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2021 IEEE International Symposium on Smart Electronic Systems (iSES) (Formerly iNiS)最新文献

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Systolic Array based Multiply Accumulation Unit for IoT Edge Accelerators 基于收缩阵列的物联网边缘加速器乘法积累单元
Pub Date : 2021-12-01 DOI: 10.1109/iSES52644.2021.00058
P. Lahari, S. Yellampalli, R. Vaddi
Accelerator is a hardware that runs along with the processor and executes the key functions much faster than the processor. The Main purpose of the Accelerator is to increase speed. Deep Neural Networks has achieved wide results in the various Machine Learning Applications Such as image, video, text classification and language translation. The purpose of DNN Accelerators is to speed up the most complex Computation i.e., matrix multiplication. Systolic array Based Accelerator seems like multiply Accumulate unit with Systolic Array based multiplication followed by Adder and accumulator. Multiply Accumulate Unit comprises multiplier, adder and Accumulator. Multiplier is designed used systolic array and that output is given as one of the inputs to the adder followed by Accumulator. In this paper general Matrix based Multiply Accumulate Unit is compared with systolic array based Multiply Accumulate Unit using Xilinx ISE 14.5, various parameters like area, delay and speed are compared. Systolic Array based Multiply Accumulate Unit consumes less area of 49%, less delay of 35% and in turn provides high speed when compared with general matrix multiplier-based multiplier Accumulate unit.
加速器是一种与处理器一起运行的硬件,它执行关键功能的速度比处理器快得多。加速器的主要目的是提高速度。深度神经网络在各种机器学习应用中取得了广泛的成果,如图像、视频、文本分类和语言翻译。DNN加速器的目的是加速最复杂的计算,即矩阵乘法。基于收缩数组的加速器看起来就像用基于收缩数组的乘法乘以累加器和累加器。乘法累加单元包括乘法器、加法器和累加器。乘法器是用收缩阵列设计的,输出作为加法器的一个输入,然后是累加器。本文利用Xilinx ISE 14.5对基于一般矩阵的乘法累加单元和基于收缩阵列的乘法累加单元进行了比较,比较了面积、延迟和速度等参数。与一般基于矩阵乘法器的乘法器累积单元相比,基于收缩阵列的乘法器累积单元消耗的面积少49%,延迟少35%,速度高。
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引用次数: 1
Simulation study and comparative analysis of proposed novel hybrid DG-TFET with conventional TFETs structures for improved performance 为了提高性能,本文提出的新型混合DG-TFET与传统tfet结构进行了仿真研究和对比分析
Pub Date : 2021-12-01 DOI: 10.1109/iSES52644.2021.00079
Aadil Anam, S. Amin, D. Prasad
In this paper, the simulation study and comparative analysis of the proposed novel hybrid Double-Gate Tunnel Field Effect Transistor (DG-TFET) are extensively done with different conventional TFET structures (different semiconductor materials like Si, Ge and SiGe in the source). The novel hybrid DG-TFET improves the electrical performance (like ON current, subthreshold swing (SS), Ion/Ioff) by undercutting the top ultra-shallow source region and by sandwiching the thin Si channel onto it (between the source and gate). By doing so, along with the lateral tunneling junction (like in the conventional DG-TFET), an additional vertical tunneling junction on an ultra-shallow channel (normal to source gate dielectric) is created. The additional top thin Si channel confines the electric field and along with the lateral tunneling like in the conventional TFETs, it also ensures the possible vertical tunneling. The simulation shows significant improvement in the ON current, SS, and Ion/Ioff, etc. of the proposed hybrid DG-TFET compared to the conventional TFETs. Moreover, to optimize the ON state drain current, the simulation study of the proposed novel hybrid DG-TFET with different front gate/source overlapping has been also done in this paper.
本文对所提出的新型混合型双栅隧道场效应晶体管(DG-TFET)进行了广泛的仿真研究和对比分析,采用了不同的传统TFET结构(源中有不同的半导体材料,如Si、Ge和SiGe)。新型混合DG-TFET通过削弱顶部超浅源区并将薄硅沟道夹在其上(在源和栅极之间),提高了电性能(如ON电流,亚阈值摆幅(SS),离子/离子关断)。通过这样做,与横向隧道结(如传统的DG-TFET)一起,在超浅通道(与源栅极介电正常)上创建了一个额外的垂直隧道结。额外的顶部薄硅沟道限制了电场,并且与传统tfet中的横向隧道一样,它也确保了可能的垂直隧道。仿真结果表明,与传统的tfet相比,所提出的混合DG-TFET在ON电流、SS和Ion/Ioff等方面都有显著改善。此外,为了优化导通状态漏极电流,本文还对所提出的具有不同栅源重叠的新型混合DG-TFET进行了仿真研究。
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引用次数: 0
ACC: Blockchain Based Trusted Management of Academic Credentials 基于b区块链的学术证书可信管理
Pub Date : 2021-12-01 DOI: 10.1109/iSES52644.2021.00104
Md. Suman Reza, Sujit Biswas, Abdullah Alghamdi, M. Alrizq, A. Bairagi, Mehedi Masud
Justification of authenticity of academic credentials is a very clumsy task from a global perspective. For digital certificates to be widely accepted requires secure verifications of the issuer, credential holders, and secure data sharing. Physical verification and a traditional centralized digital system are entirely viable for the current era. This paper proposes ACC, a blockchain-based Academic Credentials Chain(ACC), for global authenticity verifications and sharing. The proposed system recognizes from a credential who is certifying whom. In the proposed Blockchain network, a decentralized application allows users to store their credentials data privately. The evaluation results in proof of the feasibility, security and exhibits the level of performance.
从全球的角度来看,证明学历的真实性是一项非常笨拙的任务。要使数字证书被广泛接受,需要对发行者、证书持有者和安全的数据共享进行安全验证。物理验证和传统的集中式数字系统在当前时代完全可行。本文提出了ACC,一个基于区块链的学术证书链(ACC),用于全球真实性验证和共享。提议的系统从证书中识别谁在为谁认证。在提议的区块链网络中,一个分散的应用程序允许用户私下存储他们的凭据数据。评价结果证明了系统的可行性、安全性和性能水平。
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引用次数: 1
Performance Analysis of Classifier Techniques at the Edge Node 边缘节点分类器技术性能分析
Pub Date : 2021-12-01 DOI: 10.1109/iSES52644.2021.00103
A. Chandak, N. Ray, Deepak Puthal
A smart home contains smart gadgets which are generating a huge amount of data. The utilization of IoT gadgets in smart homes is constantly expanding and for faster processing of data, appropriate resources will be required. This generated data is passed to the cloud for processing but there may be a delay in the processing of data. Edge devices reside at the edges of smart gadgets and perform quick processing of data. Computation speed can be increased if generated data is classified and assigned to the edge node. The classifier is commonly used in machine learning algorithms. It can also be used in smart city and smart home applications. Data classification helps in decision-making by finding outliers from data. Many algorithms are available for data classification and out of which the rule-based classifier [1] and k-means clustering [2] are the most commonly used classifier. In this paper, we attempted to analyze the performance of the rule-based classifier and k-means clustering based on evaluation parameters viz. average execution time, service latency, and resource utilization. From the simulation results, it is observed that k-means clustering performs better as compared to rule-based classifier.
智能家居包含产生大量数据的智能设备。物联网设备在智能家居中的应用不断扩大,为了更快地处理数据,需要适当的资源。生成的数据被传递到云端进行处理,但数据的处理可能会有延迟。边缘设备位于智能设备的边缘,可以快速处理数据。如果对生成的数据进行分类并分配到边缘节点,可以提高计算速度。分类器通常用于机器学习算法中。它还可以用于智慧城市和智能家居应用。数据分类通过发现数据中的异常值来帮助决策。数据分类有很多算法,其中基于规则的分类器[1]和k-means聚类[2]是最常用的分类器。在本文中,我们尝试基于平均执行时间、服务延迟和资源利用率等评价参数来分析基于规则的分类器和k-means聚类的性能。从仿真结果中可以看出,与基于规则的分类器相比,k-means聚类性能更好。
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引用次数: 2
A Novel System Architecture for Automated Field-Based Tent Systems for Controlled-Environment Agriculture 可控环境农业自动化田间帐篷系统的新体系结构
Pub Date : 2021-12-01 DOI: 10.1109/iSES52644.2021.00034
Dan Wagner, Arslan Munir, M. Neilsen
Experimentation within the field of agronomy relies upon maintaining a controlled operating environment to determine various environmental factors’ effects upon a crop. These experiments are carried out in small growth chambers and can control limited variables such as light, temperature, and humidity. Space is a premium inside the chambers which limits the capacity for additional sensors and other equipment. Field conditions are more complex than a growth chamber, which makes it difficult to analyze the effect of factors in a more realistic scenario. In this paper, we propose a system architecture for a field-based controlled environment for agriculture and experimentation. First, the overall architecture is proposed for integrating a multitude of wired and wireless sensors, different controllers, small unmanned aerial vehicles (UAVs) and unmanned ground vehicles (UGVs), and actuators to assess and maintain environmental variables. Next, each component is detailed for its role and responsibilities within the system. Then, scientific applications of the system are proposed and explored before finally analyzing a case study implementation of the architecture.
农学领域的实验依赖于维持一个受控的操作环境,以确定各种环境因素对作物的影响。这些实验在小的生长室内进行,可以控制有限的变量,如光、温度和湿度。舱内空间有限,这限制了额外传感器和其他设备的容量。现场条件比生长室更复杂,这使得在更现实的情况下分析因素的影响变得困难。在本文中,我们提出了一个基于现场的农业和实验控制环境的系统架构。首先,提出了集成多种有线和无线传感器、不同控制器、小型无人机(uav)和无人地面车辆(ugv)以及执行器的总体架构,以评估和维护环境变量。接下来,详细说明每个组件在系统中的角色和职责。然后,提出并探索了系统的科学应用,最后分析了该体系结构的一个案例研究实现。
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引用次数: 0
Dynamic Two Hand Gesture Recognition using CNN-LSTM based networks 基于CNN-LSTM网络的动态双手势识别
Pub Date : 2021-12-01 DOI: 10.1109/iSES52644.2021.00059
Vaidehi Sharma, Mohita Jaiswal, Abhishek Sharma, Sandeep Saini, Raghuvir Tomar
Millions of speech-hearing disabled persons routinely use various signs like hand shapes, movement of hands, lip, and facial expressions to communicate. Indian Sign Language(ISL) is a language that has a large vocabulary of words, which changes from region to region. Generally, there is no dataset publicly available on sequential gestures for ISL. Therefore, the authors have presented the dynamic hand gesture dataset having 33 categories, including months of the year, days of the week, and those used in day-today life. This dataset is collected with a technique called burst shots. To enable speedy evaluation, a smaller subset of the dataset is used with 12 classes represents the months of the year. It is pretty complex because of its signs, and each category contains an average of 5 to 6 gestures per class. The proposed model is designed to work on low-power embedded hardware and this paper also discusses the workflow for the deployment of the particular neural network on embedded hardware. Furthermore, the proposed model is compared with different sequential architectures to find the most suited model for dynamic hand gesture recognition.
数以百万计的言语听障人士经常使用各种手势,如手势、手的动作、嘴唇和面部表情来进行交流。印度手语(ISL)是一种词汇量很大的语言,因地区而异。一般来说,没有关于ISL顺序手势的公开数据集。因此,作者提出了包含33个类别的动态手势数据集,包括一年中的几个月、一周中的几天以及日常生活中使用的手势。这个数据集是用一种叫做连拍的技术收集的。为了实现快速评估,使用数据集的较小子集,其中12个类代表一年中的月份。由于它的符号,它非常复杂,每个类别平均包含5到6个手势。该模型设计用于低功耗嵌入式硬件,并讨论了在嵌入式硬件上部署特定神经网络的工作流程。此外,将所提出的模型与不同的顺序结构进行比较,以找到最适合动态手势识别的模型。
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引用次数: 2
A brief review of the various phase-frequency detector architectures 简要回顾了各种相频检测器的结构
Pub Date : 2021-12-01 DOI: 10.1109/iSES52644.2021.00028
Jyoti Sharma, T. Varma, D. Boolchandani
In phase-locked loop (PLL) systems, the phase frequency detector (PFD) plays a critical role. A PFD compares the two input signals and generates outputs based on the phase difference between them. The input signals in a PFD are the reference signal and the voltage-controlled oscillator (VCO) output signal, while the output signals are the UP and DOWN signals. The VCO regulates its output frequency based on these output signals. If the UP signal is high, the VCO raises its frequency, and if the DOWN signal is high, the VCO lowers its frequency. This paper looked into and assessed a variety of PFD circuits. The effect of several topologies on the performance indicators of the PFD has been examined. Some of the performance parameters of PFDs that are compared in this study are dead zone, power dissipation, noise, and maximum operating frequency.
在锁相环(PLL)系统中,相频检测器(PFD)起着至关重要的作用。PFD对两个输入信号进行比较,并根据它们之间的相位差产生输出。PFD的输入信号是参考信号和压控振荡器(VCO)输出信号,而输出信号是UP和DOWN信号。VCO根据这些输出信号调节其输出频率。当UP信号高时,VCO调高频率;当DOWN信号高时,VCO调低频率。本文研究和评估了各种PFD电路。研究了几种拓扑结构对PFD性能指标的影响。本研究比较的pfd的一些性能参数是死区、功耗、噪声和最大工作频率。
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引用次数: 3
Design and FPGA Implementation of High-Speed Area and Power Efficient 64-bit Modified Dual CLCG based Pseudo Random Bit Generator 基于高速面积和功耗的64位修改双CLCG伪随机比特发生器的设计与FPGA实现
Pub Date : 2021-12-01 DOI: 10.1109/iSES52644.2021.00032
Krishna Sai Tarun Ramapragada, Ajith Kumar Reddy Netla, Pavan Kalyan Chattada, Bhaskar Manickam
In Internet of Things (IOT) based applications, security is given the highest importance and cryptography plays a major role in maintaining the data safety. Encryption and decryption in cryptography requires a Pseudo random bit generator (PRBG) for key generation. Modified dual coupled linear congruential generator (MDCLCG) based PRBG is the highly efficient PRBG algorithm as it clears a1115 National Institute of Standards and Technology (NIST) tests and has maximum period of 2n for a n-bit design. In this paper, complete design and testing of a 64-bit MDCLCG based PRBG is proposed and it’s implementation on Kintex-7 XC7K160TFBG676-3 field-programmable gate array (FPGA) is presented. Main components of MDCLCG based PRBG includes a Three operand adder, Barrel shifter, Comparator and an Encoder. Further, a High speed area efficient three operand adder (HSAEA) is used to improve performance of the proposed 64-bit MDCLCG architecture. It’s performance is compared with 64-bit MDCLCG designed using three operand Ultra fast adder (UFA) and three operand Carry save adder (CSA) architectures. The post-implementation results of the proposed 64-bit MDCLCG are carried out and from the analysis, it is reported that the proposed 64-bit MDCLCG designed using HSAEA has 25.1%, 9.2% reduction in Area/Maximum frequency $(A/F_{Max})$ value when compared to UFA and CSA based 64-bit MDCLCG architectures respectively. Also, it has 17.7%, 4.4% reduction in Power/Maximum frequency $(P/F_{Max})$ value over UFA and CSA based 64-bit MDCLCG architectures respectively. Moreover, the proposed 64-bit MDCLCG ensures more security than 32-bit MDCLCG proposed in literature as the pseudo random bit sequence has a period of 264 bits instead of 232 bits.
在基于物联网(IOT)的应用中,安全性是最重要的,而密码学在维护数据安全方面起着重要作用。密码学中的加密和解密需要伪随机比特发生器(PRBG)来生成密钥。基于改进的双耦合线性同余发生器(MDCLCG)的PRBG是一种高效的PRBG算法,它通过了美国国家标准与技术研究所(NIST)的1115测试,并且对于n位设计具有2n的最大周期。本文提出了一种基于64位MDCLCG的PRBG的完整设计和测试,并在Kintex-7 XC7K160TFBG676-3现场可编程门阵列(FPGA)上实现。基于MDCLCG的PRBG主要由三操作数加法器、桶移器、比较器和编码器组成。此外,采用高速区域高效三操作数加法器(HSAEA)来提高64位MDCLCG架构的性能。将其性能与采用三操作数超快速加法器(UFA)和三操作数进位保存加法器(CSA)架构设计的64位MDCLCG进行了比较。对所提出的64位MDCLCG进行了实施后的结果分析,结果表明,与基于UFA和基于CSA的64位MDCLCG架构相比,采用HSAEA设计的64位MDCLCG在Area/Maximum frequency $(A/F_{Max})$值上分别降低了25.1%和9.2%。此外,与基于UFA和基于CSA的64位MDCLCG架构相比,它的功率/最大频率$(P/F_{Max})$值分别降低了17.7%和4.4%。此外,由于伪随机位序列的周期为264位而不是232位,因此所提出的64位MDCLCG比文献中提出的32位MDCLCG具有更高的安全性。
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引用次数: 0
FarmersChain: A Decentralized Farmer Centric Supply Chain Management System Using Blockchain and IoT FarmersChain:使用区块链和物联网的去中心化以农民为中心的供应链管理系统
Pub Date : 2021-12-01 DOI: 10.1109/iSES52644.2021.00105
G. J. Reddy., G. Kumar, T. Lohitasya, V. S. Nilay, K. Praveen, B. S. Egala, A. K. Pradhan
Globalization has made supply chain business management more complicated over time. The existence of intermediary parties in the supply chain causes major issues like product genuineness, as well as transparency in product quality and quantity information management, etc. Traditional supply chain models depend on intermediaries and also are cloud-based systems. It is very much difficult to track the data state changes across the supply chain’s larger network. Latest technologies such as blockchain and the Internet of Things (IoT) play a critical role in bringing transparency to supply chain management. In this paper, we have proposed FarmersChain, a novel decentralized data-centric smart supply chain management system based on blockchain and IoT technologies. In our proposed system FarmerChain, smart contracts are used to automate digital agreements. It was examined and analyzed on a local testbed to demonstrate its potential. Based on the system analysis and testing, we discovered that the proposed supply chain management is feasible in a real-time environment without the interference of a third party and middleman. It also ensures the product’s quality and quantity information status is accurate, accessible, and transparent.
随着时间的推移,全球化使供应链业务管理变得更加复杂。供应链中中介方的存在造成了产品真伪、产品质量和数量信息管理透明度等重大问题。传统的供应链模式依赖于中间商,同时也是基于云的系统。在整个供应链的大型网络中跟踪数据状态的变化是非常困难的。区块链和物联网(IoT)等最新技术在提高供应链管理透明度方面发挥着关键作用。在本文中,我们提出了FarmersChain,这是一种基于区块链和物联网技术的新型分散数据中心智能供应链管理系统。在我们提出的系统FarmerChain中,智能合约用于自动化数字协议。在当地的试验台上对其进行了测试和分析,以证明其潜力。通过系统分析和测试,我们发现所提出的供应链管理在没有第三方和中间商干扰的实时环境下是可行的。确保产品的质量和数量信息状态准确、可访问、透明。
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引用次数: 3
Neuro-fuzzy based system for autonomous vehicle parking in the dynamic environment 动态环境下基于神经模糊的自动泊车系统
Pub Date : 2021-12-01 DOI: 10.1109/iSES52644.2021.00048
Naitik M. Nakrani, M. Joshi
This paper proposes a multi-stage, neuro-fuzzy architecture for autonomous parallel parking in a complex and dynamic environment. It provides an obstacle avoidance capability for the vehicle during the parking maneuver. Fuzzy controller transforms input information into effective vehicle parking by switching between navigation and parking modules. In order to sense the environment better, a trained neural network is appended as an input pre controller to the central fuzzy controller for obstacle avoidance. To demonstrate the efficacy of the proposed architecture, simulation tests are carried out in the presence of both static and moving obstacles.
本文提出了一种复杂动态环境下自主平行泊车的多阶段神经模糊结构。它为车辆在停车机动过程中提供了避障能力。模糊控制器通过导航和停车模块之间的切换,将输入的信息转化为有效的车辆停车。为了更好地感知环境,在中央模糊控制器上附加一个训练好的神经网络作为预控制器进行避障。为了证明所提出的体系结构的有效性,在静态和移动障碍物存在的情况下进行了模拟测试。
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引用次数: 1
期刊
2021 IEEE International Symposium on Smart Electronic Systems (iSES) (Formerly iNiS)
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