• Title/Summary/Keyword: large IoT data

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Redundant and Abnormal Data Processing Scheme in Large-scale IoT Environment (대규모 IoT 환경에서의 중복 및 비정상 데이터 처리 기법)

  • Kim, Min-Woo;Lee, Tae-Ho;Lee, Byung-Jun;Kim, Kyung-Tae;Youn, Hee-Yong
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2019.07a
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    • pp.109-110
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    • 2019
  • 최근 IoT 환경에서는 고밀도로 노드가 분포되어진다. 이러한 센서 노드들은 데이터 전송 시 혼잡을 초래하는 중복 데이터를 생성하여 데이터의 정확도를 저하시킨다. 이에 따라 본 연구에서는 데이터 집중으로 인해 발생하는 네트워크의 정체 문제를 해결하기 위해 제안 기법은 사 분위(Interquatile, IRQ) 분석과 코사인 유사도 함수를 통해 데이터의 이상치와 중복성을 측정하여 중복 데이터 및 특이치를 제거한다. 본 연구를 통하여 최적의 데이터 전송을 통하여 IoT의 통신 성능을 향상시킬 수 있으며 결과적으로 데이터 감소율, 네트워크 수명 및 에너지의 효율성을 높일 수 있다.

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Development of IoT Middleware using XML (IoT기반 XML 미들웨어 플랫폼 개발)

  • Kong, Seung-Hun;Kim, Byeong-Jun;Shin, Kyoo-Jae
    • Proceedings of the Korea Information Processing Society Conference
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    • 2018.10a
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    • pp.353-355
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    • 2018
  • The aim of this paper is Although a large amount of sensor data is generated in the manufacturing process of a manufacturing company and the necessity of utilizing sensor data is felt, there is a real difficulty in collecting a large amount of sensor data and introducing analysis / service. Using W3C Web document standard format, XML based technology, it collects data to provide production status and equipment status information, and researches middleware for sensor data processing that user can analyze.

Efficient Flash Memory Access Power Reduction Techniques for IoT-Driven Rare-Event Logging Application (IoT 기반 간헐적 이벤트 로깅 응용에 최적화된 효율적 플래시 메모리 전력 소모 감소기법)

  • Kwon, Jisu;Cho, Jeonghun;Park, Daejin
    • IEMEK Journal of Embedded Systems and Applications
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    • v.14 no.2
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    • pp.87-96
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    • 2019
  • Low power issue is one of the most critical problems in the Internet of Things (IoT), which are powered by battery. To solve this problem, various approaches have been presented so far. In this paper, we propose a method to reduce the power consumption by reducing the numbers of accesses into the flash memory consuming a large amount of power for on-chip software execution. Our approach is based on using cooperative logging structure to distribute the sampling overhead in single sensor node to adjacent nodes in case of rare-event applications. The proposed algorithm to identify event occurrence is newly introduced with negative feedback method by observing difference between past data and recent data coming from the sensor. When an event with need of flash access is determined, the proposed approach only allows access to write the sampled data in flash memory. The proposed event detection algorithm (EDA) result in 30% reduction of power consumption compared to the conventional flash write scheme for all cases of event. The sampled data from the sensor is first traced into the random access memory (RAM), and write access to the flash memory is delayed until the page buffer of the on-chip flash memory controller in the micro controller unit (MCU) is full of the numbers of the traced data, thereby reducing the frequency of accessing flash memory. This technique additionally reduces power consumption by 40% compared to flash-write all data. By sharing the sampling information via LoRa channel, the overhead in sampling data is distributed, to reduce the sampling load on each node, so that the 66% reduction of total power consumption is achieved in several IoT edge nodes by removing the sampling operation of duplicated data.

Implementing Blockchain Based Secure IoT Device Management System (블록체인 기반 안전한 사물인터넷 장치 관리 시스템 구현)

  • Kim, Mihui;Kim, Youngmin
    • Journal of IKEEE
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    • v.23 no.4
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    • pp.1343-1352
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    • 2019
  • To manage the Internet of Things(IoT) Network, which consists of a large number of various devices, a secure and automatic method of strengthening the IoT network is being proposed. Blockchain has a 'smart contract' element of autonomous execution method, which is emerging as a way to not only exchange data quickly without mediators but also securely and automatically manage processes between IoT devices. In this paper, we implement a prototype of the entire IoT device management system based on the EOSIO with DPoS(Distributed Proof of Stake)-based blockchain structure, proposed as a prior study, including the user application DApp(Decentralized Application) and the actual IoT devices (Raspberry Pi-based device, and smart lamp) that interact with the blockchain platform. We analyze the benefits of the system and measure the time overhead to show the feasibility of the system.

A Comparison of the Construction for IoT System in Smart Clothing

  • Ko, Jooyoung;Shim, Jaechang
    • Journal of Multimedia Information System
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    • v.2 no.4
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    • pp.327-332
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    • 2015
  • Recently, as microcomputers and sensors have been miniaturized due to dropdown of their market rates, this lead to a favorable environment for implementing the Internet of Things. Smart clothing refers to a system which can be wearable or portable, and allows people to communicate or conduct sensing. Applying the Internet of things, the role of the server computer is to receive and process data obtained from the sensor. An ordinary PC can act as a server but during the implementation of IoT, a PC has limited application due to a large size and the inconvenient portability. This study proposes a model that allows a variety of functions while implementation with the server from the sensing using the Arduino and Raspberry Pi. If we apply this proposed model, everyone can easily and inexpensively experience mobile IoT system.

Secure MQTT Protocol based on Attribute-Based Encryption Scheme (속성 기반 암호화 기법을 활용한 보안 MQTT 프로토콜)

  • Kim, Nam Ho;Hong, Choong Seon
    • Journal of KIISE
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    • v.45 no.3
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    • pp.195-199
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    • 2018
  • Recently, with increasing scale of internet of Things (IoT), a large amount of data are generated and various services using such data are emerging. Therefore, a protocol suitable for IoT environment that can efficiently process / transmit big data is needed. MQTT is a lightweight messaging protocol for IoT environment. Although MQTT protocol can use TLS to provide security, it has a problem in that handshake and packet overhead will increase when TLS is used. Therefore, this paper proposed as Secure_MQTT protocol. It can provide stronger security by using lightweight encryption algorithm for MQTT protocol.

Development of Microclimate-based Smart farm Predictive Platform for Intelligent Agricultural Services (지능형 농업 서비스를 위한 미기상기반 스마트팜 예측 플랫폼 개발)

  • Moon, Aekyung;Lee, Eunryung;Kim, Seunghan
    • Journal of Korea Society of Industrial Information Systems
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    • v.26 no.1
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    • pp.21-29
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    • 2021
  • The emerging smart world based on IoT requires deployment of a large number of diverse sensors to generate data pertaining to different applications. Recent years have witnessed a plethora of IoT solutions beneficial to various application domains, IoT techniques also help boost agricultural productivity by increasing crop yields and reducing losses. This paper presents a predictive IoT smart farm platform for forcast services. We built an online agricultural forecasting service that collects microclimate data from weather stations in real-time. To demonstrate effectiveness of our proposed system, we designed a frost and pest forecasting modes on the microclimate data collected from weather stations, notifies the possibilities of frost, and sends pest forecast messages to farmers using push services so that they can protect crops against damages. It is expected to provide effectively that more precise climate forecasts thus could potentially precision agricultural services to reduce crop damages and unnecessary costs, such as the use of non-essential pesticides.

A Framework for Provisioning Internet of Things Context-aware Services (사물인터넷 기반의 상황인지 서비스를 위한 프레임워크 설계)

  • Cheun, Du Wan
    • Journal of Service Research and Studies
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    • v.2 no.2
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    • pp.91-98
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    • 2012
  • The emergence of new types of embedded computing devices and developments in wireless networking are broadening the domain of computing from the work place and home office to other facets of everyday life. This trend is expected to lead to a proliferation of Internet of Things (IoT) environments, in which inexpensive and interconnected computing devices are capable of supporting users in a range of tasks. Context-aware computing is a key source to develop such smart services. However, there are many challenges to enable services to be smart; Heterogeneous Computing Environments, Resource Limitations, Large Amount of Data Produced, and Different Requirements for Context Interpretation. Because of these challenges, there are difficulties in providing smart service by utilizing IoT devices. Currently, many researchers are conducting researches on mobile-computing based smart service development and provisioning and network infrastructure for interconnected IoT devices. Still, there are some limitations on developing core technologies for IoT computing based smart service development. In order to remedy this situation, this thesis presents a reusable framework that provides unique and noble features which are required in developing advanced context-aware IoT applications.

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Framework of Online Shopping Service based on M2M and IoT for Handheld Devices in Cloud Computing (클라우드 컴퓨팅에서 Handheld Devices 기반의 M2M 및 IoT 온라인 쇼핑 서비스 프레임워크)

  • Alsaffar, Aymen Abdullah;Aazam, Mohammad;Park, Jun-Young;Huh, Eui-Nam
    • Proceedings of the Korea Information Processing Society Conference
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    • 2013.05a
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    • pp.179-182
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    • 2013
  • We develop Framework architecture of Online Shopping Services based on M2M and IoT for Handheld Devices in Cloud Computing. MapReduce model will be used as a method to simplify large scale data processing when user search for purchasing products online which provide efficient, and fast respond time. Therefore, providing user with a enhanced Quality of Experience (QoE) as well as Quality of Service (QoS) when purchasing/searching products Online from big data.

A study on the Application of PB/MC-CDMA for IoT Services in Small Cell Environment (IoT 서비스를 위한 스몰셀 환경에서 PB/MC-CDMA 적용 방안에 대한 연구)

  • Lee, Kyu-Jin
    • Journal of Convergence Society for SMB
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    • v.6 no.3
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    • pp.21-27
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    • 2016
  • In this paper, we introduce the PB/MC-CDMA (Partial Block/Multi-Carrier-Code Division Multiple Access) system to mitigate inter-cell interference (ICI) and enhance user capacity in the small cell environment. In 5G mobile communications, the number of devices connected to the network is expected to increase exponentially with the expansion of the IoT (Internet of Things) services. In addition, each device is expected to be required by the various data rates by their content types. In LTE/LTE-A, there are some limitations that large scale connectivity and supporting various data rates. Therefore, we introduce a PB/MC-CDMA physical layer system which is suitable for the small cell environment, and evaluate the performance in the multi cell environment which is affected by ICI. Through computer simulation results, we demonstrate the effectiveness of PB/MC-CDMA for the small cell environment.