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A Deep Learning Ensemble Model for Short-Term Rainfall Prediction 短期降雨预测的深度学习集成模型
C. V., C. P, H. M., A. S
Rainfall Prediction is an integral part of research these days with its applications ranging from Disaster Management to Agricultural Technologies. Coastal cities like Chennai are extremely prone to irregular and incessant bursts of rainfall. Prior knowledge of such events is necessary to avoid wastage of resources and reduce damage to livelihood. In this paper, we have investigated several state-of-art algorithms such as SARIMA, LSTM, BiLSTM, RNN, RNN-LSTM that are used for rainfall forecasting. The investigations show that the state-of-art algorithms have reduced error rates in predictions, however fail to handle extreme rainfall events. To overcome this, an Ensemble Model of CNN, RNN-LSTM, and Bidirectional LSTM are proposed to forecast the daily rainfall statistics of Chennai. The proposed model is compared with the baseline models to analyze its performance. The features considered for model implementation are Rainfall, Relative Humidity, and Temperature that is collected on a daily scale. The evaluation result shows that the proposed model provides improved prediction results for Rainfall when compared to the baseline approaches.
降雨预测是当今研究的一个组成部分,其应用范围从灾害管理到农业技术。像金奈这样的沿海城市非常容易出现不规律和不间断的降雨。为了避免资源浪费和减少对生计的损害,事先了解此类事件是必要的。本文研究了SARIMA、LSTM、BiLSTM、RNN、RNN-LSTM等几种最先进的用于降雨预报的算法。调查显示,最先进的算法已经降低了预测的错误率,但无法处理极端降雨事件。为了克服这一问题,提出了一种CNN、RNN-LSTM和双向LSTM的集成模型来预测金奈的日降雨量统计。将该模型与基准模型进行了比较,分析了其性能。模型实现所考虑的特征是每天收集的降雨量、相对湿度和温度。评价结果表明,与基线方法相比,该模型对降雨的预测结果有所改善。
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引用次数: 3
Analysis of Optimization Based Routing Protocol for WBAN 基于优化的WBAN路由协议分析
D. C., Murugesan G., J. M., G. N, S. S., S. K., V. A
Medical and psychological applications are expected to benefit substantially from the use of Wireless Body Area Networks (WBAN). As the enormous amount of healthcare data evolves, it becomes more and more difficult to locate any meaningful information. Because in view of integrating IoT into almost all fields, including healthcare, animal monitoring and tracking in all sectors, In order for the WBAN-enabled IoT technology to optimise the functioning of healthcare applications, there must be sufficient support from all the protocol stack levels. Therefore, the network layer protocol has lately attracted an excellent deal of attention within the field of WBANs due to its capacity to manage and coordinate the info packets with minimum energy and avoid congestion. This study is to determine the optimum approach, fitness functions for simulated WBAN routing algorithms are evaluated using routing metrics such as PDR and energy under various optimization approaches. Finally, certain open research issues and early research objectives in the domain are identified and compared across various optimization techniques for WBAN routing protocols.
医疗和心理应用预计将从无线体域网络(WBAN)的使用中大大受益。随着大量医疗保健数据的发展,定位任何有意义的信息变得越来越困难。因为考虑到将物联网集成到几乎所有领域,包括所有部门的医疗保健、动物监测和跟踪,为了使支持wban的物联网技术优化医疗保健应用程序的功能,必须有来自所有协议堆栈级别的足够支持。因此,网络层协议由于能够以最小的能量管理和协调信息包,避免拥塞,近年来在无线局域网领域受到了极大的关注。为了确定最优方法,在各种优化方法下,使用路由指标(如PDR和能量)评估模拟WBAN路由算法的适应度函数。最后,在WBAN路由协议的各种优化技术中,对该领域的一些开放研究问题和早期研究目标进行了识别和比较。
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引用次数: 1
Virtual Lab Assistant with Live-Monitoring System 带有实时监控系统的虚拟实验室助手
Ashwath Palaniappan T., Ilavarasan S., R. T, N. Ravi
The pandemic situation has greatly affected normal working in various sectors. One of the affected sectors is education. Due to online meeting platforms, there was not much difficulty in conducting theory classes. But the real challenge was conducting the lab classes and exams. We take up the problem of conducting computer programming assessment in online mode. One may argue that computer systems and handheld devices are common nowadays, and there are not many hurdles in handling lab sessions. But conducting a fair assessment is a challenging task. We propose a novel virtual platform with monitoring features to facilitate a smooth assessment. Our platform detects the student's face and verifies if there is any proxy. Further, the platform sends the student's image to the examiner for verification. Our platform detects the number of faces within the camera frame. We include modules to detect if the student uses a mobile phone during the examination. The trained model will be deployed in tensorflow workspace which can be easily integrated into the platform as an API and we have verified the efficiency of the model. We observe a 1.47 loss value, which shows the efficiency and feasibility of our proposed model.
疫情严重影响了各部门的正常工作。受影响的部门之一是教育。由于网络会议平台的存在,理论课的开展并没有太大的困难。但真正的挑战是进行实验课和考试。我们讨论了以在线方式进行计算机编程评估的问题。有人可能会争辩说,计算机系统和手持设备现在很普遍,在处理实验会议方面没有太多障碍。但是进行公平的评估是一项具有挑战性的任务。我们提出了一个具有监控功能的新型虚拟平台,以促进顺利的评估。我们的平台检测学生的脸,并验证是否有代理。此外,该平台将学生的图像发送给考官进行验证。我们的平台检测相机帧内的人脸数量。我们包括检测学生在考试中是否使用手机的模块。训练后的模型将部署在tensorflow工作空间中,该工作空间可以很容易地作为API集成到平台中,并且我们已经验证了模型的效率。我们观察到损失值为1.47,表明了我们提出的模型的有效性和可行性。
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引用次数: 0
Scalogram Based Heart Disease Classification using Hybrid CNN-Naive Bayes Classifier 基于尺度图的cnn -朴素贝叶斯混合分类器的心脏病分类
Ajjey S. B., S. S., Sowmeeya S. R., Ajin R. Nair, M. Raju
The proper monitoring of ECG will help to identify patients with cardiac problems. In the last two decades, many lives have been saved due to the automated prediction of heart diseases with the help of ECG signals. This article proposes a hybrid CNN-Naive Bayes classifier for classifying Normal Sinus Rhythm, Abnormal Arrhythmia, and Congestive Heart Failure from the MIT-BIH arrhythmia database. The one-dimensional ECG signals are converted to two-dimensional scalogram images using continuous wavelet transform. The scalogram images eliminate noise filtering and conventional feature extraction steps that may lead to loss of beats. The proposed architecture uses GoogLeNet to extract independent and discriminating features, which aids the Naive Bayes classifier to attain a high accuracy of 98.76%.
适当的心电图监测将有助于识别患者的心脏问题。在过去的二十年中,由于借助ECG信号自动预测心脏病,许多生命得以挽救。本文提出一种cnn -朴素贝叶斯混合分类器,用于从MIT-BIH心律失常数据库中分类正常窦性心律、异常心律失常和充血性心力衰竭。利用连续小波变换将一维心电信号转换为二维尺度图图像。尺度图图像消除了可能导致节拍丢失的噪声滤波和常规特征提取步骤。该体系结构利用GoogLeNet提取独立特征和判别特征,使朴素贝叶斯分类器的准确率达到98.76%。
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引用次数: 1
Modelling of Sign Language Smart Glove Based on Bit Equivalent Implementation Using Flex Sensor 基于位等效实现的柔性传感器手语智能手套建模
Nitin Thoppey Muralidharan, R. S., Rohidh M. R., Senthil Nathan M., Harikumar M. E.
Breaks down boundaries and inspires creativity. These are just a few examples of how communication affects the world around us. Many successful people use this tremendous tool of communication to change the world, while others with disabilities in speech, hearing, or having multiple disabilities use sign language to change the world. However, the disadvantage of employing sign language is that not everyone would be able to understand it. To address this issue, a sensor-based system is proposed with five flex sensors put on five fingers as binary bits, yielding a total of 32 options in this study. In addition, this proposal includes two options for broadening the reach of terms. This proposed model eliminates the need for other types of sensors besides flex sensors, lowering production costs significantly. It is more accurate and efficient than vision-based approaches because it is sensor-based. Because of this project, people who do not understand sign language can communicate easily with people who have speech or hearing problems.
打破界限,激发创造力。这些只是交流如何影响我们周围世界的几个例子。许多成功人士使用这种巨大的沟通工具来改变世界,而其他有语言、听力障碍或多重残疾的人则使用手语来改变世界。然而,使用手语的缺点是不是每个人都能理解它。为了解决这个问题,本研究提出了一种基于传感器的系统,该系统将五个柔性传感器作为二进制位放在五个手指上,总共产生32个选项。此外,这项建议包括扩大条款范围的两种选择。该模型消除了除柔性传感器外对其他类型传感器的需求,显著降低了生产成本。它比基于视觉的方法更准确和有效,因为它是基于传感器的。由于这个项目,不懂手语的人可以很容易地与有语言或听力问题的人交流。
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引用次数: 1
SAR ADC - Binary Search Algorithm for Highly Encrypted Wearable Medical Devices Used in Hostile Environment 敌对环境下高度加密可穿戴医疗设备的SAR ADC二叉搜索算法
T. Esther, Rani D. Garcia Nirmala, S. Rajaram, J.E. Moshe Dayan
Wearable and implantable medical devices are revolutionizing health-care today with lab-on-a-chip technologies because they can register a wide range of physiological and environmental parameters. Implantable Medical Devices (IMDs) and Wearable Medical Devices (WMDs) with bio-sensors have modernized the way high-quality, safe health care is delivered. The wearable device is more readily available than IMDs and does not require additional installation expenditures. It is critical to find solutions for battery depletion, resolution, and data prevention in Wearable Medical Devices (WMDs). The purpose of this paper is to provide a strategy for overcoming current wearable technology challenges. SAR-ADC has a flexible binary search approach, good power efficiency, and high resolution, and the recommended system aids in wearable sensor node reconfigurability. Wearable Medical Devices could generate medical data and communicate it via wireless networks to a cloud-based system. During the data transfer to the cloud, the Man in the Middle will steal confidential medical information. Advanced Encryption Standard (AES) methods are active in Wireless Sensor Networks (WSNs) to safety net the data from loss or stealing of data. AES is a hardware-based encryption method that safeguards data from a variety of threats. As a result, the suggested system uses the AES algorithm to transform data that un-encrypted into encrypted data. The 128 bit AES algorithm was used with the XILINX 14.5 software, yielding a result of 7.528 ns minimum time and 296.8MHz frequency, with a throughput of 1.70 GB/s.
可穿戴和植入式医疗设备通过芯片实验室技术正在彻底改变当今的医疗保健,因为它们可以记录广泛的生理和环境参数。带有生物传感器的植入式医疗设备(imd)和可穿戴式医疗设备(wmd)使提供高质量、安全的医疗保健的方式现代化。这种可穿戴设备比imd更容易获得,而且不需要额外的安装费用。在可穿戴医疗设备(wmd)中,找到电池耗尽、分辨率和数据预防的解决方案至关重要。本文的目的是为克服当前可穿戴技术挑战提供一种策略。SAR-ADC具有灵活的二进制搜索方法、良好的功率效率和高分辨率,并且推荐的系统有助于可穿戴传感器节点的可重构性。可穿戴医疗设备可以生成医疗数据,并通过无线网络与基于云的系统进行通信。在数据传输到云端的过程中,中间人会窃取机密的医疗信息。高级加密标准AES (Advanced Encryption Standard, AES)技术在无线传感器网络(Wireless Sensor network, WSNs)中被广泛应用,以防止数据丢失或被窃取。AES是一种基于硬件的加密方法,可以保护数据免受各种威胁。因此,建议的系统使用AES算法将未加密的数据转换为加密的数据。在XILINX 14.5软件下使用128位AES算法,最小时间为7.528 ns,频率为296.8MHz,吞吐量为1.70 GB/s。
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引用次数: 0
Fairness Index Analysis of NOMA Over OMA System for B5G Applications B5G应用中NOMA Over OMA系统公平性指标分析
Srikamu C., Sirigineedi Sahithi, M. Gayathri, Kondapalli Krishna Spruha, K. S., Jayabharathy R.
Non-Orthogonal Multiple Access (NOMA) is one of the upsurging technologies for the Beyond 5G communication network that finds application in M2M, V2V, and connecting low-power IoT devices. NOMA exploits the multiplexing of signals in the power domain but with the same frequency. The conventional multiple access scheme is Orthogonal Multiple Access (OMA), whose performance is far less efficient when compared to NOMA. Fairness Index (FI) is one of the performance metrics that analyzes the quality of service offered by NOMA and OMA systems. In this paper, the Jain's Fairness Index (JFI) of the NOMA and OMA systems are analyzed with two users and then with more users. For the available bandwidth of 20 MHz with five users, the FI for NOMA is 0.9058, and that for OMA is 0.7087, ensuring the possibility of massive connections with the NOMA system.
非正交多址(NOMA)是超越5G通信网络的新兴技术之一,可用于M2M, V2V和连接低功耗物联网设备。NOMA利用功率域中相同频率的信号多路复用。传统的多址方案是正交多址(OMA),其性能远不如正交多址(OMA)。公平指数(FI)是分析NOMA和OMA系统提供的服务质量的性能指标之一。本文分析了两个用户和多个用户时NOMA和OMA系统的Jain公平性指数(JFI)。在5个用户的20mhz可用带宽下,NOMA的FI为0.9058,OMA的FI为0.7087,保证了与NOMA系统大量连接的可能性。
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引用次数: 2
Performance Analysis of Pulse Shaping Filters with Novel Rate Adaptive Irregular LDPC Codes 新型速率自适应不规则LDPC码脉冲整形滤波器的性能分析
Mahalakshmi Alias Isakki Ramakrishnan, Tharini Chandraprakasam
In a communication system, pulse shaping filters are used to create a band limited channel and to reduce the Inter Symbol Interference (ISI). Low Density Parity Check Codes (LDPC) code is the improved error correction code used in 5G technology to reduce BER to a great extent. This paper focuses on combining the effect of different pulse shaping filters with the novel rate adaptive irregular LDPC codes. The novel LDPC encoding algorithm having sparse Parity Check Matrix (PCM) is used to achieve capacity nearer to Shannon's Capacity. From the simulation results it is clear that this combination reduces the BER further. It is observed that this idea of combining pulse shaping filters and LDPC can be applied to high data rate communication like 5G in the view of reducing Bit Error Rate (BER).
在通信系统中,脉冲整形滤波器用于创建带限信道和减少符号间干扰(ISI)。低密度奇偶校验码(Low Density Parity Check Codes, LDPC)是5G技术中采用的改进型纠错码,可以在很大程度上降低误码率。本文重点研究了将不同脉冲整形滤波器的作用与一种新的速率自适应不规则LDPC码相结合。采用具有稀疏奇偶校验矩阵(PCM)的LDPC编码算法,使容量更接近香农容量。仿真结果表明,这种组合进一步降低了误码率。可以观察到,从降低误码率(BER)的角度来看,将脉冲整形滤波器与LDPC相结合的想法可以应用于5G等高数据速率通信中。
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引用次数: 0
Smart Reconfigurable Intelligent Surface with Discrete Phase Shifter for Next Generation Networks 面向下一代网络的具有离散移相器的智能可重构智能表面
A. S., H. Jadhav, V. Kumaravelu, F. R. C. Soria, Md. Shohel Sayeed, Arthi Murugadass
The wireless communication field is growing tremendously. To achieve the key requirements of future wireless networks, reconfigurable intelligent surface (RIS) assisted communication is a new research direction. RIS consists of more passive reflectors, and it can direct the signal towards the desired user by adjusting the phase shift of passive elements, hence signal-to-noise ratio (SNR) can be improved. The ideal RIS can compensate the channel effects completely. Practically, the compensation of each and every phase of RIS elements is very difficult. In this work, an algorithm for intelligent discrete phase shifter assisted RIS is developed. The proposed algorithm is tested with one-bit and two-bit discrete phase shifters. Discrete phase shifter maps the required phase of RIS elements to discrete phase levels and steers the beam. Through simulations, it is observed that the increase in discrete phase levels and RIS elements offers performance similar to ideal RIS assisted communication.
无线通信领域正在飞速发展。为了实现未来无线网络的关键要求,可重构智能表面(RIS)辅助通信是一个新的研究方向。RIS由更多的无源反射器组成,它可以通过调节无源元件的相移将信号引导到期望的用户,从而提高信噪比。理想的RIS可以完全补偿信道效应。在实际应用中,RIS单元各相位的补偿是非常困难的。本文提出了一种智能离散移相器辅助的RIS算法。用1位和2位离散移相器对该算法进行了测试。离散移相器将RIS元件所需的相位映射到离散相位电平并引导波束。通过仿真,可以观察到离散相位电平和RIS元素的增加提供了类似于理想的RIS辅助通信的性能。
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引用次数: 0
A Novel UWB Micro Strip Stacked Antenna 一种新型超宽带微带叠加天线
A. Anand, A. Utsav, Amit Abhishek, R. Priya
A stacked microstrip patch antenna using a microstrip feed line for UWB functions has been proposed in this paper. By using two different substrate for assigning the property of stack FR4 and Rogers RT/duroid 5880 with a dielectric constant (εr) of 4.4 and 2.2, respectively, with a gap of 1.5 mm, is assigned. Overall antenna dimensions are 27 mm × 30 mm × 4.7 mm. The concept of EM coupling means that the conduction occurs so that proper matching is desired in this antenna. Multiple slots increase the flow of conductivity in different regions. The simulated results show the bandwidth (B.W) obtained at 3.34 - 4.42 GHz, 6.0012.56GHz GHz with a gain ranging from 4.5 to 8 dB. Throughout this entire region, the proposed antenna provides $mathrm{S}_{11} < -10$ dB.
本文提出了一种利用微带馈线实现超宽带功能的叠层微带贴片天线。利用两种不同的衬底分别对介电常数(εr)为4.4和2.2、间隙为1.5 mm的堆叠FR4和Rogers RT/duroid 5880进行了属性赋值。天线整体尺寸为27mm × 30mm × 4.7 mm。电磁耦合的概念是指在这种天线中发生传导,因此需要适当的匹配。多个槽增加了不同区域的导电性流动。仿真结果表明,在3.34 ~ 4.42 GHz、6.0012.56GHz频段获得的带宽B.W,增益范围为4.5 ~ 8 dB。在整个区域内,所提出的天线提供$ mathm {S}_{11} < -10$ dB。
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引用次数: 0
期刊
2022 International Conference on Wireless Communications Signal Processing and Networking (WiSPNET)
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