at wholesale level. Uganda's current single-buyer market (in which generation companies sell their power to a single entity that in turn transmits and sells it to distribution companies) was introduced in 2001 after the transition from a vertically integrated monopoly model. The market is expected to evolve into a wholesale market as the next restructuring step. This paper investigates the performance of the Uganda bulk network in a wholesale electricity market environment as modelled in Power World simulator. It considers different operation scenarios and possible infrastructure enhancements required for improved performance. Results showed that in the wholesale market model, transmission energy losses fell from an average of 4.3% to 3.8% compared to the single-buyer model due to more efficient network utilization. The economic analysis showed that off-peak and peak prices in the wholesale market system were 68.6% and 13.5% lower than in the current market respectively. However, old high loss transmission lines contributed to higher energy prices at receiving nodes. Transmission congestion, whose cost is embedded in a Location Marginal Price, caused sharp increases in the market's prices; this was addressed by using the network reconfiguration technique.
将电力市场重组为批发市场的国家带来了巨大的好处,包括降低了发电成本、降低了输电损耗和提高了消费者价格。在这些市场中,发电商的调度方式使发电商所有者(生产商盈余)和消费者(消费者盈余)的经济利益最大化。零售商和大型消费者在现货市场直接与电力生产商进行交易,或通过批发层面的合同进行交易。乌干达目前的单一买方市场(发电公司将其电力出售给一个实体,该实体将电力传输并出售给配电公司)是在从垂直一体化垄断模式转型后于2001年引入的。作为下一步重组,预计该市场将发展成为批发市场。本文以Power World模拟器为模型,研究了乌干达大电网在批发电力市场环境中的性能。它考虑了提高性能所需的不同操作场景和可能的基础架构增强。结果显示,在批发市场模型中,由于网络利用效率更高,与单一买家模型相比,输电能量损失从平均4.3%下降到3.8%。经济分析显示,批发市场系统的非高峰和高峰价格分别比当前市场低68.6%和13.5%。然而,旧的高损耗输电线路导致接收节点的能源价格上涨。输电阻塞,其成本嵌入了位置边际价格,导致市场价格大幅上涨;这是通过使用网络重构技术来解决的。
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引用次数: 2
Editors and reviewers 编辑和评审
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-08-13 DOI: 10.23919/SAIEE.2021.9513624
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引用次数: 0
Research on Payment Settlement Mode in Cross-border Business Trade Based on Blockchain Technology 基于b区块链技术的跨境商务贸易支付结算模式研究
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-07-22 DOI: 10.21203/rs.3.rs-735280/v1
Xiaoyan Wang
Cross-border commerce trade is an important part of economic development, and its payment and settlement mode has received widespread attention. This paper mainly introduced blockchain, analyzed its characteristics and composition and the possibility of its application in cross-border business trade, and took the Ripple payment settlement mode as an example for a case study. The analysis found that the model had smaller time and capital costs, greater transparency and security of transactions, and simple and convenient processes than the traditional payment and settlement mode, which can be further promoted and applied in practice.
跨境商业贸易是经济发展的重要组成部分,其支付结算方式受到广泛关注。本文主要介绍了区块链,分析了区块链的特点和构成,以及区块链在跨境商业贸易中应用的可能性,并以Ripple支付结算模式为例进行了案例研究。分析发现,与传统的支付结算模式相比,该模式的时间和资金成本更小,交易的透明度和安全性更高,流程简单方便,可以在实践中进一步推广和应用。
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引用次数: 0
Classifying Economic Areas for Urban Planning using Deep Learning and Satellite Imagery in East Africa 利用深度学习和卫星图像对东非城市规划的经济区域进行分类
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-06-17 DOI: 10.36227/techrxiv.14779371
Davy Uwizera, C. Ruranga, P. McSharry
In this research we use data from a number of different sources of satellite imagery. Below we describe and visualize various metrics of the datasets being considered. Satellite imagery is retrieved from Google earth which is supported by Data SIO (Scripps Institution of Oceanography), NOAA (National Oceanic and Atmospheric Administration), US. Navy (United States Navy), NGA (National Geospatial-Intelligence Agency), GEBCO (General Bathymetric Chart of the Oceans), Image Landsat, and Image IBCAO (International Bathymetric Chart of the Arctic Ocean). Using random sampling of spatial area in Kigali per target area, 342,843 thousands images were retrieved under the five categories: residential high income (78941), residential low income(162501), residential middle income(101401), commercial building, (67400) and industrial zone,(24400). For the industrial zone, we also included some images from Nairobi, Kenya industrial spatial area. The average number of samples for a category is 86929. The size of the sample per category is proportional to the size of the spatial target area considered per category. Kigali is located at latitude:-1.985070 and longitude:-1.985070, coordinates. Nairobi is located at latitude:-1.286389 and longitude:36.817223, coordinates.
在这项研究中,我们使用了来自许多不同来源的卫星图像的数据。下面我们描述和可视化正在考虑的数据集的各种指标。卫星图像检索自谷歌地球,由美国国家海洋和大气管理局(NOAA)和斯克里普斯海洋研究所(Data SIO)提供支持。海军(美国海军),NGA(国家地理空间情报局),GEBCO(海洋通用水深图),图像陆地卫星和图像IBCAO(北冰洋国际水深图)。对基加利每个目标区域的空间面积进行随机抽样,共检索到高收入住宅(78941)、低收入住宅(162501)、中等收入住宅(101401)、商业建筑(67400)和工业区(24400)5类342,84.3万幅图像。对于工业区,我们还包括一些来自肯尼亚内罗毕工业空间区域的图像。一个类别的平均样本数为86929。每个类别的样本大小与每个类别所考虑的空间目标区域的大小成正比。基加利位于纬度:-1.985070,经度:-1.985070,坐标。内罗毕位于纬度:-1.286389,经度:36.817223,坐标。
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引用次数: 0
Optimal human-machine collaboration for enhanced cost-sensitive biometric authentication 优化人机协作,增强对成本敏感的生物特征认证
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-03-17 DOI: 10.23919/SAIEE.2021.9432899
Johannes Coetzer;Jacques P. Swanepoel;Robert Sabourin
Despite growing interest in human-machine collaboration for enhanced decision-making, little work has been done on the optimal fusion of human and machine decisions for cost-sensitive biometric authentication. An elegant and robust protocol for achieving this objective is proposed. The merits of the protocol is illustrated by simulating a scenario where a workforce of human experts and a score-generating machine are available for the authentication of handwritten signatures on, for example, bank cheques. The authentication of each transaction is determined by its monetary value and the quality of the claimed author’s signature. A database with 765 signatures is considered, and an experiment that involves 24 human volunteers and two different machines is conducted. When a reasonable number of experts are kept in the loop, the average expected cost associated with the workforce-machine hybrid is invariably lower than that of the unaided workforce and that of the unaided machine.
尽管人们对增强决策的人机协作越来越感兴趣,但在成本敏感的生物特征认证的人机决策的最佳融合方面,几乎没有做什么工作。提出了一种用于实现这一目标的优雅而健壮的协议。该协议的优点是通过模拟一个场景来说明的,在该场景中,一支人力专家队伍和一台记分机可用于验证例如银行支票上的手写签名。每笔交易的认证取决于其货币价值和所声称的提交人签名的质量。考虑了一个包含765个签名的数据库,并进行了一项涉及24名人类志愿者和两台不同机器的实验。当有合理数量的专家参与时,与劳动力-机器混合相关的平均预期成本总是低于无辅助劳动力和无辅助机器的成本。
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引用次数: 0
Improved Q-learning for Energy Management in a Grid-tied PV Microgrid 用于并网光伏微电网能量管理的改进Q学习
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-03-17 DOI: 10.23919/SAIEE.2021.9432896
Erick O. Arwa;Komla A. Folly
This paper proposes an improved Q-learning method to obtain near-optimal schedules for grid and battery power in a grid-connected electric vehicle charging station for a 24-hour horizon. The charging station is supplied by a solar PV generator with a backup from the utility grid. The grid tariff model is dynamic in line with the smart grid paradigm. First, the mathematical formulation of the problem is developed highlighting each of the cost components considered including battery degradation cost and the real-time tariff for grid power purchase cost. The problem is then formulated as a Markov Decision Process (MDP), i.e., defining each of the parts of a reinforcement learning environment for the charging station’s operation. The MDP is solved using the improved Q-learning algorithm proposed in this paper and the results are compared with the conventional Q-learning method. Specifically, the paper proposes to modify the action-space of a Q-learning algorithm so that each state has just the list of actions that meet a power balance constraint. The Q-table updates are done asynchronously, i.e., the agent does not sweep through the entire state-space in each episode. Simulation results show that the improved Q-learning algorithm returns a 14% lower global cost and achieves higher total rewards than the conventional Q-learning method. Furthermore, it is shown that the improved Q-learning method is more stable in terms of the sensitivity to the learning rate than the conventional Q-learning.
本文提出了一种改进的Q学习方法,以获得24小时内并网电动汽车充电站电网和电池功率的接近最优调度。充电站由太阳能光伏发电机供电,并由公用电网提供备用。电网电价模型是动态的,符合智能电网模式。首先,开发了该问题的数学公式,突出了所考虑的每个成本组成部分,包括电池退化成本和电网购电成本的实时电价。然后,该问题被公式化为马尔可夫决策过程(MDP),即,为充电站的操作定义强化学习环境的每个部分。使用本文提出的改进的Q学习算法求解MDP,并将结果与传统的Q学习方法进行了比较。具体来说,本文提出修改Q学习算法的动作空间,使每个状态只有满足功率平衡约束的动作列表。Q表更新是异步完成的,即代理不会在每个事件中扫过整个状态空间。仿真结果表明,与传统的Q学习方法相比,改进的Q学习算法的全局成本降低了14%,并获得了更高的总回报。此外,研究表明,改进的Q学习方法在对学习率的敏感性方面比传统的Q学习更稳定。
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引用次数: 4
Iterative Soft-Input Soft-Output Bit-Level Reed-Solomon Decoder Based on Information Set Decoding 基于信息集译码的迭代软输入软输出位级Reed-Solomon译码器
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-03-17 DOI: 10.23919/SAIEE.2021.9432893
Yuval Genga;Olutayo O. Oyerinde;Jaco Versfeld
In this paper, a bit-level decoder is presented for soft-input soft-output iterative decoding of Reed-Solomon (RS) codes. The main aim for the development of the proposed algorithm is to reduce the complexity of the decoding process, while yielding a relatively good error correction performance, for the efficient use of RS codes. The decoder utilises information set decoding techniques to reduce the computational complexity cost by lowering the iterative convergence rate during the decoding process. As opposed to most iterative bit-level soft-decision decoders for RS codes, the proposed algorithm is also able to avoid the use of belief propagation in the iterative decoding of the soft bit information, which also contributes to the reduction in the computational complexity cost of the decoding process. The performance of the proposed decoder is investigated when applied to short RS codes. The error correction simulations show the proposed algorithm is able to yield a similar performance to that of the Adaptive Belief Propagation (ABP) algorithm, while being a less complex decoder.
提出了一种用于RS码软输入软输出迭代译码的位级解码器。开发该算法的主要目的是为了降低解码过程的复杂性,同时产生相对较好的纠错性能,以便有效地使用RS码。该译码器利用信息集译码技术,通过降低译码过程中的迭代收敛速度来降低计算复杂度。与大多数RS码的迭代位级软判决译码器不同,该算法在软位信息的迭代译码过程中避免了信念传播的使用,这也有助于降低译码过程的计算复杂度成本。研究了该解码器在短RS码中的性能。误差校正仿真结果表明,该算法具有与自适应信念传播(ABP)算法相似的性能,且解码器复杂度较低。
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引用次数: 1
Copyright 版权
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-03-17 DOI: 10.23919/SAIEE.2021.9432891
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引用次数: 0
Ear-based biometric authentication through the detection of prominent contours 基于耳朵的生物特征认证,通过检测突出的轮廓
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-03-17 DOI: 10.23919/SAIEE.2021.9432897
Aviwe Kohlakala;Johannes Coetzer
In this paper novel semi-automated and fully automated ear-based biometric authentication systems are proposed. The region of interest (ROI) is manually specified and automatically detected within the context of the semi-automated and fully automated systems, respectively. The automatic detection of the ROI is facilitated by a convolutional neural network (CNN) and morphological postprocessing. The CNN classifies sub-images of the ear in question as either foreground (part of the ear shell) or background (homogeneous skin, hair or jewellery). Prominent contours associated with the folds of the ear shell are detected within the ROI. The discrete Radon transform (DRT) is subsequently applied to the resulting binary contour image for the purpose of feature extraction. Feature matching is achieved by implementing an Euclidean distance measure. A ranking verifier is constructed for the purpose of authentication. In this study experiments are conducted on two independent ear databases, that is (1) the Mathematical Analysis of Images (AMI) ear database and (2) the Indian Institute of Technology (IIT) Delhi ear database. The results are encouraging. Within the context of the proposed semi-automated system, accuracies of 99.20% and 96.06% are reported for the AMI and IIT Delhi ear databases respectively.
摘要——本文提出了一种新的基于耳朵的半自动和全自动生物识别认证系统。感兴趣区域(ROI)分别在半自动化和全自动化系统的上下文中手动指定和自动检测。卷积神经网络(CNN)和形态学后处理促进了ROI的自动检测。美国有线电视新闻网将有问题的耳朵的子图像分类为前景(耳朵外壳的一部分)或背景(同质的皮肤、头发或珠宝)。在ROI内检测到与耳壳褶皱相关的突出轮廓。随后将离散Radon变换(DRT)应用于生成的二值轮廓图像,用于特征提取。特征匹配是通过实现欧几里得距离度量来实现的。为了进行身份验证,构建了一个排名验证器。在本研究中,在两个独立的耳朵数据库上进行了实验,即(1)图像数学分析(AMI)耳朵数据库和(2)印度理工学院(IIT)德里耳朵数据库。结果令人鼓舞。在所提出的半自动化系统的背景下,AMI和IIT德里耳数据库的准确率分别为99.20%和96.06%。
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引用次数: 9
Effect of Graphite Precursor Flake Size on Energy Storage Capabilities of Graphene Oxide Supercapacitors 石墨前驱体薄片尺寸对氧化石墨烯超级电容器储能性能的影响
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-03-17 DOI: 10.23919/SAIEE.2021.9432895
S. Perumal;A.L.L. Jarvis;M.Z. Gaffoor
In this research supercapacitors were fabricated using graphene oxide (GO) as the electrode material. GO was synthesized using natural graphite precursor with varying flake sizes. GO was characterized by High-Resolution Transmission Electron Microscopy (HRTEM), Elemental Analysis, Fourier Transform Infrared (FTIR) spectroscopy and Raman spectroscopy. Cyclic voltammetry was carried out at different scan rates to determine the specific capacitance and energy density of the electrode material. An increase in specific capacitance was seen with an increase in graphite precursor flake size. A specific capacitance and energy density of 204.22 F.g−1 and 102.11 kJ.kg−1 respectively at scan rate 10 mV.s−1 was obtained for the GO sample synthesized from graphite precursor with an average particle size of 0.45 mm. This sample also had the highest specific capacitance for all scan rates.
本研究以氧化石墨烯(GO)为电极材料制备了超级电容器。采用不同薄片尺寸的天然石墨前驱体合成了GO。采用高分辨透射电子显微镜(HRTEM)、元素分析、傅立叶变换红外光谱(FTIR)和拉曼光谱对GO进行了表征。在不同的扫描速率下进行循环伏安法,以确定电极材料的比电容和能量密度。比电容随着石墨前体薄片尺寸的增加而增加。由平均粒径为0.45 mm的石墨前驱体合成的GO样品在扫描速率为10 mV.s−1时获得了204.22 F.g−1和102.11 kJ.kg−1的比电容和能量密度。该样品在所有扫描速率下也具有最高的比电容。
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引用次数: 2
期刊
SAIEE Africa Research Journal
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