• Title/Summary/Keyword: 5사물인터넷

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Machine Learning-based Detection of DoS and DRDoS Attacks in IoT Networks

  • Yeo, Seung-Yeon;Jo, So-Young;Kim, Jiyeon
    • Journal of the Korea Society of Computer and Information
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    • v.27 no.7
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    • pp.101-108
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    • 2022
  • We propose an intrusion detection model that detects denial-of-service(DoS) and distributed reflection denial-of-service(DRDoS) attacks, based on the empirical data of each internet of things(IoT) device by training system and network metrics that can be commonly collected from various IoT devices. First, we collect 37 system and network metrics from each IoT device considering IoT attack scenarios; further, we train them using six types of machine learning models to identify the most effective machine learning models as well as important metrics in detecting and distinguishing IoT attacks. Our experimental results show that the Random Forest model has the best performance with accuracy of over 96%, followed by the K-Nearest Neighbor model and Decision Tree model. Of the 37 metrics, we identified five types of CPU, memory, and network metrics that best imply the characteristics of the attacks in all the experimental scenarios. Furthermore, we found out that packets with higher transmission speeds than larger size packets represent the characteristics of DoS and DRDoS attacks more clearly in IoT networks.

A Vision Disabled-Aid using the Context of Internet of Things (사물인터넷을 이용한 시각 장애자 보조 방법)

  • Sahu, Nevadita;Jeong, Min Hyuk;Chun, Jonghoon;Kim, Sang-Kyun
    • Journal of Broadcast Engineering
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    • v.22 no.1
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    • pp.78-86
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    • 2017
  • The Internet of Things can offer disabled people the assistance and support, which is essential to achieve a good quality of life. The visually impaired people need assistance in finding locations, detecting obstacles on the way, and getting directions while moving around to reach their destination. Based on this persistent need, this paper proposes a navigation system for blind people using Internet of Things. The technologies used in our proposed system are: a smart cane containing an RFID reader and an ultrasonic sensor, a smart phone and Internet. The sensed data from the ultrasonic sensor for detecting obstacle is converted to International Standard format from ISO/IEC 23005-5 (MPEG-V Part 5). The system detects the blind person's location using the RFID tags implemented on the way. The system uses voice message in the smart phone to communicate with the blind person to lead him to his destination. The proposed system has been tested to navigate successfully in the campus.

Server security system using active Internet address self-mutation and OTP (능동형 인터넷 주소 자가변이와 OTP 를 활용한 서버 보안 시스템)

  • Ko, Hyug-Jun;Han, Seong-Soo;Jeong, Chang-Sung
    • Proceedings of the Korea Information Processing Society Conference
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    • 2020.11a
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    • pp.431-433
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    • 2020
  • 4 차 산업혁명의 시대를 맞아 사물인터넷 및 5G 를 활용한 수많은 사물들이 인터넷을 기반으로 연결되고 있다. 또한 이러한 사물들을 관제 및 유지 보수하기 위해서 장비들에 보안 관제 시스템을 구축하고 모니터링을 하기 위한 많은 비용과 관리의 어려움을 겪고 있다. 만약, 장비들이 스스로 능동적인 방어를 하게 된다면 유지관리의 가장 큰 문제가 해결될 것이다. 이러한 능동적인 보안을 통해 보호대상 시스템의 다양한 특징들을 시간의 변화에 따라 역동적으로 변경하는 MTD(Moving Target Defense)기법들이 개발되고 있다. 본 논문에서는 네트워크 기반의 NMTD(Network-based MTD)를 이용하여 호스트 서버에 IP 와 PORT 로 접속하는 SSH 에 적용하여 능동적으로 보호하고, OTP 를 활용하여 사용자 식별을 통해 SSH 에 대한 내부자 접속에 대한 보안을 강화하는 시스템을 설계 및 구현하였다.

A Study on the Lightweight Cryptographic Algorithms for Remote Control and Monitoring Service based on Internet of Things (사물인터넷 기반 원격 제어 및 모니터링 서비스를 위한 경량 암호화 알고리즘 연구)

  • Jeong, Jongmun;Bajracharya, Larsson;Hwang, Mintae
    • Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology
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    • v.8 no.5
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    • pp.437-445
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    • 2018
  • Devices have a lot of small breakdowns rather than big breakdowns. But it often wastes time and increases cost of maintenance, such as calling a service technician for small breakdowns. So, if we use remote control and monitoring service using Internet of Things, we can minimize the time period and cost for the maintenance. However, security is important because remote control and monitoring services contain personal information which when leaked, may be dangerous. There are many types of Internet based monitoring devices that are in use, but it is difficult to expect a high level of security because there are many cases in which the performance is minimal. Therefore, in this paper, we classify remote control and monitoring services based on Internet of Things type and derive encryption requirement for four types. We also compared and analyzed the lightweight cryptographic algorithms that can be expected to use high performance even on the Internet of Things. And it is derived that LED is used as a equipment management type, DESLX as a environment management type, CLEFIA as a healthcare management type and LEA as a security management type are the optimal lightweight cryptographic algorithms for each type.

DDS-Based BLE Adaptor for Standard Profile Data Interoperation in Internet of Things (사물인터넷 환경에서 표준 Profile 데이터 상호운용을 위한 DDS 기반 BLE 어댑터)

  • Oh, Jung-Hoon;Back, Moon-Ki;Oh, Gil-Tak;Lee, Kyu-Chul
    • KIPS Transactions on Computer and Communication Systems
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    • v.5 no.11
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    • pp.403-410
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    • 2016
  • IoT(Internet of Things) has purpose for providing new kind of service though interaction with everything. With development of IoT, computer model which is based on internet is changed to distributed connection model between heterogeneous things. There is a problem that it is impossible to connect between each other different protocols. To solve this problem, we should abstract each of things of data through using adaptor of middleware structure in order to make consistent data unit. In this paper, we propose BLE(Bluetooth Low Energy) adaptor, which is interaction with things, based on DDS(Data Distribution Service) that is real-time standard middleware. It is possible to data interaction between BLE Devices as well as two-way data interaction with different protocol devices. Also existing BLE Devices and study have a problem that Data exchange without using a standard data format of a profile defined by the Bluetooth SIG. Using the data formats defined independently by a problem that should not exchange data according to the type and manufacturer of the device BLE. The BLE adapter to solve this problem, the classification and analysis of the 12 stand profile was applied to create a profile based on the standard data format. It is possible to get wide interoperability of not affected on the BLE devices type and manufacturer of the device because it is applied a profile that standard data format.

Mobile Robot Control using Smart Phone for internet of Things (사물인터넷 구축을 위한 스마트폰을 이용한 이동로봇의 제어)

  • Yu, Je-Hun;Ahn, Seong-In;Lee, Sung-Won;Sim, Kwee-Bo
    • Journal of the Korean Institute of Intelligent Systems
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    • v.26 no.5
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    • pp.396-401
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    • 2016
  • Owing to developments in the internet of things, many products have developed and various researches have processed. Smart home systems in Internet of things area are receiving attention from many people than the other areas. Autonomous mobile robots perform various parts in many industries. In this paper, a smart housekeeping robot was implemented using internet of things and an autonomous mobile robot. In order to make a smart housekeeping robot, Raspberry Pi, wireless USB camera, and uBrain robot of Huins Corp. is used. To control the robot, cell-phone connected with IP of Raspberry Pi, and then Raspberry Pi connected with uBrain robot using Bluetooth. a smart housekeeping robot was controlled using commands of a cell-phone application. If some user wants to move a robot automatically, we implemented that a robot can be chosen an autonomous driving mode from the user. In addition, we checked a realtime video using a cell-phone and computer. This smart housekeeping robot can help user check their own homes in real time.

Core Experiments for Standardization of Internet of Media Things (미디어사물인터넷의 국제표준화를 위한 핵심 실험)

  • Jeong, Min Hyuk;Lee, Gyeong Sik;Kim, Sang Kyun
    • Journal of Broadcast Engineering
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    • v.22 no.5
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    • pp.579-588
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    • 2017
  • Recently, due to the development of network environment, the internet market has been expanding, so it is necessary to standardize the data format and API to exchange information among objects. Therefore, MPEG (Moving Picture Expert Group), an international standardization organization, is establishing the MPEG-IoMT (ISO/IEC 23093) project to standardize the Internet of Things. MPEG-IoMT establishes Core Experiment (CE) and discusses overall data exchange such as data exchange procedure, markup language and communication method. In this paper, core experiments 1, 2, 4, and 5 of the core experiments of MPEG-IoMT will be discussed. The performance information of the sensor, the sensor data, the performance information of the driver, and the exchange procedure of the control command are explained and the exchange of the media additional data is discussed. We compare the markup language and communication method through experiment.

A Quality Evaluation Model for IoT Services (IoT 서비스를 위한 품질 평가 모델)

  • Kim, Mi;Lee, Nam Yong;Park, Jin Ho
    • KIPS Transactions on Computer and Communication Systems
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    • v.5 no.9
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    • pp.269-274
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    • 2016
  • In this paper We focuses on suggestion to quality model for IoT infrastructure services for Internet of Things. Quality model is suggested on security set out in ISO25000 quality factors and assessment of the existing traditional software application of ISO 9126 quality model. We validated that the proposed model can be realized it was applied to evaluate the 4 elements and related security in Metrics.