• 제목/요약/키워드: monitoring and control

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LOF를 이용한 ICA 기반 통계적 공정관리의 성능 개선 방법론 (The Use of Local Outlier Factor(LOF) for Improving Performance of Independent Component Analysis(ICA) based Statistical Process Control(SPC))

  • 이재신;강복영;강석호
    • 한국경영과학회지
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    • 제36권1호
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    • pp.39-55
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    • 2011
  • Process monitoring has been emphasized for the monitoring of complex system such as chemical processing industries to achieve the efficiency enhancement, quality management, safety improvement. Recently, ICA (Independent Component Analysis) based MSPC (Multivariate Statistical Process Control) was widely used in process monitoring approaches. Moreover, DICA (Dynamic ICA) has been introduced to consider the system dynamics. However, the existing approaches show the limitation that their performances are strongly dependent on the statistical distributions of control variables. To improve the limitation, we propose a novel approach for process monitoring by integrating DICA and LOF (Local Outlier Factor). In this paper, we aim to improve the fault detection rate with the proposed method. LOF detects local outliers by using density of surrounding space so that its performance is regardless of data distribution. Therefore, the proposed method not only can consider the system dynamics but can also assure robust performance regardless of the statistical distributions of control variables. Comparison experiments were conducted on the widely used benchmark dataset, Tennessee Eastman process (TE process), and showed the improved performance than existing approaches.

제어용 계전기의 원격감시시스템 구현 (An Implementation of Remote Monitoring System for Control Relay)

  • 장용훈;남재현
    • 한국정보통신학회논문지
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    • 제20권11호
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    • pp.2100-2106
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    • 2016
  • 자동화시스템은 PLC를 사용하여 생산제품의 제조 공정상태를 감시하고 센서에서 전달되는 센서정보를 처리한다. 본 연구에서는 자동화시스템에 사용되고 있는 제어용 계전기의 상태를 감시하는 원격감시시스템을 제안한다. 제안한 시스템은 제어 릴레이모듈, 원칩프로세서 모듈, 컴퓨터 모니터링시스템과 제어용 계전기의 내역을 입력하고 관리하는 데이터베이스시스템으로 구성한다. 컴퓨터 모니터링시스템은 제어용 계전기의 작동상태와 수명을 모터링할 수 있도록 구성하였고, 데이터베이스는 제어용 계전기의 투입 일자를 입력하고 수정이 가능하게 구성하였으며, 제어용 계전기의 작동상태의 정보를 자동으로 프린트할 수 있도록 구성하였다. 원격감시시스템에서 제어용 계전기의 고장상태를 실시간으로 파악하고, 고장부품을 신속하게 교체하여 정상가동에 소요되는 시간을 최소화할 수 있도록 하였다.

NMEA 2000 프로토콜을 적용한 선박 전력 컨버터 모니터링 시스템에 관한 연구 (A Study of NMEA 2000 Protocol Application for Ship Electrical Power Converter Monitoring System)

  • 홍지태;박동현;유영호
    • Journal of Advanced Marine Engineering and Technology
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    • 제35권2호
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    • pp.288-294
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    • 2011
  • 본 논문에서는 FPGA기반의 SoC보드(Xilinx Virtex-4 ML401 EVM)를 이용한 전력인버터제어시스템을 설계하였다. 선박에 전력시스템을 적용하기 위해서 선박의 최신 통신 프로토콜인 NMEA 2000 표준 프로토콜을 적용하였으며 전력 시스템의 성능을 평가하기 위한 PC기반의 모니터링 프로그램을 제작하였다. 전력 제어시스템은 FPGA기반의 임베디드 SoC보드상에서 이중프로세서(Dualprocessor)형태로 설계하였으며 이중프로세서를 적용함으로써 실시간 제어 감시가 가능하다. 이중프로세서 중 하나는 전력 제어를 위한 PWM신호생성 및 전력 회로내의 주요 전력 파라미터를 센싱 하는 제어용 프로세서로 동작하며(Control processor) 다른 프로세서는 제어프로세서의 각종 전력 센서 파라미터와 제어 파라미터들을 이중포트 램(Dual Port RAM)을 이용하여 정보를 공유하고 외부 NMEA 2000프로토콜 기반의 모니터링 장치와 네트워크 기반의 통신을 수행하는 통신용 프로세서(Communication processor)로 구성된다. 본 논문에서 제작한 전력 제어시스템은 선박내의 분산발전,송배전 및 전압 레귤레이션 시스템에 적용 될 수 있다.

임베디드 시스템을 이용한 인터넷 제어감시 시스템에 관한 연구 (A Study on the Internet Control and Monitoring System using an Embedded System)

  • Haeng-Choon Chun
    • Journal of Advanced Marine Engineering and Technology
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    • 제28권5호
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    • pp.811-817
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    • 2004
  • Recently embedded systems are widely used in various industrial fields as supervisory controller because they have many merits. One of merits seems to be that operating environment of embedded system is the same as development environment using PC. That makes developing and manufacturing period shorten and also proper time to market Most of all machinery have sequential control system for their maneuvering which is composed of relays. contacts. timers. etc. In this paper. software sequential control system is proposed to be able to replace hardware sequential control system by using embedded system A lot of merits by the software sequential control system can be expected in the respect of economic reproduction, intelligent technologies and utilities, And porting of LINUX operating system to embedded system is carried out and device drivers and interface boards for LINUX 05 are designed for controlling air compressor by software Internet remote control and monitoring system of air compressor is implemented with Java script and CGI for these purposes. The experiment for operating air compressor system is taken through internet networks. The results show that developed system can be used for real plant.

능동형 커넥티드 카를 위한 IoT기반 원격제어 시스템의 설계 및 구현 (The Design and Implementation of IoT based Remote Control System for Active Connected Cars)

  • 이윤섭;장문석;최상방
    • 한국산업융합학회 논문집
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    • 제22권6호
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    • pp.703-709
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    • 2019
  • This paper proposes a monitoring and remote control system, an essential part of In Vehicle Infotainment (IVI) and Human Vehicle Interface (HVI) to provide safety and convenience to a driver. The system utilizes Bluetooth for a short range communication and utilizes WCDMA for a long range communication to enhance efficiency. In this paper, an integrated controller, which integrates a CAN communication module, a Bluetooth communication module, a WCDMA communication module, is designed to control a car. Also, a remote server for managing data is designed to provide real-time monitoring and remote control for a user via smart devices. Experiment results show that all the proposed remote control, driving log, real-time monitoring, and diagnostics functions are working properly. With the proposed system, a driver can drive safely by monitoring and inspecting a car before driving via smart devices, and control conveniently by controlling a car remotely.

해양구조물 전기방식시스템 현장적용실험장 설계 (Field Testing Center Design of Cathodic Protection System for Maritime Metallic Structures)

  • 하태현;배정효;이현구;하윤철;김대경
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2003년도 학술회의 논문집 정보 및 제어부문 B
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    • pp.633-636
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    • 2003
  • Most of maritime metallic structures are adopted a CP(Cathodic Protection) System for protection of corrosion in advanced country. So, we had been developed a remote corrosion monitoring control system. And we want to know the characteristics of efficiency, reliability, durability and so on. On the view point of it, we have to test in real field. in terms of design, cathodic protection systems, corrosion monitoring systems and optimal corrosion control systems compare to general commercial products. So, these systems have being studied to improve their capability. In this paper, the result of field testing center design of intelligent cathodic protection system including anodes, a real-time wireless remote corrosion monitoring and corrosion control system are described in naval ports.

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Remote Monitoring System for Cold-Storage Using Serial Communication

  • Lim, Dae-Young;Ryoo, Young-Jae;Gwark, Jae-Young;Chang, Young-Hak;Moon, Chae-Joo
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2003년도 ICCAS
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    • pp.1359-1361
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    • 2003
  • This paper describes a remote monitoring system of temperature control for cold-storage of farm produce. In cold-storage, it is important that farm produces are stored as fresh. Unfortunately, when an operator goes out from the cold-storage, the temperature could be changed due to the various reasons, for an example, a valve of cooler is broken. The temperature change results in a serious problem of the quality of farm produce. To prevent the problem, the operator has to look to the current state of the temperature of the cold-storage, even he is in long away. Thus, the monitoring system to show the temperature is required to the operator who can move away. Therefore, this paper describes the remote monitoring system of the temperature. The proposed system is expected to help the operator's facilities, and the management of farm produce.

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음압신호와 안정도제어법을 이용한 선삭작업에서의 채터 감시 및 제어 (Monitoring and Control of Turing Chatter using Sound Pressure and Stability Control Methodology)

  • 이성일
    • 한국생산제조학회지
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    • 제6권4호
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    • pp.101-107
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    • 1997
  • In order to detect and suppress chatter in turning process, a stability control methodology was studied through manipulation of spindle speeds regarding to chatter frequencies, The chatter frequency was identified by monitoring and signal processing of sound pressure during turing on a lathe. The stability control methodology can select stable spindle speeds without knowing a prior knowledge of machine compliances and cutting dynamics. Reliability of the developed stability control methodology was verified through turing experiments on an engine lathe. Experimental results show that a microphone is an excellent sensor for chatter detection and control .

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A Combined Process Control Procedure by Monitoring and Repeated Adjustment

  • Park, Changsoon
    • Communications for Statistical Applications and Methods
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    • 제7권3호
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    • pp.773-788
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    • 2000
  • Statistical process control (SPC) and engineering process control (EPC) are based on different strategies for processes quality improvement. SPC reduces process variability by detecting and eliminating special causes of process variation. while EPC reduces process variability by adjusting compensatory variables to keep the quality variable close to target. Recently there has been needs for a process control proceduce which combines the tow strategies. This paper considers a combined scheme which simultaneously applies SPC and EPC techniques to reduce the variation of a process. The process model under consideration is an integrated moving average(IMA) process with a step shift. The EPC part of the scheme adjusts the process back to target at every fixed monitoring intervals, which is referred to a repeated adjustment scheme. The SPC part of the scheme uses an exponentially weighted moving average(EWMA) of observed deviation from target to detect special causes. A Markov chain model is developed to relate the scheme's expected cost per unit time to the design parameters of he combined control scheme. The expected cost per unit time is composed of off-target cost, adjustment cost, monitoring cost, and false alarm cost.

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웹 기반 RMS 설계 및 구현 (Web based RMS Design and Implementation)

  • 김영균
    • 한국컴퓨터산업학회논문지
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    • 제6권3호
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    • pp.509-518
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    • 2005
  • 원격 모니터링 시스템(RMS; Remote Monitoring System)은 산업의 자동화 과정에 따라 다양한 분야에 적용되고 있으며, 단순한 상태 감시기능에서 멀티미디어 인터페이스 기반의 실시간 제어 기능을 갖는 복합 응용시스템으로 발전하고 있는 추세이다. 본 연구에서는 네트워크로 연동된 원격 사이트의 타겟 시스템(target system)을 클라이언트의 웹 브라우저에서 모니터링 할 수 있는 감시기능과 특정 동작을 제어할 수 있는 제어기능을 갖는 웹 기반 모니터링 시스템을 개발하였다. 개발 시스템은 클라이언트가 웹 브라우저에서 타겟 시스템의 상태를 실시간으로 감시할 수 있는 모니터링 기능, 클라이언트가 모니터링 화면에서 특정 모듈의 값을 설정함으로써 시스템의 상태를 제어하는 출력제어 기능, 클라이언트가 웹 환경에서 타겟 시스템의 환경 변수를 직접 설정 또는 변경할 수 있는 환경설정 기능, 네트워크에 연동된 화상카메라를 이용하여 타겟 시스템 주변 환경을 비디오로 감시할 수 있는 비디오 감시기능 등으로 구성되어 있다. 본 RMS는 웹 기반의 인터페이스로 타겟 시스템에 쉽게 접근 및 관리가 가능하며, 특히, 무인 자동화 설비 및 폐쇄 공간 등에서 유용하게 활용될 수 있다.

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