• Title/Summary/Keyword: Software Monitoring

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A Machine Learning-based Real-time Monitoring System for Classification of Elephant Flows on KOREN

  • Akbar, Waleed;Rivera, Javier J.D.;Ahmed, Khan T.;Muhammad, Afaq;Song, Wang-Cheol
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.16 no.8
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    • pp.2801-2815
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    • 2022
  • With the advent and realization of Software Defined Network (SDN) architecture, many organizations are now shifting towards this paradigm. SDN brings more control, higher scalability, and serene elasticity. The SDN spontaneously changes the network configuration according to the dynamic network requirements inside the constrained environments. Therefore, a monitoring system that can monitor the physical and virtual entities is needed to operate this type of network technology with high efficiency and proficiency. In this manuscript, we propose a real-time monitoring system for data collection and visualization that includes the Prometheus, node exporter, and Grafana. A node exporter is configured on the physical devices to collect the physical and virtual entities resources utilization logs. A real-time Prometheus database is configured to collect and store the data from all the exporters. Furthermore, the Grafana is affixed with Prometheus to visualize the current network status and device provisioning. A monitoring system is deployed on the physical infrastructure of the KOREN topology. Data collected by the monitoring system is further pre-processed and restructured into a dataset. A monitoring system is further enhanced by including machine learning techniques applied on the formatted datasets to identify the elephant flows. Additionally, a Random Forest is trained on our generated labeled datasets, and the classification models' performance are verified using accuracy metrics.

GAN-based Video Denoising for Robust Pig Detection System (GAN 기반의 영상 잡음에 강인한 돼지 탐지 시스템)

  • Bo, Zhao;Lee, Jonguk;Atif, Othmane;Park, Daihee;Chung, Yongwha
    • Proceedings of the Korea Information Processing Society Conference
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    • 2021.11a
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    • pp.700-703
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    • 2021
  • Infrared cameras are widely used in recent research for automatic monitoring the abnormal behaviors of the pig. However, when deployed in real pig farms, infrared cameras always get polluted due to the harsh environment of pig farms which negatively affects the performance of pig monitoring. In this paper, we propose a real-time noise-robust infrared camera-based pig automatic monitoring system to improve the robustness of pigs' automatic monitoring in real pig farms. The proposed system first uses a preprocessor with a U-Net architecture that was trained as a GAN generator to transform the noisy images into clean images, then uses a YOLOv5-based detector to detect pigs. The experimental results show that with adding the preprocessing step, the average pig detection precision improved greatly from 0.639 to 0.759.

Development of On-line Life Monitoring System Software for High-temperature Components of Power Boilers (보일러 고온요소의 수명 감시시스템 소프트웨어 개발)

  • 윤필기;정동관;윤기봉
    • Proceedings of the Korea Society for Energy Engineering kosee Conference
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    • 1999.05a
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    • pp.171-176
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    • 1999
  • Nondestructive inspection and accompanying life analysis based on fracture mechanics were the major conventional methods for evaluating remaining life of critical high temperature components in power plants. By using these conventional methods, it has been difficult to perform in-service inspection for life prediction. Also, quantitative damage evaluation due to unexpected abrupt changes in operating temperature was almost impossible. Thus, many efforts have been made for evaluating remaining life during operation of the plants and predicting real-time life usage values based on the shape of structures, operating history, and material properties. In this study, a core software for on-line life monitoring system which carries out real-time life evaluation of a critical component in power boiler(high temperature steam headers) is developed. The software is capable of evaluating creep and fatigue life usage from the real-time stress data calculated by using temperature/stress transfer Green functions derived for the specific headers and by counting transient cycles. The major benefits of the developed software lie in determining future operating schedule, inspection interval, and replacement plan by monitoring real-time life usage based on prior operating history.

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Study on operating software for monitoring device network in sewage disposal facility (오수처리시설의 가동상태 확인 기기 네트웤의 운영 소프트워어에 관한 연구)

  • 박승환;김창복;김성선
    • Journal of the Korea Society of Computer and Information
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    • v.7 no.1
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    • pp.74-79
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    • 2002
  • In field of environments the monitoring devices for sewage disposal facilities developed to overcome a problem of the water contamination according to industrializaion and urbanization. This paper presents the operating software for monitoring device network which operator in remote station is able to check and see the operating states of the sewage disposal facilities installed in local stations. The software is executed by the hardware base developed by this study and composed of the Program modules for database, data transmission and operating state analysis. As the result of the proposed software system, it is confirmed that we are able to make improvements of the effectiveness of the operating management for environment equipments.

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Data-Based Monitoring System for Smart Kitchen Farm

  • Yoon, Ye Dong;Jang, Woo Sung;Moon, So Young;Kim, R. Young Chul
    • International journal of advanced smart convergence
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    • v.11 no.2
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    • pp.211-218
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    • 2022
  • Pandemic situations such as COVID-19 can occur supply chain crisis. Under the supply chain crisis, delivering farm products from the farm to the city is also very challenging. Therefore it is essential to prepare food sufficiency people who live in a city. We firmly insist on food self-production/consumption systems in each home. However, since it is impossible to grow high-quality crops without expertise knowledge. Therefore expert system is essential to grow high-quality crops in home. To address this problem, we propose a smart kitchen farm as a data-based monitoring system and platform with ICT convergence technology. Our proposed approach 1) collects data and makes judgments based on expert knowledge for home users, 2) increases product quality of the smart kitchen farms by predicting abnormal/normal crops, and 3) controls each personal home cultivation environment through data-based monitoring within the smart central server. We expect people can cultivate high-quality crops in thir kitchens through this system without expert knowledge about cultivation.

KOHONEN NETWORK BASED FAULT DIAGNOSIS AND CONDITION MONITORING OF PRE-ENGAGED STARTER MOTORS

  • BAY O. F.;BAYIR R.
    • International Journal of Automotive Technology
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    • v.6 no.4
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    • pp.341-350
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    • 2005
  • In this study, fault diagnosis and monitoring of serial wound pre-engaged starter motors have been carried out. Starter motors are DC motors that enable internal combustion engine (ICE) to run. In case of breakdown of a starter motor, internal combustion engine can not be worked. Starter motors have vital importance on internal combustion engines. Kohonen network based fault diagnosis system is proposed for fault diagnosis and monitoring of starter motors. A graphical user interface (GUI) software has been developed by using Visual Basic 6.0 for fault diagnosis. Six faults, seen in starter motors, have been diagnosed successfully by using the developed fault diagnosis system. GUI software makes it possible to diagnose the faults in starter motors before they occur by keeping fault records of past occurrences.

A Remote Monitoring and Control System for Waste Treatment Facility via Public Communication Network.

  • Jung, Jae-Hak;Choi, Jin-Yong
    • 제어로봇시스템학회:학술대회논문집
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    • 2001.10a
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    • pp.124.2-124
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    • 2001
  • The research for development of remote monitoring and control systems composed three stages of research categories. At the first stage, we decided the suitable instrumentation devices for interface between H/W systems and waste water treatment facility. And at the second stage, we developed the software package for remote monitoring and data transmission system including data receipt system via wired telephone line. At the final stage we developed local control system for auto-process control of waste water treatment facilities. For the first stage of research we developed the a drawing of design the instrumentation and selected optimal sensors or monitoring basic important data. After the first stage research we developed the software package with Graphic User Interface(GUI) ...

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Real-time control & monitoring software of an AS/RS for CIM (CIM 구축을 위한 자동창고의 실시간 제어 및 모니터링 S/W)

  • 손경준;오구일;정무영;이현용
    • 제어로봇시스템학회:학술대회논문집
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    • 1991.10a
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    • pp.826-831
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    • 1991
  • Automated Storage and Retrieval System (AS/RS), which is an element of Computer Integrated Manufacturing (CIM), is a widely used material handling equipment with conveyors and Automatic Guided Vehicles (AGVs). Until now the evaluation of operational policies of AS/RS and control algorithms is done theoretically or by computer simulations. In this study, a real-time control and monitoring software of an AS/RS is also developed by making actually moving AS/RS miniature. A PC-based real-time monitoring program can control the AS/RS directly through the communication port. The monitoring program has additional functions such as storage/retrieval management, inventory management, and statistics management. The program can not only collect the necessary statistics but monitor the current action of the AS/RS concurrently.

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On-line Measurement of Buffer Capacity of a Fermentation medium and Estimation of Organic Aicd Production (발효배지의 완충용량의 온라인 측정 및 유기산 생산 추정)

  • Hur, Won;Jung, Yoon-Keun
    • KSBB Journal
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    • v.13 no.4
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    • pp.461-467
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    • 1998
  • A fermentation system was supplemented with a device for the measurement of the durations of alkali pump feeding for automatic pH control and an A/D convertor for precise monitoring of pH value by computer. A software program was developed to measure buffer capacities from the pH signal and the pH control signal during fermentation. By measuring the buffer capacity on-line, levels of acetic acid were estimated by a software sensor using pH signal in a fermentation process of E.coli growing in a minimal medium. The measured values of acetic acid showed correlation to those of estimated by the software sensor. Lacitic acid production was also successfully estimated by the values of buffer capacities measured on-line.

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A Cost-effective SFC Monitoring Approach with Minimum Agent Deployment (최소한의 에이전트 배치를 통한 비용 효율적인 SFC 모니터링 방식)

  • Lee, Jisoo;Yeoum, Sanggil;Choo, Hyunseung
    • Proceedings of the Korea Information Processing Society Conference
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    • 2018.10a
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    • pp.122-125
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    • 2018
  • 최근 다양한 네트워크 서비스에 대한 수요가 증가함에 따라 Service Function (SF)의 동적 구성을 위한 유연한 모델이 요구된다. Service Function Chaining (SFC)은 일련의 SF로 구성된 새로운 네트워크 서비스 배포 모델을 정의한다. Software Defined Networking (SDN)은 제어 평면을 중앙 집중화함으로써 네트워크 트래픽 제어를 단순화하여 SFC동작에 중요한 역할을 한다. SDN 기반 SFC(SD_SFC)는 SF 장애를 감지하기 위한 모니터링 시스템이 필요하다. 그러나 기존의 모니터링 방식은 모든 SF에 Monitoring Agent(MA)를 배치하기 때문에 높은 시그널링 비용을 가진다. 본 논문에서는 최소한의 SF에 MA를 배치함으로써 시그널링 비용을 줄이는 SFC모니터링 방식을 제안한다. 제안하는 SF selection 알고리즘은 최적화된 SF 집합을 사용하여 오버로드된 SF를 반환하여 MA를 배치한다. 우리는 제안 시스템의 효율성을 평가하기 위해 테스트베드 구현을 통해 실험하였다. 실험 결과에 따르면 우리는 기존 방식에 비해서 시그널링 비용을 59.2% 절감하였다.