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Low Voltage Ride Through Estimation in Microgrid using Deep Neural Network 基于深度神经网络的微电网低压穿越估计
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696782
Pretty Mary Tom, J. Edward
One of the vital needs for the distribution systems is the Low-Voltage-Ride-through (LVRT) capability which has to meet the grid code standards. The capability of the distribution system to stay connected even during voltage sag issues is termed as LVRT. A solar-wind-battery based hybrid renewable energy system (HRES) for microgrid applications is considered in this work which enables the use of renewable energy resources effectively, each and every system of HRES is controlled exclusively. The output of PV is boosted with the aid of a LUO converter which is controlled by a closed loop control based on Crow Search Algorithm. The wind energy conversion system utilizes doubly-fed-induction generator (DFIG), the output of which is converted to DC by a PWM rectifier and this is controlled by a PI controller. The battery system uses a bidirectional Buck-Boost converter and the state of charge (SOC) of the battery is monitored by artificial neural network (ANN). The key aspect of this work is the estimation of LVRT and this is accomplished by Signal processing approach based Deep Neural Network (DNN). Notch filter is used for pre-processing by which the noises are removed, Hilbert transform is used for segmentation and SIFT for feature extraction. The trained and test data are classified with DNN classifier from which the LVRT is estimated. The proposed strategy is implemented in MATLAB and the results were attained. The grid current THD is observed as 4.72% and the LVRT is estimated at 2.6sec.
低压穿越能力是配电系统的重要需求之一,它必须满足电网规范标准。配电系统在电压暂降期间保持连接的能力被称为LVRT。本文研究了一种基于太阳能-风能-电池的混合可再生能源系统(HRES),该系统能够有效地利用可再生能源资源,并且每个HRES系统都是独家控制的。采用基于Crow搜索算法的闭环控制,利用LUO变流器提高PV的输出功率。风能转换系统采用双馈感应发电机(DFIG),其输出通过PWM整流器转换为直流电,并由PI控制器控制。电池系统采用双向Buck-Boost转换器,电池的荷电状态(SOC)由人工神经网络(ANN)监测。这项工作的关键方面是LVRT的估计,这是通过基于深度神经网络(DNN)的信号处理方法来完成的。利用陷波滤波进行预处理,去除噪声,利用希尔伯特变换进行分割,利用SIFT进行特征提取。使用DNN分类器对训练和测试数据进行分类,并从中估计LVRT。在MATLAB中实现了该策略,并取得了一定的效果。观察到栅极电流THD为4.72%,LVRT估计为2.6秒。
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引用次数: 0
Investigation of Polymer Functionalized QTFs as Potential Gas Sensors Using COMSOL Multiphysics 利用COMSOL多物理场研究聚合物功能化qtf作为潜在气体传感器
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696801
J. J. Imaculate, Adduri Aishwarya, K. G., S. A. Sampson
Gas sensors have become indispensable, not just in potentially hazardous industries, but also for the everyday lives of ordinary citizens. In this work, Quartz Tuning Forks (QTFs) modified with nanostructured polymer wires were simulated using COMSOL Multiphysics to investigate their feasibility as gas sensors. Different polymers were used to functionalize the QTFs and a study was done to analyze which polymer is best suited for use as potential Volatile Organic Compounds (VOCs) sensors. The suitability of the polymer was reflected in the shift in eigenfrequency of the system. The relationship between properties of the polymer and the frequency response of the polymer functionalized QTF system when the QTF was both mass loaded and spring-loaded with different polymers, was studied.
气体传感器已经变得不可或缺,不仅在潜在的危险行业,而且在普通公民的日常生活中。在这项工作中,使用COMSOL Multiphysics模拟了纳米结构聚合物线修饰的石英音叉(QTFs),以研究其作为气体传感器的可行性。不同的聚合物被用于功能化qtf,并进行了一项研究,分析哪种聚合物最适合用作潜在的挥发性有机化合物(VOCs)传感器。聚合物的适宜性反映在体系特征频率的移位上。研究了不同聚合物对QTF进行质量加载和弹簧加载时,聚合物功能化QTF系统的性能与频率响应的关系。
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引用次数: 0
New Approach to Detect Replay Attack for Speaker Verification System Using High Frequency Features and ELM Based BiLSTM 利用高频特征和基于ELM的BiLSTM检测说话人验证系统重放攻击的新方法
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696930
B. K. P., Derick Mathew, R. C, R. M.
Replay attack is vulnerable to automatic speaker verification system, where the frauds get the access by replaying the pre-recorded speech utterances of the genuine speakers. In this proposed work, we mainly concentrated on high frequency band and classification part. This paper shows the importance of higher frequency band (6 kHz to 8 kHz). The huge difference between genuine and spoofed speech spectrum is also explained which is caused due to imperfection occurred by using multiple anti-aliasing filters. Alongside, Constant-Q Cepstral Coefficients (CQCC) technique is used to extract magnitude discrimination power features set to detect the replayed spoof attack for speaker verification. Further the ELM based BiLSTM is proposed to improve the system performance. The proposed framework shows better results of Equal Error Rate (EER) to 05.26% for development set and 8.44% for evaluation set.
重播攻击容易受到自动说话者验证系统的攻击,骗子通过重播真实说话者预先录制的语音来获得访问权限。在本文提出的工作中,我们主要集中在高频段和分类部分。本文说明了高频段(6khz至8khz)的重要性。本文还解释了由于使用多个抗混叠滤波器而产生的不完美导致的真实语音频谱和欺骗语音频谱之间的巨大差异。此外,使用恒q倒谱系数(CQCC)技术提取幅度辨别功率特征集,以检测重放欺骗攻击,用于说话人验证。进一步提出了基于ELM的BiLSTM来提高系统性能。该框架的开发集和评价集的等错误率(EER)分别为05.26%和8.44%。
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引用次数: 1
Design of Single-Tuned Harmonic Passive Filters for DC Electric Railway Traction Power Supply System 直流电力铁路牵引供电系统单调谐谐波无源滤波器设计
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696916
Jing En Chin, R. Tan, Jian Teck Hau
The development of the electric railway system in Malaysia is growing rapidly since 1995. The use of a twelve-pulse rectifier to convert AC to DC supply in TPSS will generate the 11th and 13th harmonic current to the distribution lines. In this paper, a DC urban electric railway system is modeled and its harmonic analysis is discussed. It was found that the harmonic current distortion caused by the TPSS has exceeded the TDD and IHDi limits based on IEEE 519–2014 standard. Thus, the harmonic filter is chosen to mitigate this harmonic problem. The single-tuned harmonic passive filters are designed as they are more cost-effective, simple to design, and have high flexibility. The three-dimensional perspective of impedance, quality factor, and reactive power is analyzed to reduce the harmonic, improve the power factor, and prevent interharmonics at a low cost. The reactive power and quality factor selected based on the three-dimensional perspective are used to determine the capacitance, inductance, and resistance of the single-tuned harmonic passive filter. In addition, the graph of impedance against harmonic order and the bode diagram are plotted to analyze the characteristics of the filters. The results show that the designed filters can reduce the TDD to 1.97% and below. Besides, the 11th IHDi is reduced to 1.94% and below while the 13th IHDi is reduced to 1.97% and below. Therefore, the harmonic current distortion is complying with the IEEE 519-2014 standard limits with the presented single-tuned harmonic passive filters.
自1995年以来,马来西亚的电气化铁路系统发展迅速。在TPSS中使用十二脉冲整流器将交流电源转换为直流电源,将向配电线路产生第11和第13次谐波电流。本文对直流城市电气化轨道系统进行了建模,并对其谐波分析进行了讨论。结果表明,TPSS引起的谐波电流畸变已超过IEEE 519-2014标准的TDD和IHDi限值。因此,选择谐波滤波器来缓解这一谐波问题。单调谐谐波无源滤波器的设计更具成本效益,设计简单,灵活性高。从阻抗、质量因数和无功功率的三维角度进行分析,以低成本降低谐波,提高功率因数,防止间谐波的产生。利用三维视角选取的无功功率和品质因数来确定单调谐谐波无源滤波器的电容、电感和电阻。此外,还绘制了阻抗与谐波阶的关系图和波德图,分析了滤波器的特性。结果表明,所设计的滤波器可将TDD降低到1.97%及以下。此外,第11个IHDi降至1.94%及以下,第13个IHDi降至1.97%及以下。因此,所设计的单调谐谐波无源滤波器的谐波电流畸变符合IEEE 519-2014标准限值。
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引用次数: 0
Performance Evaluation of Maximum Power Point Algorithms for Annulling the Effect of Irradiance and Temperature for Standalone Electric Vehicle Charger 独立电动汽车充电器最大功率点算法消除辐照度和温度影响的性能评价
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696741
Kameswara Satya Prakash Oruganti, C. Vaithilingam, Gowthamraj Rajendran, A. Ramasamy, R. Gamboa
The study presented in this paper deals with the evaluation of maximum power point tracking (MPPT) algorithms to nullify the effect of varying irradiance and temperature inputs given to the solar photovoltaic (PV) powered standalone electric vehicle (EV) chargers. Three different MPPT algorithms, namely perturb and observe (PO), particle swarm optimization (PSO), and cuckoo search (CA) algorithm, are designed and the settling time to reach steady-state by overcoming the effect of variable irradiance and temperature along with partial shading is analyzed. In this analysis, four different conditions are introduced: constant irradiation and constant temperature, which is an ideal case followed by change in irradiation with constant temperature, constant irradiance with temperature change, and finally, both varying irradiance and temperature. Among the algorithms, the CA algorithm tracks to the maximum power of 19.9kW, 12.8kW, 12.3kW, and 19.42kW respectively for all conditions. The analysis confirmed that the CA algorithm remains superior with 24%, 67%, 79%, and 40% of a maximum power compared to others by achieving the steady state at 0.2 seconds.
本文研究了最大功率点跟踪(MPPT)算法的评估,以消除太阳能光伏(PV)供电的独立电动汽车(EV)充电器的不同辐照度和温度输入的影响。设计了扰动观测算法(PO)、粒子群优化算法(PSO)和布谷鸟搜索算法(CA)三种不同的MPPT算法,并分析了克服光照和温度变化以及部分遮阳的影响而达到稳态的沉降时间。在分析中,引入了四种不同的条件:恒定辐照和恒定温度,这是理想的情况,其次是恒定温度下辐照变化,恒定辐照度随温度变化,最后是既变辐照度又变温度。其中,CA算法在所有工况下的最大功率分别为19.9kW、12.8kW、12.3kW、19.42kW。分析证实,通过在0.2秒内实现稳态,CA算法与其他算法相比仍然具有24%,67%,79%和40%的最大功率优势。
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引用次数: 0
Investigations on Finite Element Analysis of Permanent Magnet Synchronous Motor Using ANSYS RMxprt and Maxwell for Electric Vehicle Applications 基于ANSYS RMxprt和Maxwell的电动汽车用永磁同步电机有限元分析研究
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696899
S. N, Allirani S
As the current scenario of research is on Permanent Magnet Synchronous Motor (PMSM) which play a vital role in Electric Vehicles (EV). This paper emphasize on 2.2 kW PMSM suitable for EV applications. The machine geometry is constructed in RMxpert based on the theoretical calculations and validated. The performance of the validated machine has been simulated and the results are presented. Further Finite Element Analysis of PMSM is carried out using ANSYS Maxwell 2D and the flux distribution in stator and permanent magnet has been presented and analyzed. The machine performance under loaded condition is analyzed for enhancement.
永磁同步电动机在电动汽车中起着至关重要的作用,目前的研究方向是永磁同步电动机。本文重点研究了适用于电动汽车的2.2 kW永磁同步电机。在理论计算的基础上,在RMxpert中构造了机床的几何形状,并进行了验证。对验证机的性能进行了仿真,并给出了仿真结果。利用ANSYS Maxwell 2D软件对永磁同步电动机进行了进一步的有限元分析,给出并分析了定子和永磁体的磁通分布。分析了机床在载荷条件下的性能,以提高其性能。
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引用次数: 2
Vibration Analysis of Electrical Machine 电机振动分析“,
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696991
M. Saravanan, G. K. Rajini
Recently industries that possess electrical machines mainly focuses on machine monitoring which involves many methods. Some of the methods are chemical, thermal and vibration monitoring. These methods require high accuracy sensors but in this case of vibration monitoring high accuracy sensors are not required which is emphasized in this work. The new approach is introduced to recognize the machine age based on vibration signal and the results are extracted by using signal processing techniques. Generally old machine creates huge vibration but in new machine vibrations are less observed. Our algorithm and techniques will easily recognize the machine type. In this paper, DWT (Discrete Wavelet Transform) and DWPT (Discrete Wavelet Packet Transform) used for recognizing old and new machines. Using these transform domain techniques, global threshold, threshold coefficient and statistical features like (entropy) were computed. From the results, it is convenient to recognize the machine's age and its lifetime.
近年来,拥有电机的工业主要集中在机器监控上,涉及到多种方法。其中一些方法是化学、热和振动监测。这些方法需要高精度的传感器,但在这种情况下,振动监测不需要高精度的传感器,这是本工作的重点。介绍了一种基于振动信号识别机器年龄的新方法,并利用信号处理技术对结果进行了提取。通常旧机器产生巨大的振动,但在新机器振动较少观察。我们的算法和技术将很容易识别机器类型。本文将离散小波变换(DWT)和离散小波包变换(DWPT)用于新旧机器的识别。利用这些变换域技术,计算了全局阈值、阈值系数和熵等统计特征。从结果中,可以方便地识别机器的年龄和寿命。
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引用次数: 0
A Medical Decision Support System to Detect Covid-19 Pneumonia Using CNN 基于CNN的Covid-19肺炎检测医疗决策支持系统
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696553
S. Devi, Amirthavarshini D, Anbukani R S, Harini T K
Due to the pandemic by the spread of the COVID virus, there has been a mandatory demand to screen patients. Predominantly RTPCR test is used to detect the virus. The RTPCR test is the most commonly used technique to detect COVID - 19 viruses. The test takes a minimum of 12 hours which is time-consuming and might put a patient's life at stake. This detection method for COVID screening is said to have a false detection rate. CT scans have been used for COVID-19 screening and using CT has several challenges especially since their radiation dose is considerably higher than x-rays. Hence, CXRs are a better choice for the initial assessment. Detection of COVID-19 pneumonia is a fine-grained problem as doctors cannot detect it just by looking at the x-ray images. Moreover, the radiologists visit many patients every day and the diagnosis process take significant time, which may increase errors in screening notably. Therefore, a medical decision support system for screening COVID-19 patients is of utmost importance. Our proposed system is a web application that helps to screen COVID-19 patients effectively.
随着新冠肺炎疫情的扩散,对患者进行检查的必要性越来越高。主要使用RTPCR检测病毒。RTPCR检测是检测COVID - 19病毒最常用的技术。这项检测至少需要12个小时,这很耗时,而且可能会危及患者的生命。这种检测方法被认为存在误检率。CT扫描已被用于COVID-19筛查,使用CT有几个挑战,特别是因为它们的辐射剂量远高于x射线。因此,对于初始评估而言,cxr是更好的选择。COVID-19肺炎的检测是一个精细的问题,因为医生不能仅仅通过x射线图像来检测。此外,放射科医生每天就诊的病人很多,诊断过程需要花费大量的时间,这可能会显著增加筛查的错误率。因此,建立筛查新冠肺炎患者的医疗决策支持系统至关重要。我们提出的系统是一个有助于有效筛查COVID-19患者的web应用程序。
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引用次数: 0
App controlled Robotic Arm with Ultrasonic Sensor and Solar Panels 应用程序控制的机械臂与超声波传感器和太阳能电池板
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9697049
Shreyas V Kuradagi, Kritika Arora, P. Mahalakshmi, S. Balaganapathy, A. Sharmila
Usually movement of goods from one location to another requires human input. This is a tiring job in industries where goods are picked and placed in bulk and the weight of goods to be carried is beyond human potential. Automation industry can play a large role in reducing the human labour and making the process more efficient. In this paper, we put forward a solution to this problem using environment friendly automation technology. We use NodeMCU as the connection between the system and the device through the internet. Our goal is to reduce human interference in hazardous work environment and place with oxygen deficiency through an app controlled 3D printed robotic arm. This arm can be controlled through an android application from anywhere around the globe and can be programmed to perform basic tasks. Furthermore, we are using 3D printing technology so as to eliminate the requirements of production moulds thereby reducing the cost of the arm and making it more feasible. Another objective of this Project was to make the Arm as environmentally safe as possible. Hence, a solar panel will be connected to the Chassis. This ensures that the primary source of power for the Arm is solar energy which is a renewable resource. In addition to this, the plastic which will be used to 3D print the individual parts will be biodegradable and thereby reducing the carbon footprint.
通常货物从一个地方移动到另一个地方需要人工输入。这是一项累人的工作,因为在这些行业中,货物被大量挑选和放置,要搬运的货物的重量超出了人类的潜力。自动化工业可以在减少人力劳动和提高生产效率方面发挥重要作用。本文提出了一种利用环境友好型自动化技术解决这一问题的方法。我们使用NodeMCU作为系统和设备之间通过互联网的连接。我们的目标是通过应用程序控制的3D打印机械臂,在危险的工作环境和缺氧的地方减少人为干扰。这只手臂可以在全球任何地方通过安卓应用程序进行控制,并可以被编程来执行基本任务。此外,我们正在使用3D打印技术,以消除生产模具的要求,从而降低手臂的成本,使其更具可行性。该项目的另一个目标是使该武器尽可能对环境安全。因此,太阳能电池板将连接到底盘。这确保了Arm的主要动力来源是太阳能,这是一种可再生资源。除此之外,用于3D打印单个部件的塑料将是可生物降解的,从而减少了碳足迹。
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引用次数: 0
Non-Invasive IoT-Based Anaesthesia Control System 无创物联网麻醉控制系统
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696586
Raghav Khattar, S. Srinivas, A. Sharmila, S. Balaganapathy
In this paper, we present the design, implementation and the authentication of a novel Internet of Things (IoT) Anaesthesia drug control system for the online continuous and mutinous controlling of Anaesthesia drugs by detecting two vital body parameters, i.e., body temperature and pulse rate. The mentioned complete system comprises a NodeMCU based control system that drives and reads out the signal from the sensors. When the sensors sense readings of heart rate, body temperature and sweat from the patient's body, which are out of the normal range, the system is designed to drive the servomotor and hence control the Anaesthesia drugs injection in the body according to the patient's current state. The IoT network is upheld by a Cloud framework, which permits the specialist to monitor all the patient's information through Ubidots Cloud. The real time readings of the body parameters of the patient and the position of servo motor, hence the status of the Anaesthesia drug delivery is sent to the hospital cloud from where an anesthetist can observe the readings. If abnormal body temperature and heart rate is observed, the concerned personnel are alerted. Anaesthesia delivery is stopped until the state of the patient becomes normal. The approval closes with the check that this framework effectively works for the concurrent observing and controlling of sedation and the system is turned off manually with a switch. This work is focused on automating the process of Anaesthesia delivery and making the process more economical and efficient.
本文介绍了一种新型的物联网麻醉药物控制系统的设计、实现和认证,该系统通过检测体温和脉搏这两个重要的身体参数,实现对麻醉药物的在线连续和可变控制。上述完整的系统包括一个基于NodeMCU的控制系统,该系统驱动并读取来自传感器的信号。当传感器感知到患者身体的心率、体温和汗液等读数超出正常范围时,系统就会驱动伺服电机,从而根据患者的当前状态控制注射到体内的麻醉药物。物联网网络由云框架支撑,专家可以通过Ubidots Cloud监控患者的所有信息。病人身体参数的实时读数和伺服电机的位置,从而麻醉给药的状态被发送到医院云,麻醉师可以从那里观察读数。如果观察到异常的体温和心率,有关人员将得到警报。麻醉分娩停止,直到病人的状态恢复正常。通过检查该框架有效地用于镇静的并发观察和控制,并通过开关手动关闭系统,批准结束。这项工作的重点是麻醉交付过程的自动化,使过程更加经济和高效。
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引用次数: 0
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2021 Innovations in Power and Advanced Computing Technologies (i-PACT)
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