2019 21st International Conference on Advanced Communication Technology (ICACT)最新文献_第6页

A Multiple-Loss Dual-Output Convolutional Neural Network for Fashion Class Classification 基于多损失双输出卷积神经网络的时尚类分类

2019 21st International Conference on Advanced Communication Technology (ICACT) Pub Date : 2019-02-01 DOI: 10.23919/ICACT.2019.8701958

Okeke Stephen, U. J. Maduh, S. Ibrokhimov, Kueh Lee Hui, A. Al-Absi, M. Sain

{"title":"A Multiple-Loss Dual-Output Convolutional Neural Network for Fashion Class Classification","authors":"Okeke Stephen, U. J. Maduh, S. Ibrokhimov, Kueh Lee Hui, A. Al-Absi, M. Sain","doi":"10.23919/ICACT.2019.8701958","DOIUrl":"https://doi.org/10.23919/ICACT.2019.8701958","url":null,"abstract":"An improved multi-loss multi-output convolutional neural network method was deployed to extract features from a given set of disjointed data (Fashion and Color) with diverse convolutional chunks in a single network. The first convolution block extracts features from the first image dataset (Fashion) and determines the classes to which they belong. The second block is responsible for learning the information encoded in the second set of data (color), classify and append such to the features extracted from the first convolutional block. Each block possesses its loss function which makes the network a multi-loss convolutional neural network. A set of double fully connected output heads are generated at the network terminal; enabling the network to perform predictions on a combination of disjointed labels. To validate the classification ability of our network model, we conducted several experiments with different network parameters and variations of data sizes and obtained remarkable classification results of 98 and 95 on the fashion and color sets respectively.","PeriodicalId":226261,"journal":{"name":"2019 21st International Conference on Advanced Communication Technology (ICACT)","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116701467","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 11

Security Assured Vehicle Data Collection Platform by Blockchain: Service Provider’s Perspective 基于区块链的安全车辆数据采集平台:服务提供商的视角

2019 21st International Conference on Advanced Communication Technology (ICACT) Pub Date : 2019-02-01 DOI: 10.23919/ICACT.2019.8701965

Sang-Oun Lee, Hyun-Chae Jung, Bosuk Han

{"title":"Security Assured Vehicle Data Collection Platform by Blockchain: Service Provider’s Perspective","authors":"Sang-Oun Lee, Hyun-Chae Jung, Bosuk Han","doi":"10.23919/ICACT.2019.8701965","DOIUrl":"https://doi.org/10.23919/ICACT.2019.8701965","url":null,"abstract":"The advancements in information and communications technology have connected the disconnected, and changed the daily lives of everybody. The automobile industry is comparatively a laggard to connect its disconnected mobility, but new efforts are introduced to put the car on the network as so called connected cars. A single vehicle contains numerous parts to be assembled just as the numerous types of data which can be collected. Like all the connected things being exposed to a cybersecurity concern, the connected cars are also being exposed to cyber-attacks which can exploit your physical safety from privacy. This research proposes security-assured vehicle data platform through closed blockchain for the service provider who facilitates the data for business. The paper is composed of following. First, the paper identifies the type of data which contains the privacy concerns that can be collected from the vehicle. Second, the authors present how the data collected from the vehicle is valuable to multiple parties. Third, the study reviews why the blockchain is an appropriate technology to collect and redistribute the vehicle collected data. Last, the research proposes a vehicle data platform with a blockchain application which assures confidentiality, integrity and accessibility of the data. The expected contributions of this research are following: First, the research identifies and proposes the value of the vehicle collected data. Second, the study determines and tackles the potential exploits from cyber-attacks to the vehicle data platform. Third, the technical extensions from blockchain to the related industries and potential participants of the platform. The study also expects to extend the technical applications with actual vehicle collected data to closed blockchain.","PeriodicalId":226261,"journal":{"name":"2019 21st International Conference on Advanced Communication Technology (ICACT)","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125963306","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 11

Throughput Analysis in Cooperative Spectrum Sensing Network using an Improved Energy Detector 基于改进能量检测器的协同频谱传感网络吞吐量分析

2019 21st International Conference on Advanced Communication Technology (ICACT) Pub Date : 2019-02-01 DOI: 10.23919/ICACT.2019.8701974

M. Ranjeeth, S. Anuradha

引用次数: 8

The Service Scenario of Road Environment Improvement Based on Crowd Sourcing for Smart City 基于众包的智慧城市道路环境改善服务场景

2019 21st International Conference on Advanced Communication Technology (ICACT) Pub Date : 2019-02-01 DOI: 10.23919/ICACT.2019.8702028

Seung Han Choi, Seok Bong Yoo, D. Jee, Mikyong Han

引用次数: 2

Security Enhancement for Access Control Mechanism in Real-time Wireless Sensor Network 实时无线传感器网络访问控制机制的安全性增强

2019 21st International Conference on Advanced Communication Technology (ICACT) Pub Date : 2019-02-01 DOI: 10.23919/ICACT.2019.8701985

M. Sain, Amlan Jyoti Chaudhray, S. Aich, Hoon-Jae Lee

引用次数: 1

Detecting Anomalous Network Traffic in IoT Networks 检测物联网网络中的异常网络流量

2019 21st International Conference on Advanced Communication Technology (ICACT) Pub Date : 2019-02-01 DOI: 10.23919/ICACT.2019.8702032

Dang-Hai Hoang, H. Nguyen

{"title":"Detecting Anomalous Network Traffic in IoT Networks","authors":"Dang-Hai Hoang, H. Nguyen","doi":"10.23919/ICACT.2019.8702032","DOIUrl":"https://doi.org/10.23919/ICACT.2019.8702032","url":null,"abstract":"Network operators need effective tools to quickly detect anomalies in traffic data for identifying network attacks. In contrast to traditional Internet, detection of anomalous network traffic in IoT (Internet of Things) networks is becoming a challenge task due to limited network resources and performance. Comprehensive detection methods are no longer effective for IoT networks, calling for developing lightweight solutions. Principal Component Analysis (PCA) techniques can help to reduce computing complexity, thus, anomaly detection techniques based on PCA received a lot of attention in the past. However, PCA techniques could not be directly applied to IoT networks with constrained resources and limited performance. This paper investigates PCA techniques for detecting anomalous network traffic in IoT networks. We propose a novel detection scheme with two levels using PCA techniques. The first level is for quick detection with few principal components while the second level is for detailed detection with a number of principal components. We investigate the selection of parameters in a distance calculation formula using several experiments to show the feasibility of our proposed scheme.","PeriodicalId":226261,"journal":{"name":"2019 21st International Conference on Advanced Communication Technology (ICACT)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132131174","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 9

TRAPDROID: Bare-Metal Android Malware Behavior Analysis Framework TRAPDROID:裸机Android恶意软件行为分析框架

2019 21st International Conference on Advanced Communication Technology (ICACT) Pub Date : 2019-02-01 DOI: 10.23919/ICACT.2019.8702030

Halit Alptekin, Can Yildizli, E. Savaş, A. Levi

引用次数: 7

Design and Implementation of Autonomous Collaboration System of Smart Things using accumulated Experience knowledge 利用积累的经验知识设计与实现智能事物自主协同系统

2019 21st International Conference on Advanced Communication Technology (ICACT) Pub Date : 2019-02-01 DOI: 10.23919/ICACT.2019.8701947

Chang-Su Lee, Sweungwon Cheung, Seong-Soon Joo, H. Kahng

{"title":"Design and Implementation of Autonomous Collaboration System of Smart Things using accumulated Experience knowledge","authors":"Chang-Su Lee, Sweungwon Cheung, Seong-Soon Joo, H. Kahng","doi":"10.23919/ICACT.2019.8701947","DOIUrl":"https://doi.org/10.23919/ICACT.2019.8701947","url":null,"abstract":"With the advent of many IoTs, users need a common use environment to easily connect, search, and share various IoTs. In addition, as IoTs become increasingly intelligent, there is a growing demand for services that work together. However, a large number of IoTs can cause serious traffic to the network when they collaborate with each other in a common usage environment. In this paper, we have designed the structure of IoT to construct a distributed social network based on semantic web to solve this problem. We also designed and implemented an autonomous collaborative service of IoT that can find collaborative partners through social network and accumulate experience knowledge after collaboration. We defined IoT with this structure as Smart Thing and a unique Basic Identity Information (BII) that allows Smart Thing to identify each other. In addition, we defined Basic Response Rules (DRRFS) for Smart Thing to follow in the Query & Answer process for Collaboration. Smart Thing with basic identity information is an independent, autonomous IoT device. Smart Thing with a distributed social network finds collaborative partners though recursive queries and provides services. In addition, we have confirmed in the autonomous collaborative system that Smart Thing who has experienced collaborations can work faster and more accurately using the accumulated experience knowledge when the same thing is done again. If all IoTs have basic identity information and use semantic technology, the Internet will be a huge space where Smart Thing can collaborate.","PeriodicalId":226261,"journal":{"name":"2019 21st International Conference on Advanced Communication Technology (ICACT)","volume":"41 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128218494","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 2

An Interactive Interface for Information Exchanging between QualNet and Virtual Machine for IP Based Network IP网络中虚拟机与QualNet信息交换的交互接口

2019 21st International Conference on Advanced Communication Technology (ICACT) Pub Date : 2019-02-01 DOI: 10.23919/ICACT.2019.8701929

Qi Meng, Peng Gong, Yu Liu, Huibo Li, Cheying Li, Dan Shan

{"title":"An Interactive Interface for Information Exchanging between QualNet and Virtual Machine for IP Based Network","authors":"Qi Meng, Peng Gong, Yu Liu, Huibo Li, Cheying Li, Dan Shan","doi":"10.23919/ICACT.2019.8701929","DOIUrl":"https://doi.org/10.23919/ICACT.2019.8701929","url":null,"abstract":"Recently, the hardware-in-the-loop simulation for protocol design, software testing, and device model testing has been widely considered for the IP-based communication network owning to a higher authenticity and accuracy. However, as the number of real devices increases, a huge testing cost becomes inevitable. In this paper, an interactive approach for information exchanging between network simulator and virtual machine for IP based network simulation is proposed. Together with the interactive interface, the data packets generated by the network software or the model of real network device, which is needed to be tested and is installed on the virtual machine, are transmitted from the corresponding node to the target node in QualNet based virtual network. Based on the proposed interactive approach, a large-scale network emulator, which effectively reduce the testing cost, can be composed by the network simulator and the virtual machine together with the network device image and software. Simulation results demonstrate that the interactive interface can realize the information exchanging between network simulator, i.e., QualNet, and virtual machine, with an acceptable delay and rare packet loss.","PeriodicalId":226261,"journal":{"name":"2019 21st International Conference on Advanced Communication Technology (ICACT)","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133313194","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

A Smart Android Based Parking System to Reduce the Traffic Congestion of Dhaka City 基于Android的智能停车系统减少达卡市的交通拥堵

2019 21st International Conference on Advanced Communication Technology (ICACT) Pub Date : 2019-02-01 DOI: 10.23919/ICACT.2019.8701935

Nawsheen Promy, Sadman Islam

引用次数: 6