• Title/Summary/Keyword: 스마트 IoT

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QoS-Aware Optimal SNN Model Parameter Generation Method in Neuromorphic Environment (뉴로모픽 환경에서 QoS를 고려한 최적의 SNN 모델 파라미터 생성 기법)

  • Seoyeon Kim;Bongjae Kim;Jinman Jung
    • Smart Media Journal
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    • v.12 no.4
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    • pp.19-26
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    • 2023
  • IoT edge services utilizing neuromorphic hardware architectures are suitable for autonomous IoT applications as they perform intelligent processing on the device itself. However, spiking neural networks applied to neuromorphic hardware are difficult for IoT developers to comprehend due to their complex structures and various hyper-parameters. In this paper, we propose a method for generating spiking neural network (SNN) models that satisfy user performance requirements while considering the constraints of neuromorphic hardware. Our proposed method utilizes previously trained models from pre-processed data to find optimal SNN model parameters from profiling data. Comparing our method to a naive search method, both methods satisfy user requirements, but our proposed method shows better performance in terms of runtime. Additionally, even if the constraints of new hardware are not clearly known, the proposed method can provide high scalability by utilizing the profiled data of the hardware.

Design of Software Quality Evaluation Model for IoT (IoT 기반 SW 품질평가 모델)

  • Chung, Su-min;Choi, Jae-hyun;Park, Jea-won
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.20 no.7
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    • pp.1342-1354
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    • 2016
  • As Internet, and hardware technology are in rapid process, using rate and penetration rate of Internet of Things are increasing. Internet of Things is the physical objects with network which embedded with electronics, software, sensors, and network. Smart Home-kit to operate refrigerators, washing machines, light bulbs, and such internet of things by a smartphone has been realized. However, it is difficult to use a good quality of software based on IoT. It is because that the study related to quality evaluation of software based on IoT is deficient compared with increase amount of IoT devices. Software based on IoT includes mobility, transportability, real time accessibility and hardware characteristics. Therefore, it is necessary to have differentiated quality standards and quality model. Software quality evaluation model for IoT is proposed to satisfy these needs. Evaluation model is mapped by characteristics of IoT software based on ISO/IEC 25000's quality characteristics. Scenario based studies were applied to quality model for verification.

Technological Trend and Patents for Modular Smartphone (조립식 스마트폰의 기술 및 특허 동향)

  • Park, Jong-Man
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.39C no.12
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    • pp.1230-1242
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    • 2014
  • There might be still weakness in domestic R&D of DIY based modular smart phone and device to cope effectively with post smartphone era. Currently, it is essential for us to provide technology development and countermeasure way against subversive influence that development and commercial release of Google's modular smartphone can cause in such ecology. This paper focused to suggest binding assignment and technology prospect required in promoting industrialization related with IoT and deducing the global countermeasure ways through investigation and analysis about advanced technology and patents of modular smart phone and devices. Description includes introduction, technology outline, technology and patent trend, conclusion.

Implementation of Smart Ventilation Control System using IoT and Machine Learning (IoT와 기계학습을 이용한 스마트 환풍기 제어 시스템 구현)

  • Lee, Hui-Eun;Choi, Jin-ku
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.20 no.2
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    • pp.283-287
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    • 2020
  • In this paper, we implemented a control for ventilation system based on IoT. It can on/off of system and monitoring current status through the smartphone app. We applied linear regression, one of machine learning algorithm. It autonomously collects data about temperature, humidity in home and works diagnosing system status. Using this proposed control method, the energy efficiency can be improved. It is expected to be used in energy efficiency and convenience.

Framework for efficient development of embedded software in open source hardware (오픈소스 하드웨어에서 효율적인 임베디드 소프트웨어 개발을 위한 프레임워크)

  • Kang, Kiwook;Lee, Jeonghwan;Hong, Jiman
    • Smart Media Journal
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    • v.5 no.4
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    • pp.49-56
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    • 2016
  • Various sensor devices has been developed as the wireless Internet and IoT technology are widely used. Recently, open source hardware has evolved for providing various services in IoT environments. However, in comparison to the development of the open source hardware, the development of human resources is missing. In order to solve such a phenomenon, in this paper, we propose a software framework for the embedded software development in open source hardware. The proposed framework provides a fast and intuitive development environment by using the visual programming language and providing fast feedbacks to developers. In addition, we discuss the strengths and weaknesses of the proposed scheme based on the implement on a real board.

A Study on Drowsy Rest Area Expressway Using IoT Technology (IoT기술을 활용한 스마트 졸음쉼터 운영연구)

  • Kim, Yu-Doo;Chung, Jason;Kwon, Soon-Bum
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2018.10a
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    • pp.545-547
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    • 2018
  • In fact, the importance of installation and management is getting bigger and bigger due to the accident prevention effect of motorway sleep. By introducing a management system using IoT technology based on the sleepover room located in the remote area, it provided a convenient system for users to develop the environment and managers by providing efficient management system for the management of the Korea Highway Corporation.

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Study IoT Asset Management System Based on Block-Chain Framework (블록체인 프레임워크 기반 IoT 자산관리시스템)

  • Kang, Sung Won;Kim, Young Chul
    • Smart Media Journal
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    • v.8 no.2
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    • pp.94-98
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    • 2019
  • In this paper, we developed the tools enabling to manage the IoT systems owned by managers. Since equipment agents consists based on open-source block-chain framework, we can secure the invariance on data and furthermore can locate the resources by searching the AP connected to the equipments. Also the manager can trace the connecting details on equipments from their block-chain accounts. In addition, we work on the possibility of protecting ARP poisoning attacks by removing the credibility on additional ARP requests being generated during the process of network creation.

A System Architecture for Facility Fault Diagnosis and Repair Action in Smart Factory (스마트 팩토리에서 설비 장애 진단 및 조치 시스템 구조)

  • Cho, Jaehyung;Lee, Jaeoh
    • KNOM Review
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    • v.23 no.1
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    • pp.18-25
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    • 2020
  • Recently, a research on a smart factory was developed from a concept of factory automation(FA) to the formation of collecting and analyzing data. This trend is accelerated as the development of communication technology(5G) and IoT devices are developed in various ways according to the field situation. In addition, digital transformation has been actively conducted in the strengthening corporate competitiveness, and various optimization studies are being conducted through process re-adjustment by combining data received from various IoT equipment and automated facilities. Therefore, in this paper, we propose a system architecture and its related components in diagnosing and repairing facility failure using a prediction system which is one of the related researches.

Development of IoT Home Gateway Environment based on ACOME using Open Source Hardware (오픈소스 하드웨어를 활용한 ACOME 기반의 IoT 홈 게이트웨이 환경 개발)

  • Kim, Seong-Min;Choi, Hoan-Suk;Rhee, Woo-Seop
    • The Journal of the Korea Contents Association
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    • v.16 no.3
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    • pp.296-304
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    • 2016
  • Recently in domestic market, the telecommunication and appliance companies actively provide IoT home service through their dedicated smart device and communication network. But because their service should use only their own devices and be payed by monthly, it does not satisfy user's needs. So, users want device and service environment that can be easily configured according to user needs. Therefore, in this paper, we propose IoT home service environment architecture and ACOME(Auto-Configuration of MQTT and REST) mechanism. The proposed architecture consists of IoT platform and IoT home gateway. And the ACOME provides the automatic registration using DPWS function and interface construction using MQTT. This implements as a library for open-source hardware such as Arduino that is easy to get on the market. So the user easy to make own IoT device. Finally, we provide performance evaluation about service and device discovery between ACOME and DPWS.

Cybersecurity of The Defense Information System network connected IoT Sensors (IoT Sensor가 연결된 국방정보통신망의 사이버보안 연구)

  • Han, Hyun-Jin;Park, Dea-Woo
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.24 no.6
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    • pp.802-808
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    • 2020
  • The IoT(Internet of Things) is based on the development of sensor technology and high-speed communication infrastructure, and the number of IoT connected to the network is increasing more than the number of people, and the increase is also very fast. In the field of defense, IoT is being deployed in various fields such as operations, military, base defense, and informatization, and the need is also increasing. Unlike the existing PC/server information protection system, cyber threats are also increasing as IoT sensors, which are vulnerable to information protection, are increasing in the network, so it is necessary to study the platform to protect the defense information and communication network. we investigated the case of connecting wired and wireless IoT to the defense network, and presented an efficient interlocking design method of the IoT integrated independent network with enhanced security by minimizing the contact point with the defense network.