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2019 4th International Conference on Emerging Trends in Engineering, Sciences and Technology (ICEEST)最新文献

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Comparative Study Of Classification Techniques On Occurrence Of Breast Cancer Disease 乳腺癌发病分型方法的比较研究
Zia Uddin Siddiqui, I. Ali
This paper presents an integral comparison related to epidemiological data for the most commonly occurring disease among women, the breast cancer. It compares different techniques of linear Classification by using the collected dataset and give the finding regarding the efficiency of one technique over the other. It will help the doctors and experts to take accurate decisions and predict the right stage of the disease. The examination made in the proposal between various procedures to discover which methods will perform all the more precisely then the other to distinguish and give more data with respect to the malignant growth. It can also help to find about the reoccurrence of breast cancer and what treatment must be suggested to the potential patient.
本文提出了一个完整的比较有关的流行病学数据中最常见于妇女,乳腺癌。它通过使用收集的数据集比较了不同的线性分类技术,并给出了关于一种技术优于另一种技术的发现。它将帮助医生和专家做出准确的决定,并预测疾病的正确阶段。在各种程序之间进行的检查,以发现哪种方法将比其他方法更精确地执行,以区分并提供更多关于恶性生长的数据。它还可以帮助发现乳腺癌的复发率以及必须向潜在患者建议的治疗方法。
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引用次数: 0
Real Time Ackerman Steering Angle Control for Self-Driving Car Autonomous Navigation 自动驾驶汽车自动导航的实时Ackerman转向角控制
Zia Mohi U Din, Waleed Razzaq, Usman Arif, Waqas Ahmad, Wasif Muhammad
Unsupervised Ackermann’s principle is widely used in automobile market and other mobile vehicles to steer an autonomous vehicle. In real time self-driving car operation automatic lane detection and following is main task for autonomous navigation. Different type of sensors are being used for lane lines detection but cameras are the most cost effective and accurate sensory modality. This paper presents a novel method for lanes lines detection on a road and then controls the Ackermann Steering angle of the prototype car for autonomous navigation. A bird’s eye view input obtained from a monocular camera mounted at the head of car is fed to the processing unit.
无监督阿克曼原理被广泛应用于汽车市场和其他移动车辆中,以控制自动驾驶汽车。在自动驾驶汽车实时运行中,自动车道检测与跟踪是自动驾驶汽车导航的主要任务。不同类型的传感器被用于车道线检测,但摄像头是最具成本效益和准确的感知方式。本文提出了一种新的道路车道线检测方法,并以此控制原型车的阿克曼转向角,实现自主导航。从安装在车头的单目摄像机获得的鸟瞰图输入被馈送到处理单元。
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引用次数: 7
Deep Facial Expression Recognition of facial variations using fusion of feature extraction with classification in end to end model 基于端到端模型的特征提取与分类融合的深度面部表情识别
Asad Ullah, Abid Jami, Muhammad Waqas Aziz, Farhan Naeem, Sadique Ahmad, M. Anwar, Wang Jing
Expression recognition is an important direction for computers to understand human emotions and an important aspect of human-computer interaction. Expression recognition refers to the selection of an expression state from a still photo or video sequence to determine the emotional and psychological changes to the character.Spectral Supervised Canonical Correlation Analysis has been used for Feature extraction. For proper classification VGG119 and softmax has been used. Facial variations such as redundant information in image, illumination variance and overfitting have been addressed in this paper. The images have been preprocessed using face detection, data augmentation and image normalization. After down-sampling, Spectral Supervised Canonical Correlation Analysis (SSCCA) holds the dimensions with factor data which constructs affinity matrix that incorporates both the class information and local structure of the data points. Features with having massive discriminative details have been taken. In order to attain low frequency coefficients more effectively the local structural information will be effectively utilized using SSCCA. Data is further provided to VGG19 for proper training. Meanwhile, the proposed method is more effective and robust comparing other methods in the area.
表情识别是计算机理解人类情感的一个重要方向,也是人机交互的一个重要方面。表情识别是指从静止的照片或视频序列中选择一种表情状态来确定人物的情绪和心理变化。光谱监督典型相关分析已被用于特征提取。为了正确分类,使用了VGG119和softmax。本文解决了图像中信息冗余、光照变化和过拟合等人脸变化问题。使用人脸检测、数据增强和图像归一化对图像进行预处理。下采样后,谱监督典型相关分析(SSCCA)使用因子数据来保存维度,因子数据构建了包含类信息和数据点局部结构的亲和矩阵。带有大量歧视性细节的功能被采用。为了更有效地获得低频系数,SSCCA将有效地利用局部结构信息。数据进一步提供给VGG19进行适当的培训。同时,与该领域的其他方法相比,该方法具有更高的有效性和鲁棒性。
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引用次数: 1
Implementation of Supervisory Control and Data Acquisition - SCADA on a PLC and VFD Controlled Digital Mixing Plant Using TIA Portal 基于TIA的PLC和VFD控制的数字搅拌站监控与数据采集SCADA的实现
B. Hasan, S. S. Mohani, Syed Saiq Hussain, Sajid Yasin, Waqar Ahmed Alvi, Osama Saeed
This paper outlines the design and implementation of SCADA based digital mixer using the Siemens PLC S7-1200 CPU 1214C DC/DC/RLY as the system controller with provision of the algorithm and the equipment needed. This work will give wireless controlling and monitoring [1] of volume, flow rate of liquid tanks and mixer impeller’s frequency in real time. The volume of input liquid given by the user is in litres and the system ensures the flow of same volume as per process requirement. For this purpose a plant is designed consists of a mixing tank and two supply tanks along with flow sensors. The process is controlled by ladder logic diagram and a wireless node i.e. SCADA PC designed on TIA Portal.
本文概述了采用西门子PLC S7-1200 CPU 1214C DC/DC/RLY作为系统控制器的基于SCADA的数字混频器的设计与实现,并给出了算法和所需设备。本工作将实现对液槽容积、流量和混合器叶轮频率的实时无线控制和监测[1]。用户提供的输入液体的体积以升为单位,系统确保按工艺要求的相同体积的流量。为此目的,设计了一个装置,由一个混合罐和两个供应罐以及流量传感器组成。该过程由梯形逻辑图控制,并在TIA Portal上设计了无线节点SCADA PC。
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引用次数: 3
An Application of IoT and Machine Learning to Air Pollution Monitoring in Smart Cities 物联网和机器学习在智慧城市空气污染监测中的应用
Iftikhar ul Samee, Muhammad Taha Jilani, Husna Gul A. Wahab
Exhale and breathe with polluted air causes serious health implications. The effect of air pollution can be minimized by continuous monitoring and track a record of it. Also, timely prediction of pollutants level can help government agencies to take proactive measures to protect the environment. In this paper we have proposed the application of Internet of Things and Machine learning so that air pollution can be monitored within future smart cities. A high correlation between pollutants and weather parameters is determined by using Pearson correlation. In contrary to traditional sensor network, this work utilizes cloud-centric IoT middleware architecture that not only receives data from air pollution sensors but also from existing weather sensors. Thus provides two-fold reliability and reduce the cost substantially. The Artificial Neural Network has been used to predict the level of Sulfur Dioxide (SO2) and Particular Matter (PM2.5). Promising results suggest that ANN is a reliable candidate that can be used in air pollution monitoring and prediction system. Our models have achieved Root Mean Squared Error of 0.0128 and 0.0001 for SO2 and PM2.5, respectively.
呼气和呼吸被污染的空气会对健康造成严重影响。空气污染的影响可以通过持续监测和跟踪记录来最小化。此外,及时预测污染物水平可以帮助政府机构采取积极措施保护环境。在本文中,我们提出了物联网和机器学习的应用,以便在未来的智慧城市中监测空气污染。利用Pearson相关法确定了污染物与天气参数之间的高度相关性。与传统的传感器网络不同,这项工作利用以云为中心的物联网中间件架构,不仅可以接收来自空气污染传感器的数据,还可以接收来自现有天气传感器的数据。从而提供了双倍的可靠性,并大大降低了成本。人工神经网络已被用于预测二氧化硫(SO2)和特殊物质(PM2.5)的水平。结果表明,人工神经网络是一种可靠的候选方法,可用于大气污染监测和预报系统。我们的模型对二氧化硫和PM2.5的均方根误差分别为0.0128和0.0001。
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引用次数: 8
A Proposed Model for Controlling Distributed Denial of Service Attack on Cloud Computing 一种基于云计算的分布式拒绝服务攻击控制模型
E. Ahmed, Huma Ali Ahmed
Cloud computing is another innovation among many other latest technologies that enables the customers to get access to the services as per their demand. Cloud computing is getting success due to its self service nature and on demand services. It provides great flexibility to its customers as they have to pay only for those services which they are in need to use without getting worried to pay the cost of hardware and software maintenance. This characteristic of cloud computing makes it affordable for those organizations that are not ready to spend heavy amounts to get the licensed software and also on the deployment of hardware in their premises. Instead of many advantages of using cloud computing, security is still a major concern which creates an obstruction in the rapid development of cloud computing. Most of the users share their data by using cloud services so the major concern in cloud computing is the availability of data but it is observed that due to certain attacks data is not readily available when it is needed by the users. We are basically focusing on denial of service (DOS) in this research paper which is one of the popular attacks. It is a major reason of the inaccessibility of services and resources to the users by flooding the network and generating a lot of requests with invalid return addresses. We are going to propose a model to control DOS attack so the users will get an environment where their data is available over the cloud.
云计算是许多其他最新技术中的另一项创新,它使客户能够根据自己的需求访问服务。云计算由于其自助服务的特性和随需应变的服务而获得成功。它为客户提供了很大的灵活性,因为他们只需要为他们需要使用的服务付费,而不必担心支付硬件和软件维护的成本。云计算的这一特性使得那些不准备花费大量资金购买许可软件和在其内部部署硬件的组织能够负担得起云计算。云计算虽然有很多优点,但安全性仍然是阻碍云计算快速发展的主要问题。大多数用户通过使用云服务共享他们的数据,因此云计算中的主要问题是数据的可用性,但据观察,由于某些攻击,当用户需要数据时,数据并不容易获得。本文主要研究的是拒绝服务攻击(DOS),这是一种流行的攻击方式。这是导致用户无法访问服务和资源的主要原因,因为网络中充斥着大量无效返回地址的请求。我们将提出一个控制DOS攻击的模型,这样用户将获得一个环境,他们的数据可以在云上使用。
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引用次数: 0
Blockchain based Automated Formal Model for Safety and Security in Smart Parking System 基于区块链的智能停车系统安全自动化形式化模型
M. Afzaal, Aniqa Rehman, Saba Latif, N. Zafar
Blockchain technology is being implemented in security systems because of its decentralization and security assurances attributes. In this work, blockchain based smart parking system is presented to overcome the data security and vehicle safety issues. We integrate blockchain technology with Internet of Things (IoT) to make the system reliable. The blockchain-based smart parking system behavior is described using Unified Modeling Language (UML). We automate our system using Non-Deterministic Finite Automata (NFA) to show the system working in the form of states and transactions. The NFA is used in this paper because of its abstract power of modelling using the systems. Formal method-based technique, i.e., Vienna Development Method-Specification Language (VDM-SL) is used to formally verify the system. The system correctness is verified using VDM-SL toolbox through its various available facilities.
区块链技术由于其去中心化和安全保证属性,正在安全系统中实现。本文提出了基于区块链的智能停车系统,以克服数据安全和车辆安全问题。我们将区块链技术与物联网(IoT)相结合,使系统可靠。使用统一建模语言(UML)描述基于区块链的智能停车系统行为。我们使用非确定性有限自动机(NFA)自动化系统,以状态和事务的形式显示系统工作。本文之所以使用NFA,是因为它具有用系统进行建模的抽象能力。采用基于形式化方法的技术,即维也纳开发方法规范语言(VDM-SL)对系统进行形式化验证。通过VDM-SL工具箱的各种可用功能,验证了系统的正确性。
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引用次数: 2
Ultra-low power small size RF Transceiver module for 5G/LTE applications 超低功耗小尺寸射频收发模块,适用于5G/LTE应用
M. Faheem, Shun'an Zhong, Xinghua Wang, Sadique Ahmad, Muhammad Basit Azeem, Ilyas Younus Essani
RF transceiver has been achieved notable technological advancement since the last couple of decades. However, it’s not accurate in terms of size, energy, and time consumption. The number of designs has been proposed to make it energy-efficient and time-efficient, but still, an error-free and 5G application compatible RF transceiver module are required. In which we have the accurate conversion form analog-to-digital and digital-to-analog. To this end, we are proposing an improved time-efficient RF transceiver module which includes the 11-bit SAR ADC, DAC, and RF transceiver. The operating voltage of RF transceiver and SAR-ADC is 1.2V. Where the operating frequency is 5.8GHz. 90nm CMOS technology used for the implementation of the proposed solution. The Error Vector Magnitude (EVM) of transmitting and receiving mode is around 3.31% and 2.8%, respectively.
射频收发器已经取得了显着的技术进步,因为过去的几十年。然而,它在大小、能量和时间消耗方面并不准确。已经提出了许多设计,以使其节能和省时,但仍然需要一个无错误和5G应用兼容的射频收发器模块。其中我们有精确的转换从模拟到数字和数字到模拟。为此,我们提出了一种改进的高效射频收发模块,该模块包括11位SAR ADC, DAC和射频收发器。射频收发器和SAR-ADC的工作电压为1.2V。其中工作频率为5.8GHz。采用90nm CMOS技术实现所提出的解决方案。发射和接收模式的误差矢量幅值(EVM)分别约为3.31%和2.8%。
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引用次数: 1
Improved Varient for FOC-based Adaptive Filter for Chaotic Time Series Prediction 基于foc自适应滤波器的改进方差混沌时间序列预测
Syed Saiq Hussain, Muhammad Kashif Majeedy, M. A. Abbasi, M. H. S. Siddiqui, Zaheer Abbas Baloch, Muhammad Ahmed Khan
An improved normalized fractional least mean square (iNFLMS) has been proposed in this study. Least mean square (LMS) and fractional LMS (FLMS) are both prone to the problem of sensitivity to the input. In the proposed algorithm, the sensitivity of the FLMS to the input is reduced by normalization. The summation of the fractional and conventional gradients is made convex to obtain better convergence rate and keeping minimum error in steady state. To make the algorithm less computationally expensive, the gamma function is now absorbed into the fractional learning rate. Through the experiment it is quite clear that the efficacy of the proposed method is promising considering the parameters of steady-state error and convergence rate when compared to that of LMS, FLMS, MFLMS and NFLMS algorithm.
本文提出了一种改进的归一化分数最小均方(iNFLMS)算法。最小均方(LMS)和分数均方(FLMS)都容易出现对输入敏感的问题。在该算法中,通过归一化降低了FLMS对输入的灵敏度。将分数阶梯度与常规梯度的和作凸求和,以获得更好的收敛速度和保持稳态误差最小。为了降低算法的计算成本,伽马函数现在被吸收到分数学习率中。通过实验,对比LMS、FLMS、MFLMS和NFLMS算法的稳态误差和收敛速率参数,表明本文方法的有效性是有希望的。
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引用次数: 1
Use of Macro/Micro Models and Business Intelligence tools for Energy Assessment and Scenario based Modeling 使用宏观/微观模型和商业智能工具进行能源评估和基于场景的建模
U. Zia, M. Zulfiqar, Usama Azram, M. Haris, Mudassar Khan, M. Zahoor
Energy assessment and scenario based modeling needs a large quantitative information for providing an accurate analysis. This requires a need of computer model to analyze them. These models (financial, economic, or etc.) often employ scenario analysis to investigate different assumptions about the technical and economical conditions at play. Hence, a large number of software tools, techniques and modeling approaches are used, some better than the other. A wide range of techniques are employed, ranging from broadly economic to broadly engineering. Mathematical optimization is often used to determine the least-cost in some sense. Models can be international, regional, national, municipal, or stand-alone in scope. However, the choice of a suitable model is highly complex since a wrong choice will cost industry a significant amount of time and money only to end up with some inaccurate or wrong results. The initial part of this study analyze different approaches for energy modeling and which software tool will be most feasible to use under those conditions. The outputs from these models may include the system feasibility, greenhouse gas emissions, cumulative financial costs, natural resource use, and energy efficiency of the system under investigation. Hence, even after careful selection of a modeling tool, the interpretation of output data is still a complex task since it requires handling a large amount of data. Thus, the second part of this study deals with business intelligence tools that can be used to handle and properly interpret that data. Especially in the context of scenario based modeling, these tools can provide graphical representation of different dynamics just by using simple clicks once the model is ready. This analysis will help industries and R&D departments through performing better assessments and ease of data handling.
能源评估和基于情景的建模需要大量的定量信息来提供准确的分析。这就需要一个计算机模型来分析它们。这些模型(金融、经济等)通常采用情景分析来研究有关技术和经济条件的不同假设。因此,使用了大量的软件工具、技术和建模方法,其中一些比另一些更好。所采用的技术范围广泛,从广泛的经济到广泛的工程。数学优化通常用于确定某种意义上的最小成本。模型的范围可以是国际的、区域的、国家的、城市的或独立的。然而,选择一个合适的模型是非常复杂的,因为一个错误的选择将花费大量的时间和金钱,最终只会得到一些不准确或错误的结果。本研究的第一部分分析了能源建模的不同方法,以及哪种软件工具在这些条件下最可行。这些模型的输出可能包括系统可行性、温室气体排放、累积财务成本、自然资源使用和被调查系统的能源效率。因此,即使在仔细选择建模工具之后,输出数据的解释仍然是一项复杂的任务,因为它需要处理大量数据。因此,本研究的第二部分涉及可用于处理和正确解释该数据的商业智能工具。特别是在基于场景的建模上下文中,这些工具可以在模型准备好后通过简单的单击提供不同动态的图形化表示。这种分析将有助于行业和研发部门进行更好的评估和简化数据处理。
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引用次数: 2
期刊
2019 4th International Conference on Emerging Trends in Engineering, Sciences and Technology (ICEEST)
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