• 제목/요약/키워드: network monitoring

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수질오염총량관리 단위유역 유량자료와 하천유량 측정망 자료의 연계성 분석 (Relationship between the Flow data on the Unit Watersheds and on the Stream Flow Monitoring Network)

  • 박준대;오승영
    • 한국물환경학회지
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    • 제29권1호
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    • pp.55-65
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    • 2013
  • It is very difficult to apply stream flow data directly to the management of Total Maximum Daily Loads because there are some differences between the unit watershed and the stream flow monitoring network in their characteristics such as monitoring locations and its intervals. Flow duration curve can be developed by linking the daily flow data of stream monitoring network to 8 day interval flow data of the unit watershed. This study investigated the current operating conditions of the stream flow monitoring network and the flow relationships between the unit watershed and the stream flow monitoring network. Criteria such as missing and zero value data, and correlation coefficients were applied to select the stream flow reference sites. The reference sites were selected in 112 areas out of 142 unit watersheds in 4 river basins, where the stream flow observations were carried out in relatively normal operating conditions. These reference sites could be utilized in various ways such as flow variation analysis, flow duration curve development and so on for the management of Total Maximum Daily Loads.

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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    • 제16권8호
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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.

커뮤니티 통계량에 기반한 사회 연결망 모니터링 절차 (A social network monitoring procedure based on community statistics)

  • 이주원;이재헌
    • 응용통계연구
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    • 제36권5호
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    • pp.399-413
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    • 2023
  • 최근 사회 연결망에서 비정상적인 변화를 모니터링하는 절차는 흥미로운 연구 주제이다. 이 논문은 사회 연결망 모형 중 커뮤니티와 개인들의 경향성을 모두 고려한 동적 연결망 모형인 DCSBM (degree corrected stochastic block model)을 가정하고 이 연결망 내의 변화를 모니터링하는 절차를 고려하였다. 이때 커뮤니티의 비정상적인 변화 탐지를 위해 세 가지의 모니터링 방법을 제안하였다. 또한 제안된 방법의 성능을 평가하기 위해 모의실험을 설계하고 수행하였다. 커뮤니티의 경향성 변화에 대한 모의실험 결과 연결망을 커뮤니티에 따라 분할하여 모니터링하는 방법이 전반적으로 빠르게 변화를 탐지하여 성능이 더 좋음을 알 수 있었다.

토양측정망 운영 결과 분석 연구 (Analysis on Monitoring Results of Korean Soil Monitoring Network)

  • 정승우
    • 한국지하수토양환경학회지:지하수토양환경
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    • 제15권2호
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    • pp.18-23
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    • 2010
  • Usability of soil quality monitoring network for ascertaining soil quality changes was evaluated by analysing soil quality monitoring results. Tolerance limits of soil quality monitoring results from 1997 to 2007 were calculated and compared with Korean soil quality standards. This study determined that soil quality was changed if the upper 95% tolerance limit value was greater than the soil quality standard. Fluoride most frequently exceeded the soil quality standard and nickel, zinc, arsenic, copper, lead and cadmium were followed. Analysis on land use showed that tolerance limits of industrial land use most frequently exceeded the soil quality standards and residential, road and various land uses then frequently exceeded. Tolerance limits of land uses expecting high contaminant loads frequently exceeded the soil quality standards. This fact imply that the soil quality monitoring network generates reasonable data to represent change in Korean soil quality. This study also suggested that representative sampling from well identified points should be done to improve data reliability and accurately ascertain soil quality changes.

The development of a ship's network monitoring system using SNMP based on standard IEC 61162-460

  • Wu, Zu-Xin;Rind, Sobia;Yu, Yung-Ho;Cho, Seok-Je
    • Journal of Advanced Marine Engineering and Technology
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    • 제40권10호
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    • pp.906-915
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    • 2016
  • In this study, a network monitoring system, including a secure 460-Network and a 460-Gateway, is designed and developed according with the requirements of the IEC (International Electro-Technical Commission) 61162-460 network standard for the safety and security of networks on board ships. At present, internal or external unauthorized access to or malicious attack on a ship's on board systems are possible threats to the safe operation of a ship's network. To secure the ship's network, a 460-Network was designed and implemented by using a 460-Switch, 460-Nodes, and a 460-Gateway that contains firewalls and a DMZ (Demilitarized Zone) with various application servers. In addition, a 460-firewall was used to block all traffic from unauthorized networks. 460-NMS (Network Monitoring System) is a network-monitoring software application that was developed by using an simple network management protocol (SNMP) SharpNet library with the .Net 4.5 framework and a backhand SQLite database management system, which is used to manage network information. 460-NMS receives network information from a 460-Switch by utilizing SNMP, SNMP Trap, and Syslog. 460-NMS monitors the 460-Network load, traffic flow, current network status, network failure, and unknown devices connected to the network. It notifies the network administrator via alarms, notifications, or warnings in case any network problem occurs. Once developed, 460-NMS was tested both in a laboratory environment and for a real ship network that had been installed by the manufacturer and was confirmed to comply with the IEC 61162-460 requirements. Network safety and security issues onboard ships could be solved by designing a secure 460-Network along with a 460-Gateway and by constantly monitoring the 460-Network according to the requirements of the IEC 61162-460 network standard.

대구지역 대기오염자동측정망 위치의 타당성 분석 (Feasibility Study for the Location of Air Quality Monitoring Network in Daegu Area)

  • 최성우;이중범
    • 한국환경과학회지
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    • 제20권1호
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    • pp.81-91
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    • 2011
  • Air quality monitoring networks are very important facilities to manage urban air pollution control and to set up an environmental policy. Since air quality monitoring network of Daegu was allocated from 1980s to mid-90s, there is need to reevaluate it and relocated its site. This study was evaluated the position of Daegu air quality monitoring station by unit environmental sensitivity index, grid emission rate, CAI (Comprehensive Air-quality Index) point. The investigation domain covered an area of 16 $\times$ 24 km centered at the metropolitan area of Daegu with grid spacing of 2 km. The location of alternative air quality monitoring networks was selected through optimization and quintiles analysis of total score. The result showed that all things considered, new air quality monitoring network need to install grid numbers 10, 28, 36, 37, 46. We also recommand three scenarios of alternative air quality monitoring network when considering unit environmental sensitivity index, emission rate and CAI point.

짝비교 기법을 활용한 보조지하수관측망 위치선정 기준 수립에 관한 연구

  • 김정우;김규법;원종호;이진용;이명재;이강근
    • 한국지하수토양환경학회:학술대회논문집
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    • 한국지하수토양환경학회 2003년도 총회 및 춘계학술발표회
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    • pp.259-262
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    • 2003
  • In the Republic of Korea, Ministry of Construction & Transportation and Korea Water Resources Corporation manage the national groundwater monitoring network at the 169 stations and will organize the supplementary groundwater monitoring network at the 10,000 stations by 2011 year. The method that organizes the monitoring network was developed using the Analytic Hierarchy Process with pairwise comparison. Several estimation factors for the estimating every district were selected to reflect each district conditions. Their weighting value was decided by pairwise comparison and questions to the experts about groundwater The optimal number of groundwater monitoring well was calculated through the developed method. To verify this method, groundwater was monitored in Jeonju city by way showing the example. The study area In Jeonju city needs 7 stations for the supplementary groundwater monitoring network. The results monitored in 7 stations inferred the groundwater level around the study area by Kriging. The mean of residual between inferred groundwater level value from Kriging and actual groundwater level is rather low. Furthermore, the mean and standard deviation of residual between inferred groundwater level change and actual groundwater change is much lower. The Fact that 7 monitoring stations are sufficient for observing the groundwater condition in the study area makes it possible for suggested monitoring number to be proper.

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농업용수 정량화를 위한 경제적 수위계측망 설계 (Economical Design of Water Level Monitoring Network for Agricultural Water Quantification)

  • 김선주;권형중;김일정;김필식
    • 한국농공학회논문집
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    • 제58권5호
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    • pp.19-28
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    • 2016
  • This study was to design the optimal locations of the water level monitoring to quantify the agricultural water use in irrigation area supplied from an agricultural reservoir. In most of agricultural areas without TM/TC (Tele-Monitoring and Tele-Control) or monitoring network, irrigation water have been supplied on conventional experience and agricultural reservoir have been operated based on the operating simulation results by HOMWRS (Hydrological Operation Model for Water Resources System). Therefore, this study quantified the amount of agricultural water use in an irrigation area (Musu Reservoir, Jincheon-gun) by establishing water level monitoring network and analyzed the agricultural water saving effect. According to the evaluation of the economic values for water saving effect, the saving agricultural water of 1.7 million ton was analyzed to have economic values of 0.85 million won as water for living, and 1.78 million won as water for industrial use. It is identified to secure economic feasibility of the new water monitoring network by establishing one monitoring point in the entrance, irrigation area and endpoint through the economic analysis.

사물 웹(WoT) 환경에서 네트워크 모니터링 애플리케이션 개발을 위한 웹 프론트엔드 프레임워크의 적용 현황 및 트렌드 (Status and Trend on Applying Web Front-End Frameworks for Developing Network Monitoring Applications in a Web of Things Environment)

  • 차시호
    • 디지털산업정보학회논문지
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    • 제18권1호
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    • pp.47-54
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    • 2022
  • All things connected to the Internet have to ensure interoperability between each other. Web of Things (WoT) is an Internet of Things (IoT) Web standard technology that enables the communication between smart devices and web-based applications. In order for WoT to be possible, monitoring of all devices connected to the Internet have to be possible. To this end, various efforts are being made to develop network monitoring applications using the latest Web front-end frameworks, not traditional web-based monitoring. This paper examines and describes the possibilities of applying Web front-end frameworks such as React, Angular and Svelte to the development of network monitoring applications for WoT. This paper also describes the pros and cons of two major frameworks, React and Angular, in developing monitoring applications that support the cross-platforms and cross-browsers in WoT environments and examines the applicability of them by developing simple network monitoring applications using React.

대규모 공중무인기를 이용한 가상력 기반 재난 감시 네트워크 (Virtual Force(VF)-based Disaster Monitoring Network Using Multiple UAVs)

  • 천정명;윤석훈;김대영
    • 한국인터넷방송통신학회논문지
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    • 제16권4호
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    • pp.97-108
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    • 2016
  • 본 논문에서는 넓은 개활지역에서의 신속한 재난 감시 및 탐지를 위하여 대규모 공중무인기로 구성된 협업 감시 네트워크를 고려한다. 관제센터의 한정된 자원은 다수의 공중무인기의 개별 제어에 제한이 있으며 이는 감시네트워크의 성능 저하를 가져온다. 따라서 공중무인기 기반 감시네트워크는 자율적 이동센서네트워크 구축, 재난지역 감시 범위 최대화, 재난발생 특성에 따른 효과적인 대형 변화 방안이 요구된다. 본 논문에서는 가상력을 이용한 대규모 공중무인기의 네트워크 구축 및 효율적 제어 알고리즘을 제안한다. 공중무인기의 회전 움직임을 바탕으로 감시범위의 확장과 네트워크의 분할과 합병을 통해 재난 지역의 효과적인 감시가 가능하다. 시뮬레이션을 이용하여 대규모 공중무인기 기반 협업 감시네트워크는 공중무인기 간 자율적 감시네트워크 구축, 네트워크의 신속한 지역 이동 그리고 넓은 지역의 효율적 감시가 가능하고 높은 이벤트 탐지율(Event Detection Ratio) 획득이 가능함을 보인다.