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2019 Southern African Universities Power Engineering Conference/Robotics and Mechatronics/Pattern Recognition Association of South Africa (SAUPEC/RobMech/PRASA)最新文献

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Standalone hybrid energy system model and control for economic load dispatch 独立混合能源系统的经济负荷调度模型与控制
J. Mhlanga, O. Dzobo
It is very expensive to connect remote areas to the grid. For reliable and sustainable electricity supply in remote areas, renewable energy sources are commonly used as supply options. Wind and solar energy are the most sustainable renewable energy resources because of their good compensation characters when combined into a hybrid energy system. This paper presents a case study of a hybrid energy system for a remote rural location. The hybrid energy system consists of a solar photovoltaic system, wind energy system, battery bank storage system and a diesel generator. The diesel generator is used for backup power supply. Results show that the proposed hybrid energy system performs better than the diesel generator acting alone. The economic saving is more than 50% when the proposed hybrid energy system is used.
将偏远地区连接到电网是非常昂贵的。为了在偏远地区实现可靠和可持续的电力供应,可再生能源通常被用作供应选择。风能和太阳能组合成一个混合能源系统,具有良好的补偿特性,是最可持续的可再生能源。本文介绍了一个用于偏远农村地区的混合能源系统的案例研究。混合能源系统由太阳能光伏系统、风能系统、电池组存储系统和柴油发电机组成。柴油发电机用作备用电源。结果表明,所提出的混合能源系统比单独运行的柴油发电机性能更好。采用混合能源系统,经济效益可达50%以上。
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引用次数: 8
Flyback Converter Controlled by Model-Based Current MPPT for a Photovoltaic Power System 基于模型的电流MPPT控制的光伏发电系统反激变换器
Mohammed Raees Dangor, Muhammed Aswat, W. Cronje
A model is derived to estimate the primary-side inductor current of a discontinuous current mode Flyback converter. The model is validated by comparing the current estimated by the model to the current sensed using a sense resistor. The model was applied in a photovoltaic (PV) system which interfaced a PV module to a battery via a Flyback converter in order to charge a 12V lead acid battery. The system successfully controlled power flow from the PV module according to a model-based current perturb and observe (P&O) maximum power point tracking (MPPT) algorithm.
推导了一种估计断续电流型反激变换器一次侧电感电流的模型。通过将模型估计的电流与检测电阻检测到的电流进行比较,验证了模型的有效性。该模型应用于光伏(PV)系统,该系统通过反激变换器将光伏组件与电池连接,为12V铅酸电池充电。该系统采用基于模型的电流扰动与观测(P&O)最大功率点跟踪(MPPT)算法,成功地控制了光伏组件的潮流。
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引用次数: 1
Design and Simulation of a Direct Current Distribution System 直流配电系统的设计与仿真
C. J. Van der Merwe, P. Manditereza, P. Hertzog
Much effort is spent on regulating the power quality in alternating current power supplies for electronic devices. Many electronic devices however, do not use alternating current, but rather direct current. The output of most small scale renewable energy systems are also direct current, therefore it can be connected to the loads more efficiently by eliminating the inverter stage. In a circuit with a number of rectification stages the conversion losses can add up to a significant amount. By reducing the number of conversion stages or possibly eliminating some of the stages the overall system could be more efficient. The purpose of this paper is to present the simulation design and results of a direct current distribution system, containing common household appliances connected to a direct current grid supply and a renewable energy source. A bottom-up design approach is used where a list of household appliances with their voltage needs is identified and the distribution voltage is then selected based on the voltage needs. The distribution system is modeled using Matlab and Simulink software. Results show that common household loads can be supplied directly with direct current from either a main direct current supply or from a renewable energy system with direct current output. A full-load efficiency of 94.9 percent was recorded for the main supply and 78 percent for the renewable energy supply. Future recommendations are the transient state modeling of appliances and building a practical set-up in order to analyze the practical aspects of a residential direct current distribution system.
在调节电子设备的交流电源的电能质量方面花费了大量的努力。然而,许多电子设备不使用交流电,而是使用直流电。大多数小型可再生能源系统的输出也是直流电,因此它可以通过消除逆变器阶段更有效地连接到负载。在具有多个整流级的电路中,转换损耗加起来会相当大。通过减少转换阶段的数量或可能取消一些阶段,整个系统可以更有效。本文的目的是介绍直流配电系统的仿真设计和结果,包括连接到直流电网和可再生能源的普通家用电器。采用自底向上的设计方法,确定一系列具有电压需求的家用电器,然后根据电压需求选择配电电压。利用Matlab和Simulink软件对配电系统进行了建模。结果表明,普通家庭负荷可以直接通过直流电源或可再生能源系统的直流输出直接供电。主电源的满负荷效率为94.9%,可再生能源的满负荷效率为78%。未来的建议是电器的暂态建模和建立一个实际的设置,以便分析住宅直流配电系统的实际方面。
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引用次数: 0
Identification of Vibration Sparks in a Large Hydrogen-Cooled Generator Winding 大型氢冷发电机绕组振动火花的识别
Gomotso Phokojoe, J. Van Coller
The time domain-frequency domain characteristics of turbo-generator coil-to-core and packing-to-core Vibration Sparks (VS) can be determined and compared to known Partial Discharge (PD) and other non-VS discharge characteristics. The accurate characterisation of VS events is significant in the identification of this degradation mechanism in the slots of large generators. In this paper a new equivalent circuit, expressing the theoretical mechanism of VS involving a Side Ripple Spring (SRS) as a packing material in hydrogen-cooled machines, is presented. This is a variation of the direct coil-to-core air-cooled equivalent circuit model presented elsewhere. Furthermore an experimental circuit of a stator bar and SRS will be used to generate VS in order to determine their time domain-frequency domain characteristics. These can then be compared to those of PD and other non-VS type discharges using a cluster diagram to deduce if the phenomenon can be discriminated successfully in air-cooled and hydrogen-cooled turbo-generators.
可以确定汽轮发电机线圈到铁芯和填料到铁芯振动火花(VS)的时域-频域特性,并将其与已知的局部放电(PD)和其他非局部放电特性进行比较。准确地描述VS事件对大型发电机槽内退化机理的识别具有重要意义。本文提出了一种新的等效电路,表达了氢冷却机器中以侧纹波弹簧(SRS)作为填料的VS的理论机制。这是在其他地方提出的直接线圈到铁心的风冷等效电路模型的变化。在此基础上,利用定子棒和SRS的实验电路产生VS,以确定它们的时域-频域特性。然后可以使用聚类图将这些与PD和其他非vs型放电进行比较,以推断是否可以在气冷和氢冷汽轮发电机中成功区分这种现象。
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引用次数: 0
The effect of word embeddings and domain specific long-range contextual information on a Recurrent Neural Network Language Model 词嵌入和特定领域的远程上下文信息对递归神经网络语言模型的影响
Linda S. Khumalo, Georg I. Schltinz, Q. Williams
This work explores the effect of input text representation on the performance of a Long Short-Term Memory Recurrent Neural Network Language Model (LSTM RNNLM). Due to a problem with vanishing gradients during LSTM RNNLM training, they cannot capture long-range context information. Long-range context information often encapsulates details about the text application domain. Word embedding vectors capture similarity and semantic context information in their structure. Additional context can be captured by socio-situational setting information, topics, named entities and parts-of-speech tags. This work uses a character LSTM RNNLM as a control in experiments to determine the effect different types of input text representation have on the perplexity of an LSTM RNNLM in terms of a percentage increase or decrease in the value. Adding socio- situational information to a character LSTM RNNLM results in a 0.1 % reduction in perplexity in comparison to that of the control model. When the character embeddings are swapped with word2vec embeddings a reduction in perplexity of 2.77 % is obtained. Adding context information such as socio-situational information to the word embedded model should also result in a perplexity reduction. However, this is not the case, as the addition of socio-situational information to a word embedded model results in a 5.79 % perplexity increase in comparison to the word2vec only model. This trend of an increase in perplexity is observed in further experiments where other types of context information are added to a word embedded model. The largest increase in perplexity is obtained when word embeddings and topics are applied giving a perplexity increase of 7.55 %. This increase in perplexity is due to the addition of more data (context information) to the input text. More data means more words (unique or otherwise) that are being concatenated together as a representation of the input. This results in a larger and sparser input that not only takes longer to train but has less useful information captured on average resulting in models with a higher perplexity. A better method of text representation that will reduce the size of the input while still capturing the necessary semantic information implicit in word embeddings will be adding the vectors together instead of concatenating them.
本研究探讨了输入文本表示对长短期记忆递归神经网络语言模型(LSTM RNNLM)性能的影响。由于LSTM RNNLM在训练过程中存在梯度消失的问题,它们无法捕获远程上下文信息。远程上下文信息通常封装了关于文本应用程序域的详细信息。词嵌入向量在其结构中捕获相似度和语义上下文信息。其他上下文可以通过社会情景设置信息、主题、命名实体和词性标签来捕获。本工作在实验中使用字符LSTM RNNLM作为控制,以确定不同类型的输入文本表示对LSTM RNNLM困惑度的影响,即值的百分比增加或减少。将社会情境信息添加到字符LSTM RNNLM中,与控制模型相比,困惑度降低了0.1%。当字符嵌入与word2vec嵌入交换时,获得的困惑度降低了2.77%。向单词嵌入模型中添加上下文信息(如社会情境信息)也可以减少困惑。然而,事实并非如此,因为将社会情境信息添加到单词嵌入模型中,与仅使用word2vec的模型相比,困惑度增加了5.79%。在进一步的实验中,将其他类型的上下文信息添加到单词嵌入模型中,可以观察到这种增加困惑的趋势。当使用词嵌入和主题时,困惑度增加最多,增加了7.55%。这种增加的困惑是由于向输入文本添加了更多的数据(上下文信息)。更多的数据意味着更多的单词(唯一的或其他的)被连接在一起作为输入的表示。这导致更大更稀疏的输入,不仅需要更长的训练时间,而且平均而言捕获的有用信息较少,导致模型具有更高的困惑度。一种更好的文本表示方法是将向量加在一起,而不是将它们连接起来,这将减少输入的大小,同时仍然捕获隐含在词嵌入中的必要语义信息。
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引用次数: 0
A Review of Collaborated Educational Drone Development and Design at the BRICS 2018 Future Skills Challenge 2018年金砖国家未来技能挑战赛合作教育无人机研发与设计综述
C. I. Basson, S. Hansraj, R. Stopforth, P. Mooney, Russell Phillips, T. V. Niekerk, K. D. Preez
Unmanned aerial vehicles, remote piloted aircraft systems, or drones, have the ability to enable autonomy in manufacturing environments through self-charging and maintenance diagnostics. Drone development for manufacturing application was exploited in the BRICS 2018 (Brazil, Russia, India, China and South Africa) Future Skills Challenge. The challenge was completed over a period of three (3) days and five (5) teams participated in designing and manufacturing unique drones and self-charging stations. Quadcopters and base stations were designed and developed for manual flight and self-charging for autonomous production environments. The paper discussed design elements in terms of mechanical design, mechatronic design, flight control optimisation and drone performance criteria. The drones were evaluated according to work organisation and management, manufacturing and assembly principles, programming and testing standards, and commissioning performance criteria. The results of each design group from the evaluation were compared and discussed accordingly. The evaluation was done through subjective visual inspections for quality and could potentially misinterpret the results of the assessment. A technical evaluation approach is recommended to evaluate drone performance, utilising in-flight measuring instruments for repeatability and stable flight.
无人驾驶飞行器、远程驾驶飞机系统或无人机能够通过自我充电和维护诊断,在制造环境中实现自主。2018年金砖国家(巴西、俄罗斯、印度、中国和南非)未来技能挑战赛利用无人机开发制造应用。这项挑战在三天内完成,五个团队参与设计和制造独特的无人机和自动充电站。四轴飞行器和基站是为自主生产环境的手动飞行和自充电而设计和开发的。本文从机械设计、机电一体化设计、飞行控制优化和无人机性能标准等方面讨论了设计要素。无人机根据工作组织和管理、制造和装配原则、编程和测试标准以及调试性能标准进行评估。对各设计组的评价结果进行了比较和讨论。评估是通过主观的目视检查来完成的,可能会误解评估结果。建议采用一种技术评估方法来评估无人机性能,利用飞行中测量仪器进行可重复性和稳定飞行。
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引用次数: 2
Propagation Delays and Data Integrity of Cellular and WiFi Networks from IOT devices to cloud storage 蜂窝和WiFi网络从物联网设备到云存储的传播延迟和数据完整性
William Benjamin Van Der Merwe, P. Hertzog, A. Swart
Transmitting data for cloud storage via the internet with wireless technology is becoming more and more important for researchers, hobbyists and commercial applications. High speed internet connections, such as fiber optic and LTE connections enable users to transmit data to cloud storage in a very fast manner. Taking this into account the question now arises which technology is the more dependable, efficient and cost effective method for sensors to transmit their data via the internet to a cloud storage environment.The aim of this paper is to investigate the propagation delay and data integrity of transmitted data from cellular and WiFi networks to cloud storage. The Main or Sampling unit continuously evaluates the analogue inputs. It will then send the sampled data every so often to the technologies under test. The slave units will then send the sampled data and index number received from the Main unit to cloud storage via their respective communication technologies. The main unit will also record the sampled values, index number and time and date stamp from the GPS to an onboard logger to keep track of the sampled values. This indexing system will then be used to evaluate data integrity and propagation delay. By comparing the sampler units logged data (index, data and time and date stamp information) to that of the slave units cloud data a clear picture of data integrity and propagation delay can be concluded for the technologies under test. The results indicate that WiFi is a quicker option to use compared to cellular, but might be more expensive if a small amount of data is transmitted. The outcome of this research may help researchers, hobbyists and commercial users to make a better informed decision about the technology they wish to use for their particular environment.
通过无线技术通过互联网传输云存储数据对研究人员、业余爱好者和商业应用变得越来越重要。高速互联网连接,如光纤和LTE连接,使用户能够以非常快的方式将数据传输到云存储。考虑到这一点,现在出现的问题是,传感器通过互联网将数据传输到云存储环境中,哪种技术更可靠、更高效、更经济。本文的目的是研究从蜂窝和WiFi网络传输数据到云存储的传播延迟和数据完整性。主或采样单元连续评估模拟输入。然后,它将每隔一段时间将采样数据发送到测试中的技术。然后,从单元将通过各自的通信技术将从主单元接收到的采样数据和索引号发送到云存储。主单元还将从GPS记录采样值,索引号和时间和日期戳到机载记录仪,以跟踪采样值。这个索引系统将用于评估数据完整性和传播延迟。通过将采样器单元记录的数据(索引、数据、时间和日期戳信息)与从单元云数据进行比较,可以清楚地了解所测试技术的数据完整性和传播延迟。结果表明,与蜂窝网络相比,WiFi是一个更快的选择,但如果传输少量数据,可能会更昂贵。这项研究的结果可以帮助研究人员、业余爱好者和商业用户对他们希望在特定环境中使用的技术做出更明智的决定。
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引用次数: 1
Study the Topology Effect on a G3-PLC based AMI Network 基于G3-PLC的AMI网络拓扑效应研究
Thobekile J. Ngcobo, Farzad Ghayoor
Smart grid is the concept for next-generation power grid that integrates information and communication technology into power grid. Advanced metering infrastructure (AMI) is an important aspect of smart grid, which requires establishment of a two-way communication system between consumers and utility. In this paper, the effect of network topology on the performance of a PLC-based AMI system is investigated. For this purpose, a narrow-band power line communication simulator in accordance with the G3-PLC standard is proposed that implemented using the OMNeT++ network simulator. It is shown that the topology of the AMI network has significant impact on the collision rate of the data concentrator switch.
智能电网是将信息通信技术融入电网的下一代电网概念。高级计量基础设施(AMI)是智能电网的一个重要方面,它要求在用户和电力公司之间建立双向通信系统。本文研究了网络拓扑结构对基于plc的AMI系统性能的影响。为此,提出了一种符合G3-PLC标准的窄带电力线通信模拟器,并利用omnet++网络模拟器实现。研究表明,AMI网络的拓扑结构对数据集中器交换机的碰撞率有显著影响。
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引用次数: 3
Virtual power plant energy optimisation in smart grids 智能电网中的虚拟电厂能源优化
O. Dzobo
The growing number of distributed renewable energy sources connected to the grid has brought some challenges to the management of the power system network. New optimisation models are required to manage these distributed generation units when they are clustered together. In this case, virtual power plants (VPPs) plays an important role by ensuring that the value of the produced power by clusters of distributed power generation units is efficiently managed. In this paper, an optimisation model based on mixed integer programming technique for the management of clusters of distributed generation units consisting of local heat and power supply system with CHPs, solar photovoltaic systems and thermal power generation units is presented. The proposed algorithm ensures maximum benefit of thermal and electric energy in the power system network. The results show that there is a 10% increase in benefit when virtual power plants are used and optimised.
越来越多的分布式可再生能源并网,给电网管理带来了一些挑战。当这些分布式发电机组集群在一起时,需要新的优化模型来管理它们。在这种情况下,虚拟发电厂(vpp)通过确保分布式发电机组集群产生的电力价值得到有效管理而发挥重要作用。本文提出了一种基于混合整数规划技术的由热电联产、太阳能光伏系统和火电机组组成的局部供热供电系统分布式发电机组集群管理优化模型。该算法保证了电网中热能和电能的最大效益。结果表明,虚拟电厂的使用和优化可使效益提高10%。
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引用次数: 5
Low Cost Hand Gesture Recognition System Design and Implementation 低成本手势识别系统的设计与实现
Nabeel Vandayar, Timothy James McBride, K. Nixon
The design and development of a low cost hand gesture recognition computer interface, using a standard laptop webcam is presented. The purpose of the system is to recognise both static and dynamic hand gestures from a user in real-time and perform basic macro instructions on the Windows operating system. The calibration and gesture recognition processes are discussed. The system is able to correctly classify 19 static hand gestures and recognise 6 dynamic hand gestures with greater than 95% accuracy. However, the system has a varying latency of between 50–500 milliseconds due to inefficient interfacing with the operating system. It was concluded that an optimised operating system interface would improve system performance and user experience dramatically.
介绍了一种基于标准笔记本电脑网络摄像头的低成本手势识别计算机界面的设计与开发。该系统的目的是实时识别用户的静态和动态手势,并在Windows操作系统上执行基本的宏指令。讨论了标定和手势识别过程。该系统能够正确分类19种静态手势,识别6种动态手势,准确率超过95%。然而,由于与操作系统的接口效率低下,系统的延迟在50-500毫秒之间变化。结论是,优化的操作系统界面将显著提高系统性能和用户体验。
{"title":"Low Cost Hand Gesture Recognition System Design and Implementation","authors":"Nabeel Vandayar, Timothy James McBride, K. Nixon","doi":"10.1109/ROBOMECH.2019.8704811","DOIUrl":"https://doi.org/10.1109/ROBOMECH.2019.8704811","url":null,"abstract":"The design and development of a low cost hand gesture recognition computer interface, using a standard laptop webcam is presented. The purpose of the system is to recognise both static and dynamic hand gestures from a user in real-time and perform basic macro instructions on the Windows operating system. The calibration and gesture recognition processes are discussed. The system is able to correctly classify 19 static hand gestures and recognise 6 dynamic hand gestures with greater than 95% accuracy. However, the system has a varying latency of between 50–500 milliseconds due to inefficient interfacing with the operating system. It was concluded that an optimised operating system interface would improve system performance and user experience dramatically.","PeriodicalId":344332,"journal":{"name":"2019 Southern African Universities Power Engineering Conference/Robotics and Mechatronics/Pattern Recognition Association of South Africa (SAUPEC/RobMech/PRASA)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115316058","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
2019 Southern African Universities Power Engineering Conference/Robotics and Mechatronics/Pattern Recognition Association of South Africa (SAUPEC/RobMech/PRASA)
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