• Title/Summary/Keyword: Measurement-based Model

검색결과 2,579건 처리시간 0.029초

Vision-based Predictive Model on Particulates via Deep Learning

  • Kim, SungHwan;Kim, Songi
    • Journal of Electrical Engineering and Technology
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    • 제13권5호
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    • pp.2107-2115
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    • 2018
  • Over recent years, high-concentration of particulate matters (e.g., a.k.a. fine dust) in South Korea has increasingly evoked considerable concerns about public health. It is intractable to track and report $PM_{10}$ measurements to the public on a real-time basis. Even worse, such records merely amount to averaged particulate concentration at particular regions. Under this circumstance, people are prone to being at risk at rapidly dispersing air pollution. To address this challenge, we attempt to build a predictive model via deep learning to the concentration of particulates ($PM_{10}$). The proposed method learns a binary decision rule on the basis of video sequences to predict whether the level of particulates ($PM_{10}$) in real time is harmful (>$80{\mu}g/m^3$) or not. To our best knowledge, no vision-based $PM_{10}$ measurement method has been proposed in atmosphere research. In experimental studies, the proposed model is found to outperform other existing algorithms in virtue of convolutional deep learning networks. In this regard, we suppose this vision based-predictive model has lucrative potentials to handle with upcoming challenges related to particulate measurement.

정량적 관리 기반 무기체계 시험업무 프로세스 개선 연구 (A Study on the Improvement of the Test Process for Defense Systems Based on Quantitative Management)

  • 나태흠;이주연;김영민
    • 시스템엔지니어링학술지
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    • 제20권spc1호
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    • pp.1-11
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    • 2024
  • Today, the importance of test and evaluation of defense systems is increasing day by day. In performing efficient defense systems test works, process improvement based on quantitative management is essential. The purpose of this paper is to present the results of process improvement for the defense systems test works of the test organization based on quantitative management activities. As a methodology to confirm process improvement performance, the 'MPM(Managing Performance and Measurement)' practice area of the CMMI model was applied. The quantitative management model for defense systems test works was developed so that it could be practically applied not only to the entire test organization but also to the organization at the department level that actually performs the test work. Finally, the application cases of the quantitative management model for defense system test works and the results of process improvement were described.

Design of a MEMS sensor array for dam subsidence monitoring based on dual-sensor cooperative measurements

  • Tao, Tao;Yang, Jianfeng;Wei, Wei;Wozniak, Marcin;Scherer, Rafal;Damasevicius, Robertas
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권10호
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    • pp.3554-3570
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    • 2021
  • With the rapid development of the Chinese water project, the safety monitoring of dams is urgently needed. Many drawbacks exist in dams, such as high monitoring costs, a limited equipment service life, long-term monitoring difficulties. MEMS sensors have the advantages of low cost, high precision, easy installation, and simplicity, so they have broad application prospects in engineering measurements. This paper designs intelligent monitoring based on the collaborative measurement of dual MEMS sensors. The system first determines the endpoint coordinates of the sensor array by the coordinate transformation relationship in the monitoring system and then obtains the dam settlement according to the endpoint coordinates. Next, this paper proposes a dual-MEMS sensor collaborative measurement algorithm that builds a mathematical model of the dual-sensor measurement. The monitoring system realizes mutual compensation between sensor measurement data by calculating the motion constraint matrix between the two sensors. Compared with the single-sensor measurement, the dual-sensor measurement algorithm is more accurate and can improve the reliability of long-term monitoring data. Finally, the experimental results show that the dam subsidence monitoring system proposed in this paper fully meets the engineering monitoring accuracy needs, and the dual-sensor collaborative measurement system is more stable than the single-sensor monitoring system.

구조적 왜곡특성 측정을 이용한 블록기반 DCT 영상 부호화기의 객관적 화질평가 (Objective Image Quality Metric for Block-Based DCT Image Coder Using Structural Distortion Measurement)

  • 정태윤
    • 대한전기학회논문지:시스템및제어부문D
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    • 제52권7호
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    • pp.434-441
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    • 2003
  • This paper proposes a new quantitative and objective image quality metric which is essential to verify the performance of block-based DCT image coding. The proposed metric considers not only global distortion of coded image such as spatial frequency sensitivity and channel masking using HVS based multi-channel model, but also structural distortions caused block-based coding. The experimental results show a strong correlation between proposed metric and subjective metric.

구조적 왜곡특성 측정을 이용한 블록기반 DCT 영상 부호화기의 객관적 화질평가 (Objective Image Quality Metric for Block-Based DCT Image Coder-using Structural Distortion Measurement)

  • 정태윤
    • 대한전기학회논문지:전기물성ㆍ응용부문C
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    • 제52권7호
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    • pp.434-434
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    • 2003
  • This paper proposes a new quantitative and objective image quality metric which is essential to verify the performance of block-based DCT image coding The proposed metric considers not only global distortion of coded image such as spatial frequency sensitivity and channel masking using HVS based multi-channel model, but also structural distortions caused block-based coding. The experimental results show a strong correlation between propose(B metric and subjective metric.

SP 데이터의 Repeated Measurement Problem 분석 (Analysis of Repeated Measurement Problem in SP data)

  • CHO, Hye-Jin
    • 대한교통학회지
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    • 제20권1호
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    • pp.111-119
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    • 2002
  • SP 방법의 장점중 하나는 개인의 응답자로부터 다수의 응답(Repeated observations)을 받을 수 있는 점이다. 그러나 이렇게 얻은 개인의 다중응답을 각각의 응답이 독립적이라는 것을 가정하고 있는 단순한 모델링방법을 이용해서 분석하면 t값이 상향되는 문제를 가져올 수 있다. 이러한 문제를 다중응답의 문제(Reapeated Measurement Problem)라고 한다 본 연구는 다양한 접근을 통해서 이러한 다중응답의 문제(Reapeated Measurement Problem)를 다루고, 단순한 모델링방법을 통한 모델추정치가 신뢰할 만한가를 검증하도록 한다. 다양한 접근중에서 본 연구에서는 Jackknife와 Kocurs 방법을 적용하였다. Jackknife 방법은 JACKKNIFE란 소프트웨어를 사용해서 분석하였다. Jackknife 추정치와 Kocurs 추정치를 단순한 모델링기법을 적용한 모델추정치와 비교하여서 다중응답의 문제(Repeated Measurement Problem)의 발생여부와 모델추정치에 어느정도 영향을 미치는 지를 분석하였다. 단순모델링의 추정치와 Jackknife 추정치의 표준오차도 비교하였다. 결과를 요약하면. Kocurs방법의 추정치의 t값은 단순한 모델링기법과 Jackknife 추정치의 t값보다 매우 낮게 나타났으며, 이는 Kocurs방법은 파라미터의 유의성을 지나치게 하향추정하는 것을 의미한다. Jackknife 방법의 추정치는 단순한 모델링기법의 추정치와 계수값은 거의 유사하나 t값이 다소 적은 것으로 나타났다. 이러한 결과들은 단순한 모델링기법의 계수값은 정확하나 유의정도가 다소 과장되는 것을 의미한다. 결론적으로 본 연구에서 사용한 데이터에는 다중응답의 문제가 존재하나 모델추정 티에 유의하게 영향을 미치지 않는 것으로 나타났다 SP 방법을 사용한 데이터를 분석할 경우 다중응답의 문제(Repeated Measurement Problem)를 분석하는 절차를 반드시 수행하여야 한다. 만약 단순한 모델링기법의 추정치가 다중응답의 문제로 인해서 영향을 받았다면 반드시 모델링 추정치를 보정하여야 한다.

Anslysis of tool grip tasks using a glove-based hand posture measurement system

  • Yun, Myung Hwan;Freivalds, Andris;Lee, Myun W.
    • 대한인간공학회지
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    • 제14권1호
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    • pp.69-81
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    • 1995
  • Few studies on the biomechanical analysis of hand postures and tool handling tasks exist because of the lack of appropriate measurement techniques for hand force. A measurement system for the finger forces and joint angles for the analysis of manual tool handling tasks was developed in this study. The measurement system consists of a force sensing glove made from twelve Force Sensitive Resistors and an angle-measuring glove (Cyberglove$^{TM}$, Virtual technologies) with eighteem joint angle sensors. A biomechanical model of the hand using the data from the measurement system was also developed. Systems of computerized procedures were implemented inte- grating the hand posture measurement system, biomechanical analysis system, and the task analysis system for manual tool handling tasks. The measurement system was useful in providing the hand force data needed for an existing task analysis system used in CTD risk evaluation. It is expected that the hand posture measurement developed in this study will provide an efficient and cost-effective solution to task analysis of manual tool handling tasks.s.

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신재생에너지 국가참조표준 시스템 구축 및 개발 - 모델 기반 표준기상년 (System Construction and Data Development of National Standard Reference for Renewable Energy - Model-Based Standard Meteorological Year)

  • 김보영;김창기;윤창열;김현구;강용혁
    • 신재생에너지
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    • 제20권1호
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    • pp.95-101
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    • 2024
  • Since 1990, the Renewable Big Data Research Lab at the Korea Institute of Energy Technology has been observing solar radiation at 16 sites across South Korea. Serving as the National Reference Standard Data Center for Renewable Energy since 2012, it produces essential data for the sector. By 2020, it standardized meteorological year data from 22 sites. Despite user demand for data from approximately 260 sites, equivalent to South Korea's municipalities, this need exceeds the capability of measurement-based data. In response, our team developed a method to derive solar radiation data from satellite images, covering South Korea in 400,000 grids of 500 m × 500 m each. Utilizing satellite-derived data and ERA5-Land reanalysis data from the European Centre for Medium-Range Weather Forecasts (ECMWF), we produced standard meteorological year data for 1,000 sites. Our research also focused on data measurement traceability and uncertainty estimation, ensuring the reliability of our model data and the traceability of existing measurement-based data.

교량 계측 정보 관리를 위한 데이터베이스 설계 (The Database Design for the Management of Bridge Measurement Information)

  • 황진하;박종회;조대현
    • 한국전산구조공학회:학술대회논문집
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    • 한국전산구조공학회 2004년도 가을 학술발표회 논문집
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    • pp.126-132
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    • 2004
  • The database design for the management of bridge measurement information is presented in this paper. To express the associated data generated during the whole process of ambient measurement efficiently, requirements analysis for database construction is performed. And to define objects and organize schema conceptual and logical design are performed, which convert data model into logical schema. Finally, physical design is performed using DDL(data defined language). This database is based on the object-relational data modeling approach that has rich expressive power and good reusability in comparison with the traditional entity-relational modeling.

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경제적 감가상각 측정방법에 관한 연구 (A Study on the Measurement Methods of Economic Depreciation)

  • 조진형;김성집
    • 산업경영시스템학회지
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    • 제19권39호
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    • pp.285-292
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    • 1996
  • In the case of existence of second-hand market, some methods for economic depreciation measurement have been developed. Among them, we consider two method. Those are Box -Cox model by Halten and Wykoff and Ratio method of T-factor by Iowa State University. Here, we suggest a new measurement method of economic depreciation based on the above two methods. According to the new method, we can get the failure rate of a equipment under the appropriate assumption. Then we can measure the economic depreciation more simply.

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