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Neurological disorder detection using EEG signal processing and Machine Learning 利用脑电图信号处理和机器学习进行神经系统疾病检测
Anurag Verma, D. Chaturvedi
Neurological disorders are abnormal behavior of nervous system occurring due to irregular firing of neurons. These disorders cause both physical and psychological imbalance to human being suffering from it and may cause even death in some cases. Few of these disorders are epilepsy, Alzheimer’s disease, dementia, cerebro vascular diseases including stroke, migraine, Parkinson’s disease and many more. This manuscript presents neurological disorder detection using electroencephalogram (EEG) signals with machine learning methods. Here, neurological disorders like epilepsy and Attention deficit/hyperactivity disorder (ADHD) have discussed. These Neurological disorders can be differentiated from normal healthy brain using EEG Signal features and efficient classification methods ANN, SVM, Random Forrest and Ensemble methods etc. Some of the robust features like, RMS value, entropy and wavelet coefficients have been explored. For seizures, epilepsy, and ADHD patients time frequency features like wavelet coefficients are the robust one. One of the databases utilized in this study for epilepsy detection is BONN dataset.
神经系统疾病是由于神经元放电不规律而引起的神经系统异常行为。这些疾病给患者造成生理和心理上的失衡,在某些情况下甚至可能导致死亡。这些疾病中很少有癫痫、阿尔茨海默病、痴呆、包括中风在内的脑血管疾病、偏头痛、帕金森病等等。本文介绍了神经系统疾病检测使用脑电图(EEG)信号与机器学习方法。这里讨论了神经系统疾病,如癫痫和注意缺陷/多动障碍(ADHD)。利用脑电图信号特征和有效的分类方法ANN、SVM、Random Forrest和Ensemble等,可以将这些神经系统疾病与正常健康的大脑进行区分。研究了一些鲁棒性特征,如均方根值、熵和小波系数。对于癫痫、癫痫和多动症患者,时间频率特征如小波系数是鲁棒的。本研究中用于癫痫检测的数据库之一是BONN数据集。
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引用次数: 0
Fractional Order Voltage Controlled Oscillator with Injected Orthogonal Signals at Base: Design and Simulation 基极注入正交信号的分数阶压控振荡器的设计与仿真
Ankitta Bhatt, S. Loan
This work focuses on the design and simulation of a differential Colpitts voltage controlled oscillator (VCO) in integer and fractional domains. The proposed VCO employs n and p-type metal oxide semiconductor field effect transistor (MOSFET) coupling along with injected orthogonal signals at base. The designing uses 32nm MOS technology node at an operating voltage of 1 volt. Both integer order capacitors and the fractional order based pseudo-capacitors have been used for designing the VCOs. The comparative analysis of the key performance measuring parameters has been done using HSPICE. It has been observed that the fractional order circuitry provides much greater phase and frequency control due to an additional parameter, fractional order α, which is not possible in an integer order circuitry. The simulations have shown that increasing α decreases the oscillation frequency of the VCO. At α=0.4, the oscillation frequency is 13.33 GHz and it decreases to 12,6 GHz for α=0.81. However, the fractional order VCO circuit results in more power consumption than the integer order, which is its biggest limitation.
本文的工作重点是在整数和分数域设计和仿真一个差分柯氏压控振荡器(VCO)。该压控振荡器采用n型和p型金属氧化物半导体场效应晶体管(MOSFET)耦合,并在基极注入正交信号。本设计采用32nm MOS技术节点,工作电压为1伏。整阶电容和基于分数阶的伪电容都被用于压控振荡器的设计。利用HSPICE对关键性能测量参数进行了对比分析。已经观察到,分数阶电路提供了更大的相位和频率控制,由于一个额外的参数,分数阶α,这是不可能在整数阶电路。仿真结果表明,增大α会降低压控振荡器的振荡频率。当α=0.4时,振荡频率为13.33 GHz;当α=0.81时,振荡频率降至12.6 GHz。然而,分数阶压控振荡器电路的功耗比整数阶高,这是其最大的局限性。
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引用次数: 0
An Accurate Circuit for the Measurements of Multiple Smart Grid Parameters 一种智能电网多种参数测量的精确电路
Md Sarfraz Khusroo, Anwar Ullah Khan, Tarikul Isalm
This paper deals with developing an interfacing circuit for measuring A.C. powers (active, reactive, and apparent power), power factors, and load parameters (resistance, inductance) in a smart grid. The reactive power measurement is an important requirement with the interconnection of various renewable energy sources to the grid. In order to determine the actual value of active and reactive power, the average value quadrature and in-phase components of output are required. Based on the proposed measurement scheme, we obtain an average value of two voltage signals, quadrature and in-phase, which are proportional to the active and reactive power of the system, separately and independently. Mathematical proofs back the proposed method, and the simulation results obtained from LTspice software precisely verify the proposed technique. Experiments were conducted for different inductive loads for the measurement of various parameters. Simulation results show that the maximum error of reactive power measurement is below 1.5%. The major contributions of the proposed method are frequency invariance, cost effective, easy working, least component count, quick response (within a power cycle), and online measurement features.
本文研究了智能电网中交流功率(有功、无功和视在功率)、功率因数和负载参数(电阻、电感)测量的接口电路。无功功率测量是各种可再生能源并网的一项重要要求。为了确定有功功率和无功功率的实际值,需要输出的平均值正交分量和同相分量。基于所提出的测量方案,我们分别获得了与系统有功功率和无功功率成正比的正交和同相两个电压信号的平均值。数学证明支持了所提出的方法,LTspice软件的仿真结果准确地验证了所提出的技术。在不同的感应负载下进行了实验,测量了各种参数。仿真结果表明,无功功率测量的最大误差在1.5%以下。该方法具有频率不变性、成本效益高、工作简单、元件数量少、响应速度快(在一个功率周期内)和在线测量等特点。
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引用次数: 0
A Review of Technical Impact of Electrical Vehicle Charging Stations on Distribution Grid 电动汽车充电站对配电网的技术影响综述
B. V. Kumar, Aneesa Farhan M A
There is an enormous growth in the popularity of electric vehicles (EVs), which has brought forth a considerable rise in the installation of infrastructure and the development of electric vehicle charging stations (EVCSs). Thus, it is quite impossible to ignore the detrimental impact of increased EVCSs loads on the distribution system. The power distribution system parameters like voltage and current will be gravely impacted by a significant number of EVCSs. According to an existing investigation, poorly planned EV charging stations will interfere with the power system ability to operate efficiently. The implementation of EVs is expected to have a variety of positive effects, one of which is that they are a good choice for lowering transportation-related emissions. This paper reviews the impact of EV charging stations on the power distribution network. Additionally, the paper mentions mitigating the impact using better technical support for the development of EVCSs.
电动汽车(ev)的普及程度大幅增长,这导致基础设施的安装和电动汽车充电站(evcs)的发展大幅增加。因此,不可能忽视evcs负荷增加对配电系统的不利影响。大量的evcs将严重影响配电系统的电压、电流等参数。根据现有的一项调查,规划不当的电动汽车充电站将干扰电力系统的有效运行能力。预计电动汽车的实施将产生各种积极影响,其中之一是它们是降低交通相关排放的良好选择。本文综述了电动汽车充电站对配电网的影响。此外,本文还提到了通过为evcs的开发提供更好的技术支持来减轻影响。
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引用次数: 0
Fault Location Identification Using Hybrid Scheme in AC Microgrid 基于混合方案的交流微电网故障定位识别
Ankur Singh Rana, K. Jnaneswar, M. Thomas
A protection methodology based on traveling wave using Discrete Wavelet Transform (DWT) in a multi-terminal radial microgrid (MG) network has been proposed in this paper. The proposed method utilizes a hybrid scheme, combination of super-imposed Root Mean Square (RMS) current method Discrete Wavelet Transform technique, to locate the fault in radial microgrid structure. This paper first uses superimposed current to detect and identify the fault section, then DWT to locate the fault, by capturing the traveling wave during fault. Further, the proposed scheme requires minimal number of Intelligent Electronic Devices (IEDs). This scheme is tested on IEEE 33 bus system in EMTDC/PSCAD for various test cases such as variations in fault resistance and inception angle for all types of faults in all different sections. Outcome of test results shows algorithm has less errors and the error values in fault location mainly depends on the DG location in the system
提出了一种基于离散小波变换(DWT)的多端径向微电网行波保护方法。该方法采用一种混合方案,结合叠加均方根电流法(RMS)和离散小波变换技术,对径向微电网结构进行故障定位。本文首先利用叠加电流对故障段进行检测和识别,然后利用小波变换捕获故障时的行波对故障进行定位。此外,建议方案只需要最少数量的智能电子装置。该方案在EMTDC/PSCAD的IEEE 33总线系统上进行了各种测试用例,如故障电阻的变化和不同区段中所有类型故障的起始角。测试结果表明,该算法误差较小,故障定位的误差值主要取决于系统中DG的位置
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引用次数: 0
Design and Optimization of a Campus Microgrid using the HOMER Simulator 基于HOMER模拟器的校园微电网设计与优化
Ahmad Bin Afzal, Fahad Iqbal, Y. Rafat, Abdullah Bin Afzal
In light of recent population expansion and increased industrialization, there is a substantial increase in demand for electrical energy. Due to greenhouse gas emissions, depleting fossil fuels, and high lifecycle costs, traditional energy resources have proved to be a hurdle in the path of development. Given their independence from fossil fuels, increased dependability, and zero carbon emissions, microgrids powered by renewable energy sources stand out as being among the most environmentally friendly ways to meet future energy demands. To achieve the seventh Sustainable Development Goal by 2030, academic and research institutions must be at the forefront of research and development efforts on the transition to sustainable energy. In this paper, we have explored the optimization and implementation of institutional-based sustainable microgrids based on aspects like cost analysis, carbon emission, and the availability of energy resources. To fulfill the technical and emission limits as well as to obtain the lowest investment and operating costs, the ideal size of Hybrid Renewable Energy Systems (HREs) equipment should be chosen. Hybrid Optimization of Multiple Energy Resources (HOMER) software is one of the most effective tools for modelling and optimization. NASA's (National Aero Space Agency) solar and wind data is used to obtain metrological information, such as solar irradiance and wind speed.
鉴于最近的人口膨胀和工业化程度的提高,对电能的需求大幅增加。由于温室气体排放、化石燃料消耗和高生命周期成本,传统能源已被证明是发展道路上的障碍。由于不依赖化石燃料、可靠性提高和零碳排放,由可再生能源供电的微电网脱颖而出,成为满足未来能源需求的最环保方式之一。为了到2030年实现第七个可持续发展目标,学术和研究机构必须站在向可持续能源过渡的研究和开发工作的最前沿。本文从成本分析、碳排放和能源可获得性等方面探讨了基于制度的可持续微电网的优化与实施。为了满足混合可再生能源系统(HREs)的技术和排放限制,并获得最低的投资和运行成本,应选择理想的设备尺寸。多能源混合优化(HOMER)软件是最有效的建模和优化工具之一。美国宇航局(美国国家航空航天局)的太阳和风数据用于获取气象信息,如太阳辐照度和风速。
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引用次数: 0
Optimal location of DG and FACTS devices under Maximum loading Capacity DG和FACTS设备在最大负载能力下的最佳位置
Rupika Gandotra, Kirti Pal
The Distributed Generator (DG) unit nowadays have become an integral part of any power system network. For the effective management of power flowing in a network, the size and position of the DG unit play the important role, but DG integration on the other side, also affects the operating characteristics of the system such as losses may be increased or decreased, variation in voltage and increases the cost for consumers or generators. To eliminate such effects, it is proposed that DG units can be integrated with FACTS devices, as these devices provide more reliability to the network. On the other side, load demand is also increasing day by day therefore, to fulfil the demand it is required to make use of these DG units at various locations. In this paper, an analytical approach with optimal power flow (OPF) method is used in MATLAB environment to identify the optimal location of DG and FACTS devices in maximum loading condition.
分布式发电机组(DG)如今已成为任何电力系统网络的组成部分。为了有效地管理电网中的电力流动,DG机组的大小和位置起着重要的作用,但另一方面,DG集成也会影响系统的运行特性,如损耗可能增加或减少、电压变化和增加用户或发电机的成本。为了消除这种影响,建议DG单元可以与FACTS设备集成,因为这些设备为网络提供了更高的可靠性。另一方面,负载需求也日益增加,因此,需要在不同地点使用这些DG机组来满足需求。本文在MATLAB环境下,采用最优潮流分析法(OPF),确定了DG和FACTS设备在最大负载状态下的最优位置。
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引用次数: 0
Study of Pyro-phototronic Effect in ITO/PQT-12 /CdSe QDs/Au based Self-Powered Photodetector ITO/PQT-12 /CdSe量子点/Au自供电光电探测器的热电效应研究
Varun Goel, H. Kumar
This paper analyzes the transient behavior of the ITO/PQT-12/CdSe QDs/Au-based photodetector to study the pyro-phototronic effect. The colloidal CdSe Quantum Dots (QDs) used in the device has been prepared using the bottom-up hot injection method (average particle size is 4.69 nm) and deposited using the spin coating technique. PQT-12 is deposited using both drop cast and spin coating techniques. The device’s behavior study has been performed under self-bias (0-V). Utilizing pyroelectric materials like CdSe and PQT-12 initiates the pyro-phototronic effect during light transients. The study was carried out under UV and white light sources controlled using Arduino UNO. The device shows 4-stages of the pyro-phototronic effect, starting from switching the light ON to the stable thermal condition. A comparative study using UV light and white light LED sources has been presented. The device under consideration shows a quick response to UV light with a rise and fall time of 9.68 and 10.9 ms, respectively.
本文分析了ITO/PQT-12/CdSe量子点/ au基光电探测器的瞬态行为,以研究其热光电子效应。采用自底向上热注射法制备了胶体CdSe量子点(平均粒径为4.69 nm),并采用自旋镀膜技术进行了沉积。PQT-12的沉积采用滴铸和旋转涂层技术。在自偏置(0-V)下进行了器件的行为研究。利用热释电材料如CdSe和PQT-12在光瞬态中启动热释光电子效应。本研究在Arduino UNO控制的紫外和白光光源下进行。该装置显示了从开灯到稳定热状态的4个阶段的热敏光电子效应。对紫外光和白光LED光源进行了对比研究。该器件对紫外光的响应速度快,上升时间为9.68 ms,下降时间为10.9 ms。
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引用次数: 0
Hysteresis Current Control-based Boost Rectifier Analysis for Single Phase Solid State Transformer 基于滞后电流控制的单相固态变压器升压整流分析
N. Chothani, D. Patel, A. Desai
Conventional transformer used in power grid occupies large space and it has a complex electromagnetic characteristic. Due to advancements in electronics and digital technology, it is possible to develop a solid-state transformer (SST). The issues like nonlinear characteristics, oil leakage, and large size with conventional transformers can certainly be eliminated by SST. It can be easily controllable and is also able to transfer power smoothly. SST compose of three main parts; converts to generate high-frequency supply, isolating transformer, and again converter to produce low-frequency supply. The boost rectifier used in STT is elaborated on in this article. Here, a power electronic transformer operating at high frequency is proposed for the integration of distributed resources in place of an electromagnetic transformer. MATLAB software is used for modeling of one-phase rectifier with the Hysteresis Current Control (HCC) technique to boost the voltage. An effective control strategy is designed with a PI controller and HCC to attain a unity power factor and reduces the total harmonic distortion (THD). It is to be noted that the outcome of hysteresis current control in terms of THD is better than fixed frequency-based current control.
电网中使用的传统变压器占用空间大,电磁特性复杂。由于电子和数字技术的进步,固态变压器(SST)的开发成为可能。常规变压器存在的非线性、漏油、体积大等问题,海温法是完全可以消除的。它可以很容易地控制,也可以平稳地传递功率。海温由三个主要部分组成;变换器产生高频电源,隔离变压器,再变换器产生低频电源。本文详细阐述了升压整流器在STT中的应用。本文提出了一种高频工作的电力电子变压器来代替电磁变压器来整合分布式资源。利用MATLAB软件对采用磁滞电流控制技术升压的单相整流器进行建模。设计了一种有效的PI控制器和HCC控制策略,以达到统一的功率因数和降低总谐波失真(THD)。需要注意的是,基于THD的迟滞电流控制效果优于基于固定频率的电流控制。
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引用次数: 1
Modelling of an Electric Vehicle Charging Station Incorporating Optimal Sizing and Cost 考虑最优规模和成本的电动汽车充电站建模
Swapnasis Satpathy, P. K. Sahoo, Twinkle Kisku
Renewable energy systems are becoming more and more common as people turn away from conventional energy sources. Microgrids are incorporated with renewable energy sources as they guarantee an economically and environmentally sound solution. The main problem arises when electric vehicle charging stations are integrated with microgrids. It would be required for the microgrid to have a synchronized and optimal charging system in order to accommodate several EVs. Using the HOMER Grid software, various configurations are simulated in this paper. Various renewable energy sources, tariff plans, and size of the components are used to create the configuration to determine the system that performs the best economically and environmentally. With regard to factors such as annual energy costs, cost reductions, and carbon emissions, among other things, a comparison of the current system with the optimized system is performed. As a result, the NPC, O&M and LCOE of the system decreased by ₹ 2.56M, ₹ 4.52L, and ₹ 4.03 respectively and the carbon emissions got reduced significantly.
随着人们不再使用传统能源,可再生能源系统正变得越来越普遍。微电网与可再生能源相结合,因为它们保证了经济和环境无害的解决方案。当电动汽车充电站与微电网集成时,主要问题就出现了。为了容纳多辆电动汽车,微电网需要有一个同步和最佳的充电系统。本文利用HOMER Grid软件对各种配置进行了仿真。使用各种可再生能源、关税计划和组件的大小来创建配置,以确定在经济和环境方面表现最佳的系统。考虑到诸如年能源成本、成本降低和碳排放等因素,将当前系统与优化后的系统进行比较。系统的NPC、O&M和LCOE分别降低了2.56M、4.52L和4.03 l,碳排放量显著降低。
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引用次数: 0
期刊
2023 International Conference on Recent Advances in Electrical, Electronics & Digital Healthcare Technologies (REEDCON)
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