• Title/Summary/Keyword: 데이터 모니터링

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Implementation of Monitoring System for Smart Factory (스마트 팩토리를 위한 모니터링 시스템 구현)

  • Yoon, Jae-Hyeon;Jung, Jong-Mun;Ko, Bong-Jin
    • Journal of Advanced Navigation Technology
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    • v.22 no.5
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    • pp.485-489
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    • 2018
  • For the construction of smart factory that are part of the Fourth Industrial Revolution, data from the production environments and production machines should be collected, analyzed, and feedback should be given to predict when failures take place or parts should be replaced. For this purpose, a system that monitors the production environments and the status of the production machines are required. In this paper, the monitoring system for mobile devices and PC is implemented by collecting environmental data from production sites and sensor data of production machine using LoRa, a low-power wireless communication technology. On the mobile devices, production environments and vibration data can be displayed in real time. In PC monitoring program, sensor data can be displayed graphically to check standard deviation and data variation. The implemented system is used to collect data such as temperature, humidity, and atmospheric pressure of the production environment, and vibration data of production machines.

The Underwater Environment Monitoring System based on Ocean Oriented WSN(Wireless Sensor Network) (해양 적응형 무선센서네트워크 기반의 수중 환경 모니터링 시스템)

  • Yun, Nam-Yeol;NamGung, Jung-Il;Park, Hyun-Moon;Park, Su-Hyeon;Kim, Chang-Hwa
    • Journal of Korea Multimedia Society
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    • v.13 no.1
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    • pp.122-132
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    • 2010
  • The analysis of ocean environment offers us essential information for ocean exploration. But ocean environment has a lot of environmental variables such as the movements of nodes by an ocean current, corrosion by salt water, attenuation of radio wave, occurrences of multi-path and difficulty of sensor nodes' deployment. It is accordingly difficult and complex to gather and process the environmental information through ocean data communication due to these constraints of ocean environment unlike the terrestrial wireless networks. To overcome these problems, we organized ocean communication network for monitoring underwater environment by real experiment in Gyeongpoho similar to ocean environment. Therefore, this paper aims at overcoming major obstacles in ocean environment, effectively deploying sensor nodes for ocean environment monitoring and defining an efficient structure suitable for communication environment by the implementation of ocean environment monitoring system in Gyeongpoho.

Self-diagnosis Algorithm for Water Quality Sensors Based on Water Quality Monitoring Data (수질 모니터링 데이터 기반의 수질센서 자가진단 알고리즘)

  • HongJoong Kim;Jong-Min Kim;Tae-Hyung Kang;Gab-Sang Ryu
    • Journal of Internet of Things and Convergence
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    • v.9 no.1
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    • pp.41-47
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    • 2023
  • Today, due to the increase in global population growth, the international community is discussing solving the food problem. The aquaculture industry is emerging as an alternative to solving the food problem. For the innovative growth of the aquaculture industry, smart fish farms that combine the fourth industrial technology are recently being distributed, and full-cycle digitalization is being promoted. Water quality sensors, which are important in the aquaculture industry, are electrochemical portable sensors that check water quality individually and intermittently, making it impossible to analyze and manage water quality in real time. Recently, optically-based monitoring sensors have been developed and applied, but the reliability of monitoring data cannot be guaranteed because the state information of the water quality sensor is unknown. Therefore, this paper proposes an algorithm representing self-diagnosis status such as Failure, Out of Specification, Maintenance Required, and Check Function based on monitoring data collected by water quality sensors to ensure data reliability.

Deep Learning-based Time Series Data Prediction Research for Performance Enhancement in Cloud Monitoring Systems (클라우드 모니터링 시스템의 성능 향상을 위한 딥러닝을 이용한 시계열 데이터 예측 연구)

  • 김동완;홍두표;신용태
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.05a
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    • pp.342-344
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    • 2023
  • 클라우드 시장의 성장과 마이크로 서비스 접근식이 제기됨에 따라 IT인프라를 관리하기 위한 연구가 최근 활발히 이루어지고 있다. 하지만 고도화 및 분산된 환경에서 관찰 가능성 응용을 확보하기 어렵다는 문제점을 가지고 있다. 따라서 본 연구에서는 모니터링 시스템을 통한 데이터 분석 중 수집한 데이터의 분석이 난해하다는 문제를 해결하기 위한 방법을 제안한다. 제안된 방법은 NAB 데이터셋을 대상으로 STUMPY를 이용하여 데이터를 시각화하고, CNN을 이용하여 분류 작업을 수행한다. 분류를 수행한 데이터셋은 이상치 데이터와 이상 전조 데이터, 정상 데이터셋으로 분류하여 데이터셋을 구성한다. 구성한 학습 데이터셋에 대해 훈련을 마친 딥러닝 모델은 부하 테스트 환경에서 수집한 데이터에 대한 그래프 패턴을 분석하여 이상치 데이터와 이상 전조 데이터를 탐지한다.

An Implementation of Context Data Monitoring System based on Ubiquitous Sensor Network (유비쿼터스 센서 네트워크 기반의 상황 정보 모니터링 시스템 구현)

  • Lee, Ki-Wook;Sung, Chang-Gyu
    • Journal of the Korea Society of Computer and Information
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    • v.11 no.5 s.43
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    • pp.259-265
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    • 2006
  • As a core area of the new computing paradigm, the Ubiquitous Sensor Network Technology utilizes a wireless sensor networking which can be applied to the Context Information Monitoring System. When the technology is used in a poor user-environment for monitoring purposes, it can cost-effectively gather the context data on real-time basis, analyze the information gathered, effectively response to the user situation, and execute orders to create environmental factors desired by the user. This study structures a system able to monitor information in regards to a user-environment based on wireless-node sensor technology coupled with the Ubiquitous Sensor Network Technology. The proposed system requires a minimal collection of data without continuous monitoring. Monitoring periodically, it can sense the user-environment more efficiently than the existing monitoring technologies based on the wire-communication technology.

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A Design and Implementation of Remote Video Monitoring System for the Mobile Internet (무선 인터넷에서의 원격 화상 모니터링 시스템의 설계 및 구현)

  • 공인엽
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2001.10a
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    • pp.53-56
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    • 2001
  • It has been increasing that the use of Mobile Internet these days. And the demand of user is changing from the text based services to multimedia based data services like pictures, sounds and streaming videos in Mobile Internet. In this paper, It is proposed a remote monitoring system that .an transfer the video data through WAP(Wireless Application protocol) based Mobile Internet used generally in anywhere. And this system is a low-cost efficient system compared with a existing high-cost Internet Camera system, using video module connected to Internet directly and PC-based server. In this paper, It is explained a design and implementation of such WAP-based remote monitoring system.

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Implementation of Data Monitoring and Acquisition System for Real-time Rotating Machinery based on oneM2M (oneM2M 표준 기반 실시간 회전기기 센싱 데이터 수집 및 모니터링 시스템 구현)

  • Lee, Young-Dong
    • Journal of the Institute of Convergence Signal Processing
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    • v.20 no.1
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    • pp.57-62
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    • 2019
  • In this paper, oneM2M based data monitoring and acquisition system is designed and implemented to measure and transmit the voltage, current, temperature, acceleration and vibration of the motor. The proposed system can detect electrical faults (overcurrent, reverse phase, phase loss, ground fault) and mechanical faults (MC counter, motor operation time, bearing and winding temperature, motor speed, insulation resistance). The system consists of sensor data collection, web server, php, database, wired/wireless communication system. The insulation resistance and the motor speed were measured, and the experimental results were similar for both the test resistance value and the reference input value.

A Remote-Monitoring System of Pets using a Wearable Device (웨어러블 디바이스를 이용한 반려동물 원격 모니터링 시스템)

  • Jeong, Hanjo;Lee, Jeong-Hun;Lee, Ji-Hyeong;Kim, Se-Yun;Jung, Ji-Won
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2020.07a
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    • pp.281-282
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    • 2020
  • 2019년 통계청의 보고에 의하면 1인 가구 수는 전체 가구 수 중 29.9퍼센트인 603만 9000가구로 600만 가구를 돌파하였고, 계속해서 상승 추세에 있다. 1인 가구 비율이 상승함에 따라 반려동물 사육 가정의 비율 또한 상승하고 있다. 본 논문에서는 반려동물을 사육하는 1인 가구를 위해 반려동물의 생체데이터, 활동량 등을 웨어러블 기기를 통해 측정하고, 센싱된 데이터를 원격으로 모니터링할 수 시스템을 제안한다. 아두이노를 이용하여 반려동물의 온도 등의 생체데이터와 활동량 체크를 위한 가속도 센서 데이터를 측정하고 와이파이 통신을 이용하여 데이터베이스 서버로 전송하는 기기를 구성하고, 센싱된 데이터를 사용자가 다운받아서 데이터를 분석, 모니터링할 수 있는 모바일 앱 인터페이스를 제공한다.

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A Study on Continuous Monitoring Reinforcement for Sales Audit Using Process Mining Under Big Data Environment (빅데이터 환경에서 프로세스 마이닝을 이용한 영업감사 상시 모니터링 강화에 대한 연구)

  • Yoo, Young-Seok;Park, Han-Gyu;Back, Seung-Hoon;Hong, Sung-Chan
    • Journal of Internet Computing and Services
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    • v.17 no.6
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    • pp.123-131
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    • 2016
  • Process mining in big data environment utilize a number of data were generated from the business process. It generates lots of knowledge and insights regarding implementation and improvement of the process through the event log of the company's enterprise resource planning (ERP) system. In recent years, various research activities engaged with the audit work of company organizations are trying actively by using the maximum strength of the mining process. However, domestic studies on applicable sales auditing system for the process mining are insufficient under big data environment. Therefore, we propose process-mining methods that can be optimally applied to online and traditional auditing system. In advance, we propose continuous monitoring information system that can early detect and prevent the risk under the big data environment by monitoring risk factors in the organizations of enterprise. The scope of the research of this paper is to design a pre-verification system for risk factor via practical examples in sales auditing. Furthermore, realizations of preventive audit, continuous monitoring for high risk, reduction of fraud, and timely action for violation of rules are enhanced by proposed sales auditing system. According to the simulation results, avoidance of financial risks, reduction of audit period, and improvement of audit quality are represented.

A Study on Energy Saving Monitoring System of Data Center based on Context Awareness (상황인지 기반 데이터센터의 전력절감 모니터링 시스템에 관한 연구)

  • Lee, Hwa-Jeong;Jung, Min-Yong;Kim, Chang-Geun;Kim, Hyun-Ju
    • Journal of Convergence for Information Technology
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    • v.9 no.1
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    • pp.19-27
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    • 2019
  • In recent years, with the advancement of IT technology, we expect data size of the world to increase 10 times in 2025. The rapid development of this Internet technology leads to the downsizing of the server system of the data center which manages and operates the data, the capacity of the storage medium, and the power consumption of the data center. In this paper, we propose an energy conservation policy and analyze it in real time by analyzing the power consumption pattern of the server system of the data center. The proposed system can monitor and analyze the power consumption pattern of the individual server system in the data center, and it can be expected that about 10% of the total power consumption of the data center will be saved by efficiently managing the actual operation time of the server system.