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2022 2nd International Conference on Artificial Intelligence and Signal Processing (AISP)最新文献

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Real-time monitoring system for attendance and attentiveness in virtual classroom environments 虚拟课堂环境下的出勤和注意力实时监控系统
Pub Date : 2022-02-12 DOI: 10.1109/AISP53593.2022.9760690
Rishav Jaiswal, Akarsh K. Nair, Jayakrushna Sahoo
With the outbreak of the COVID-19 pandemic, classroom environments have been subjected to revolutionary changes via the employment of virtual classrooms and allied technological advancements. The traditional methodologies are proving to be inefficient in such an environment for teaching as well as managerial tasks. Also considering their cumbersome nature, the need for a newer, stronger, and better model is evident. As of now, many Deep Learning techniques have been employed for the purpose, ranging from the usage of standard object detection APIs or even CNNs and their variants. Our study proposes a model based on SVM embedded on top of embedding vectors combined with a Single-shot detector for real-time monitoring of attendance and attentiveness of students in a virtual classroom set up making use of video feed. A small comparative study between the proposed model and dlib, a standard library for the purpose as well is performed. The results show that our model outperforms dlib methodology significantly with high accuracy and performance efficiency. We had done experimentations on the fer2013 dataset particularly for emotion detection and custom datasets in general. Even though the model performs well in our experimentations, the need for a stronger and better dataset is high for evaluating the model and implementing it in real-life scenarios.
随着新冠肺炎疫情的爆发,通过虚拟教室的使用和相关技术的进步,教室环境发生了革命性的变化。在这样的教学环境和管理任务中,传统的方法被证明是低效的。此外,考虑到它们笨重的性质,显然需要更新、更强、更好的模型。到目前为止,许多深度学习技术已被用于此目的,从使用标准对象检测api甚至cnn及其变体。我们的研究提出了一种基于嵌入向量的SVM模型,该模型结合了单镜头检测器,用于实时监控使用视频馈送的虚拟教室中学生的出勤率和注意力。对所提出的模型和dlib(一个用于此目的的标准库)进行了小型比较研究。结果表明,该模型具有较高的精度和性能效率,明显优于dlib方法。我们已经在fer2013数据集上做了实验,特别是情感检测和自定义数据集。尽管该模型在我们的实验中表现良好,但对于评估该模型并在现实场景中实现它,需要一个更强大、更好的数据集。
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引用次数: 0
IoT Based V2I Framework For Accident Prevention 基于物联网的事故预防V2I框架
Pub Date : 2022-02-12 DOI: 10.1109/AISP53593.2022.9760623
Hitesh Mohapatra, A. K. Dalai
The volcanic growth of the population directly influences the density of vehicles on the road. The rapid growth of vehicles is the primary cause of traffic congestion, pollution, and life-loss through accidents. This paper has presented an IoT-based vehicle to infrastructure (V2I) model for better predictability about road behaviors. This V2I model helps to avoid accidents or collisions at cross-sections of the road. The implementation part of the proposed model has considered the speed of the vehicle and creates an advanced alert mechanism based on the speed. The implementation and validation of the proposed model have been done through the RMATLAB17 simulator. The simulation results are satisfactory and achieve 82.14% of accuracy in generating an alert signal for proper decision-making by the drivers.
人口的火山式增长直接影响到道路上车辆的密度。车辆的快速增长是造成交通拥堵、污染和事故伤亡的主要原因。本文提出了一种基于物联网的车辆对基础设施(V2I)模型,以更好地预测道路行为。这种V2I模式有助于避免事故或碰撞在道路的横截面。该模型的实现部分考虑了车辆的速度,并建立了基于速度的高级报警机制。通过RMATLAB17仿真器对所提出的模型进行了实现和验证。仿真结果令人满意,产生预警信号的准确率达到82.14%,可帮助驾驶员做出正确的决策。
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引用次数: 1
Supervised Machine Learning Approaches for Medical Data Classification 医疗数据分类的监督机器学习方法
Pub Date : 2022-02-12 DOI: 10.1109/AISP53593.2022.9760688
A. K. Dalai, A. K. Jena, B. Ramana, B. Maneesha, Nibedan Panda
Recently there is an emergent curiosity among researchers to apply machine learning algorithms over diversified real world complications to get simpler outcome. The notion behind this briefing is to represent the basic machine learning algorithms and its applicability in current research. Broadly machine learning algorithms falls to the category of either supervised or unsupervised learning technique. In this paper we have discussed supervised machine learning techniques with its simplicity to apply over various problem areas and simultaneously the challenges for such algorithms. Furthermore SVM and Random Forest (RF) are utilised learn, categorise, and compare cancer, liver, diabetes, iris, and heart data in this study. For all considered data sets, the results of SVM and RF are compared. The results are properly analysed in order to develop better prediction learning techniques.
最近,研究人员对将机器学习算法应用于多样化的现实世界复杂性以获得更简单的结果产生了浓厚的兴趣。本简报背后的概念是代表基本的机器学习算法及其在当前研究中的适用性。从广义上讲,机器学习算法属于监督学习技术或无监督学习技术的范畴。在本文中,我们讨论了监督机器学习技术,它可以简单地应用于各种问题领域,同时也讨论了这种算法面临的挑战。此外,本研究利用SVM和随机森林(RF)对癌症、肝脏、糖尿病、虹膜和心脏数据进行学习、分类和比较。对于所有考虑的数据集,将SVM和RF的结果进行比较。为了开发更好的预测学习技术,对结果进行了适当的分析。
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引用次数: 1
Next-gen traffic rule violation detection using optimum feature extraction techniques on highway and toll tax using Raspberry-pi hardware 基于树莓派硬件的高速公路和收费税的新一代交通规则违规检测
Pub Date : 2022-02-12 DOI: 10.1109/AISP53593.2022.9760531
Manishkumar Purohit, Arvind R. Yadav, Roshan Kumar, Manish Kumar, Sandeep Dhariwal, J. Kumar
Across the globe, vehicle collision on roads results in the death/disabilities of people. Moreover, it results in substantial monetary burden to the concerened people and other stakeholdes. Generally, the accidents take place due to ignorance while crossing the lane and use of electronic gadgets. Government is spending a lot of money to create awareness and encourage people to follow traffic rules. Over the last two decades, significant reserach has been carrried out in traffic management system. Generally, sensor based methods are utilized to track traffic violations. These methods need appropriate infrastructure. In this work, authors have proposed a machine-vision based method to recognize the traffic rule(s) violators on highways and at toll tax plazas with the help of some important descriptors of the images and classification algorithms. This paper presents a feature extraction based system for lane and traffic rule voiation detection and tracking using low cost Raspberry Pi hardware.The experimental work suggest that, Grab cut and Hough transform techniques performed better on test image dataset to identify vehicle lane on highways. Further, combination of RootSIFT with Flann-index matcher gives superior results (accuracy of 95.3%) as compared to other feature extraction and matchers on the given dataset for detection of traffic rule violation and tracking of vehicles. The average computation time of 0.13s for the obtained results. Further, Haarcascade algorithm was used to detect mobile phone usage while riding vehicle and achieved 91% accuracy on collected datset on Raspberry pi 2(B) hardware and further vehicles detected in traffic rule violation undergoes for license plate detection and challan generation to penalize the on defaulters.
在全球范围内,道路上的车辆碰撞造成人员死亡/残疾。此外,它给有关人员和其他利益相关者带来了沉重的经济负担。一般来说,事故是由于在过马路和使用电子产品时的无知而发生的。政府花了很多钱来提高人们的交通意识,鼓励人们遵守交通规则。在过去的二十年里,人们对交通管理系统进行了大量的研究。通常,基于传感器的方法用于交通违章跟踪。这些方法需要适当的基础设施。在这项工作中,作者提出了一种基于机器视觉的方法,通过一些重要的图像描述符和分类算法来识别高速公路和收费广场上的交通规则违规者。本文提出了一种基于特征提取的车道和交通规则偏差检测与跟踪系统,该系统采用低成本的树莓派硬件。实验表明,Grab cut和Hough变换技术在测试图像数据集上对高速公路上的车道识别效果较好。此外,与给定数据集上的其他特征提取和匹配器相比,RootSIFT与Flann-index匹配器的组合在检测交通规则违规和车辆跟踪方面提供了更好的结果(准确率为95.3%)。所得结果的平均计算时间为0.13s。在Raspberry pi 2(B)硬件上采集数据集,采用Haarcascade算法检测乘车时手机使用情况,准确率达到91%,对违规车辆进行车牌检测和生成挑战,对违规车辆进行处罚。
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引用次数: 1
A Simple Miniaturized Flower Patch Antenna using Meander Lines for X & K Bands 一种用于X和K波段的弯曲线的简单小型化花贴片天线
Pub Date : 2022-02-12 DOI: 10.1109/AISP53593.2022.9760557
Puja Acharya, J. Kumar, Vineet Dahiya
This paper proposes an Ultra-Wide Band antenna with multiple bands for satellite and radar communications. A miniaturized meander antenna is proposed, and its design is presented and simulated. The design incorporates a flower type patch antenna and a half planar ground surface using metamaterial. The antenna has a substrate size of 20mm x 20mm with a total thickness of 1.588 mm. By using FR4 epoxy as substrate, antenna resonates at 10.77GHz and 19.00GHz. This paper addresses a simple design methodology for the multiband microstrip patch antenna by using meander lines. This paper also shows the effects on the use of meander lines on the patch antenna. The antenna, so designed suggests a unique structure in which slot is used to propagates multiband frequencies. In this technique, a rectangular MPA is designed, then circular slot is imposed on top of the radiating patch. The results such as return loss, surface charge density, radiation pattern is obtained and discussed. The antenna is simulated on HFSS and results like gain, VSWR, radiation efficiency and radiation pattern are investigated.
提出了一种用于卫星和雷达通信的多波段超宽带天线。提出了一种小型弯曲天线的设计方案,并进行了仿真。该设计包括花型贴片天线和使用超材料的半平面地面。天线的基板尺寸为20mm × 20mm,总厚度为1.588 mm。采用FR4环氧树脂作为衬底,天线谐振频率分别为10.77GHz和19.00GHz。本文提出了一种利用弯曲线设计多波段微带贴片天线的简单方法。本文还讨论了曲线对贴片天线使用的影响。这样设计的天线提出了一种独特的结构,其中使用槽来传播多频段频率。在该技术中,先设计一个矩形的MPA,然后在辐射片的顶部加一个圆槽。得到了回波损耗、表面电荷密度、辐射方向图等结果并进行了讨论。在HFSS上对该天线进行了仿真,研究了增益、驻波比、辐射效率和辐射方向图等结果。
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引用次数: 3
Defect Detection Using Fan Chirp Transform using Quadratic Frequency Modulated Thermal Wave Imaging 二次调频热波成像的风扇啁啾变换缺陷检测
Pub Date : 2022-02-12 DOI: 10.1109/AISP53593.2022.9760566
M. Muzammil Parvez, M.Lakshmana Kumar, R. Ravindran, R. Anirudh, Lokam Nithin Bharadwaj, Chella Santhosh, Thondam Sri Ravi Teja, R.G.N Vardhan Reddy
Lifetime of the material is important in various fields of applications. Aerospace, mosaics, and metallic objects serving in realistic applications in day today life. Materials possessing greater defect have low lifetime when compared with materials having smaller defects. So it’s important to check the detects in order to have a knowledge of material’s lifetime different detection techniques are performed to find subsurface anomalies. In this research investigation a non-contact, and Quadratic Frequency Modulated thermal wave imaging technique (QFMTWI) is used to evaluate the whole field of the material with more reliable information. The recorded thermal response provides the information regarding cracks, voids, irregularities present in the material’s sub-surface. Fan Chirp transform method is adopted. It is a method which matches completely with the chirp rate obtained from the sample to facilitate improved visualization of defects. Fan-Chirp transform method provides a noteworthy defect detection of the sample.
材料的寿命在各种应用领域都很重要。航空航天、马赛克和金属物体在日常生活中的实际应用。与缺陷较小的材料相比,缺陷较大的材料寿命较低。因此,为了了解材料的使用寿命,对探测设备进行检查非常重要,不同的探测技术可以用来发现地下异常。本研究采用非接触式二次调频热波成像技术(QFMTWI)对材料的全场进行评价,获得了更可靠的信息。记录的热响应提供了有关材料表面下存在的裂缝、空洞和不规则性的信息。采用扇形啁啾变换方法。这是一种与从样品中获得的啁啾率完全匹配的方法,有助于改进缺陷的可视化。风扇-啁啾变换方法提供了一个值得注意的缺陷检测样品。
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引用次数: 0
PAPR reduction using a Precoder and Compander combination in a NOMA-OFDM VLC system 在NOMA-OFDM VLC系统中使用预编码器和压缩器组合来降低PAPR
Pub Date : 2022-02-12 DOI: 10.1109/AISP53593.2022.9760659
N. Sharan, S. Ghorai, Ajit Kumar
The power domain non-orthogonal multiple access (NOMA) protocol is proposed as a viable 5G visible light network solution. Orthogonal frequency division multiplexing access (OFDM) is anticipated to exist in 5G systems due to a number of important characteristics, including multi-path fading tolerance, low latency, and high compatibility with multiple input multiple output (MIMO) systems. The optical OFDM (OOFDM) system based on NOMA is a promising contender for supporting fast packet switching network especially in green indoor mobile networks. The OFDM waveform suffers from high PAPR issues. The high PAPR degrades the BER and also enhances the nonlinearity in an O-OFDM system. This research uses a hybrid technique that combines a precoder and a $mu$-compander to reduce the PAPR of a NOMA-based DC-biased O-OFDM (DCO-OFDM) system. The proposed NOMA DCOOFDM system exhibits a low PAPR of only 4.3 dB. Also, for a reference bit error rate of 10-4, the proposed technique displays an error vector magnitude (EVM) of 13.2 dB.
提出了功率域非正交多址(NOMA)协议作为可行的5G可见光网络解决方案。由于具有多径衰落容忍、低延迟以及与多输入多输出(MIMO)系统的高兼容性等许多重要特性,预计5G系统中将存在正交频分复用接入(OFDM)。基于NOMA的光OFDM (OOFDM)系统是支持快速分组交换网络特别是绿色室内移动网络的有力竞争者。OFDM波形存在高PAPR问题。高的PAPR降低了O-OFDM系统的误码率,同时也增强了系统的非线性。本研究使用一种混合技术,结合预编码器和$mu$-compander来降低基于noma的dc偏置O-OFDM (DCO-OFDM)系统的PAPR。所提出的NOMA DCOOFDM系统具有仅4.3 dB的低PAPR。此外,在参考误码率为10-4的情况下,该技术显示的误差矢量幅度(EVM)为13.2 dB。
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引用次数: 2
A Study on Secret Data Sharing through Coverless Steganography 基于无覆盖隐写技术的秘密数据共享研究
Pub Date : 2022-02-12 DOI: 10.1109/AISP53593.2022.9760680
Sourabh Debnath, R. Mohapatra
The basic fundamental of steganography is to conceal the confidential data in designated cover media which will carry the secret message in such a way that no one can suspect it. With the increase in multimedia content over the net, the probability of information being theft is increased. To make confidential communication secure, people choose different data hiding techniques. Recently, steganography has gained popularity in information hiding. Information hiding is a subject that manages the concealing of classified data from attackers and hackers. Though the secret messages are not visible to human eyes but can be noticeable under statistical representation of cover media. The coverless hiding technique doesn’t modify the cover object. However, the cover object is used to transfer confidential data. A mapping relationship is created among cover objects and confidential data by following the characteristics of cover media. The term “coverless” is without any modification in the cover image the confidential data can be sent. The prime advantage of using a coverless approach is, it cannot be detected under steganalysis as no embedding is performed in cover media. This technique has drawn more attention in the data hiding field. Currently, it has been observed that most of the research work in coverless hiding approaches selected text and image as cover media. A very few researchers have considered video as cover media in coverless approach which has plentiful contents and provides the opportunity to explore.
隐写术的基本原理是将机密资料隐藏在指定的封面媒体上,而这些媒体将以一种没有人能怀疑的方式传播秘密信息。随着网络上多媒体内容的增加,信息被窃取的可能性也随之增加。为了保证保密通信的安全性,人们选择了不同的数据隐藏技术。最近,隐写术在信息隐藏中得到了广泛的应用。信息隐藏是一门管理对攻击者和黑客隐藏机密数据的学科。虽然人眼无法看到这些秘密信息,但在封面媒体的统计表示下却可以被注意到。无覆盖隐藏技术不修改覆盖对象。但是,覆盖对象用于传输机密数据。根据封面媒体的特点,在封面对象和保密数据之间建立映射关系。术语“无封面”是指在封面图像没有任何修改的情况下,机密数据可以发送。使用无覆盖方法的主要优点是,由于没有在覆盖介质中进行嵌入,因此在隐写分析中无法检测到它。该技术在数据隐藏领域受到越来越多的关注。目前,无覆盖隐藏方法的研究大多选择文本和图像作为覆盖媒介。很少有研究者将视频作为无覆盖方法的覆盖媒介,它内容丰富,提供了探索的机会。
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引用次数: 3
Performance Evaluation of Speech Radio band Extension Technique using Simulink 基于Simulink的语音无线电频带扩展技术性能评价
Pub Date : 2022-02-12 DOI: 10.1109/AISP53593.2022.9760573
R. Emani, P. Telagathoti, N. Prasad
The prime restriction characteristic of most communication systems is Bandwidth. In telephone networks, the functional voice frequency spreads in the interval 300 to 3400 Hz and is often referred to as In-Band (IB). The performance and perception of speech are extensively influenced by the IB. The Speech Radio Band Extension (SRBE) technique enforced alongside the IB speech signal aids in boosting the performance and perception of IB speech signals by sending strayed speech frequency components as extra data. At the receiver, an enhanced Wide Band (WB) signal is generated from the missing speech frequency components that are transmitted as additional information. Here both transmitter and receiver are implemented in the Simulink model. The competence of the SRBE technique is investigated in this research by comparing it with a Traditional Telephony Speech Enhancement Technique (TTSET). Subjective listening and objective testing assessments authenticate the improvement of the performance and perception of IB speech.
大多数通信系统的主要限制特性是带宽。在电话网络中,功能话音频率在300至3400hz之间传播,通常称为带内(IB)。语音的表现和感知受到IB语音信号的广泛影响。与IB语音信号一起实施的语音无线电频带扩展(SRBE)技术通过发送杂散语音频率分量作为额外数据,有助于提高IB语音信号的表现和感知。在接收端,从作为附加信息传输的缺失的语音频率分量产生增强的宽带(WB)信号。在这里,发射器和接收器都是在Simulink模型中实现的。通过与传统的电话语音增强技术(TTSET)的比较,研究了SRBE技术的能力。主观听力和客观测试评估验证了IB语言表现和感知的改善。
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引用次数: 0
Second Order System Performance Analysis based on Additional Actuating Signal Control Strategy 基于附加作动信号控制策略的二阶系统性能分析
Pub Date : 2022-02-12 DOI: 10.1109/AISP53593.2022.9760609
B. Datta, Arnab Das, Achintya Das
In the present paper, a AAS based Control strategy has been implemented as an adaptive control technique. The transfer function representing the dynamics of a plant was obtained. The system was modeled in Simulink and simulated without being compensated. The output response in terms of concentration to unit step input revealed that a compensator was needed to get better transient characteristics performance. In order to achieve the desired response from the Control System, in excess of the normal Actuating Signal, an introduction of an compensating signal is proposed. This signal, which may be called the Additional Actuating Signal (AAS), helps in controlling output in the control system, in the systems working environment. A Model Reference Adaptive Controller (MRAC) was designed along with AAS, based on the MIT rule and incorporated with the plant. The Simulink model of the MRAC control for the plant is developed. The simulation results obtained showed that the modified controller provided meticulous and improved tracking error for the range of gain selected, with gain adjusted from 6 to 48 providing the most effective and meticulous tracking error performance.
本文提出了一种基于AAS的自适应控制策略。得到了代表植物动力学的传递函数。在Simulink中对系统进行了建模,并进行了无补偿仿真。对单位阶跃输入浓度的输出响应表明,需要一个补偿器来获得更好的瞬态特性。为了从控制系统获得期望的响应,在正常驱动信号之外,提出了一个补偿信号的引入。该信号可称为附加致动信号(AAS),有助于控制系统在系统工作环境中的输出。在AAS的基础上,基于MIT规则设计了模型参考自适应控制器(MRAC),并与被控对象相结合。建立了该装置MRAC控制的Simulink模型。仿真结果表明,改进后的控制器在选择的增益范围内提供了细致和改进的跟踪误差,增益从6调整到48提供了最有效和细致的跟踪误差性能。
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引用次数: 0
期刊
2022 2nd International Conference on Artificial Intelligence and Signal Processing (AISP)
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