• Title/Summary/Keyword: Actual data

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CNN-LSTM based Wind Power Prediction System to Improve Accuracy (정확도 향상을 위한 CNN-LSTM 기반 풍력발전 예측 시스템)

  • Park, Rae-Jin;Kang, Sungwoo;Lee, Jaehyeong;Jung, Seungmin
    • New & Renewable Energy
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    • v.18 no.2
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    • pp.18-25
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    • 2022
  • In this study, we propose a wind power generation prediction system that applies machine learning and data mining to predict wind power generation. This system increases the utilization rate of new and renewable energy sources. For time-series data, the data set was established by measuring wind speed, wind generation, and environmental factors influencing the wind speed. The data set was pre-processed so that it could be applied appropriately to the model. The prediction system applied the CNN (Convolutional Neural Network) to the data mining process and then used the LSTM (Long Short-Term Memory) to learn and make predictions. The preciseness of the proposed system is verified by comparing the prediction data with the actual data, according to the presence or absence of data mining in the model of the prediction system.

A Study on Establishment of the Standard Sizes for Hanbok - For 18~26 year old women - (한복의 표준 치수 설정을 위한 연구 -18~26세 여성을 중심으로-)

  • 박현정;이순원
    • Journal of the Korean Society of Clothing and Textiles
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    • v.18 no.1
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    • pp.91-100
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    • 1994
  • The purpose of the study is to investigate the actual conditions of ready-to-wear Hanbok and is to establish the standard sizes for the women's ready-to-wear Hanbok. Twelve ready-to-wear Hanbok shops were investigated for the actual survey. Body measurements were taken from May to June, 1990 from 329 female college students living in the Seoul and Buchon. The ages of the subjects were 18"26. Thirty seven measurements were taken from each subject and analized for the results. Data were analized by factor analysis, and regression analysis. The results were as follows ; 1. As a result of the actual survey, the situation of the quality label was not enough. The size classification was not unified, and was not trusted statistically, it cannot satisfied consumers. 2. Factor analysis identified the two dimensions of body measurements 1 one was relevant to the height measurements including stature and to the length measurements of limbs, and the other was relevant to the trunk girth measurements and the limbs girth measurements. 3. because of plane construction of Hanbok, employed in this thesis was bl-dimensional sizing system using two controle dimensions including height factor(stature) and girth factor(bust girth) . 4. The Multiple regression formula was developed for estimating secondary dimensions of Hanbok Construction, in which stature and bust girth were posited as independent variables. 5. As a results, about 88.6371 of expected distribution were covered by 9 sizes, which were used as the basis for defining sizing system for Hanbok construction.tion.

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Geant4-DICOM Interface-based Monte Carlo Simulation to Assess Dose Distributions inside the Human Body during X-Ray Irradiation

  • Kim, Sang-Tae
    • International Journal of Contents
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    • v.8 no.2
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    • pp.52-59
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    • 2012
  • This study uses digital imaging and communications in medicine (DICOM) files acquired after CT scan to obtain the absorbed dose distribution inside the body by using the patient's actual anatomical data; uses geometry and tracking (Geant)4 as a way to obtain the accurate absorbed dose distribution inside the body. This method is easier to establish the radioprotection plan through estimating the absorbed dose distribution inside the body compared to the evaluation of absorbed dose using thermo-luminescence dosimeter (TLD) with inferior reliability and accuracy because many variables act on result values with respect to the evaluation of the patient's absorbed dose distribution in diagnostic imaging and the evaluation of absorbed dose using phantom; can contribute to improving reliability accuracy and reproducibility; it makes significance in that it can implement the actual patient's absorbed dose distribution, not just mere estimation using mathematical phantom or humanoid phantom. When comparing the absorbed dose in polymethly methacrylate (PMMA) phantom measured in metal oxide semiconductor field effect transistor (MOSFET) dosimeter for verification of Geant4 and the result of Geant4 simulation, there was $0.46{\pm}4.69%$ ($15{\times}15cm^2$), and $-0.75{\pm}5.19%$ ($20{\times}20cm^2$) difference according to the depth. This study, through the simulation by means of Geant4, suggests a new way to calculate the actual dose of radiation exposure of patients through DICOM interface.

A Case Study on the Composition Method of Environment-Friendly Architecture of the Educational Facilities -Focused on Ecological Environment Elements- (교육시설의 친환경건축 조성기법에 대한 사례 연구 -생태환경요소를 중심으로-)

  • Yang, Kum-Suek
    • Journal of the Korean Institute of Rural Architecture
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    • v.13 no.1
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    • pp.55-62
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    • 2011
  • The purpose of this study is to clarify the actual condition of real certification schools of environment-friendly architecture per ecological environment elements through extracting ecological environment elements which is possible to analyze in quantity certification standards of environment friendly architecture. As the method of this study, firstly, certification as an examination on certification system of environment-friendly architecture, summary of certification system of environment-friendly architecture and eco-school pilot model project, ecological environment elements which is possible for quantitative analysis of ecological environment certification standards were extracted. Secondly, actual condition of ecological environment elements per school grade by collecting actual data of certification schools environment-friendly architecture were analyzed. The average of ecological area ratio was 24.5 percent in case of this certification regardless of school grade and region and it was analyzed that the natural based green area ratio was 22.9 percent, bio-tope area ratio was 0.60 percent and ecological learning places area ratio was 0.39 percent.

Development of Hot Rolling Process Analysis Simulator and Its Application(I) (열간압연 공정 해석용 시뮬레이터의 개발과 응용(I))

  • 이원호;이상룡
    • Transactions of Materials Processing
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    • v.8 no.1
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    • pp.65-77
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    • 1999
  • In recent years, the quality requirements from the customers of hot rolled steel strip have been steadily increasing in diversity and strictness. To meet these quality requirements as well as to improve productivity, steel mills have been doing their efforts for developing high performance Automatic Gauge Control (AGC) system. However, it is very time consuming and also needs a lot of money to develop the new technologies of AGC in actual mill. So, there has been a demand for developing the Dynamic Hot Rolling Simulator since late 80's. It is a kind of software packages and can analyze the dynamic behaviors of hot finishing rolling process without laborious experiments in actual mill. It can also be used as a designing tool of Automatic Gauge Controller. In this work, the Dynamic Hot Rolling Simulator which is applicable to 6 sands hot strip mill rolling was developed. The MATLAB with SIMLINK was used as a software developer for making the main part of simulator because it is very powerful tool for modeling, integrating, controller design, and simulation. In this paper, the structures and the mathematical models of the simulator were briefly described and the results of simulation on the transient phenomena of hot rolling process with actual mill data were also presented.

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A basic study on the users' activities and cognition for management in Moaksan Provincial park (모악산 도립공원 관리방안에 과한 기초연구)

  • Kim, Sei-Chon;Huh, Joon;Rho, Jae-Hyun;Kang, Cheol-Gi
    • Journal of the Korean Institute of Landscape Architecture
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    • v.23 no.4
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    • pp.28-39
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    • 1996
  • The purpose of this study is to suggest objective basic data for park management proposal through the quantitative analysis of users' needs and satisfaction for the actual conditions of management in Moaksand provincial park. For this, users' needs and satisfaction for facilities have been analyzed. And user's satisfaction for the actual conditions of management had been analyzed by using the multiple regression. Users want more toilets and sign boards and to replace damaged facilities. Users gave thought to trail and had high pressure to improvement, and many users were uncomfortable by crowding, and had a positive view to restrict use of intensity. Systematic careful concern about trail and rest area should be need and periodic observation to change of facility condition also. According to the multiple regression analysis, the major variable to the satisfaction for the actual condition of facilities management was trail ground condition.

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Correlativity between phenomenon of atmospheric refraction on sun interference and antenna elevation angles of satellite earth stations (태양 잡음 굴절 현상과 위성지구국 안테나 앙각과의 상관관계)

  • 김광영;이상설
    • The Proceeding of the Korean Institute of Electromagnetic Engineering and Science
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    • v.4 no.3
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    • pp.37-44
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    • 1993
  • The earth station antenna operating on a GEO communication satellite is influenced by sun interference in the period of the spring or the autumn eqinox. Such phenomena are also undertaken by ray-bending phenomena in atmosphere. Therefore the prediction time of sun interference does not theoretically match actual interference time. In this paper, the actual sun interference time has been analyzed in consideration of ray-bending phenomenon, the size of main reflector of earth station antenna and elevation angle between an earth station antenna and a satellite. Ray-bending phenomenon in atmosphere is proved to be disregarded if the Mugungwha satellite is luanched in 1995. The analysis results are compared with actual measurement values of sun interference time at local earth stations and the two data are in accord well.

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Analysis of Mothers' Beliefs and Practices for Children's Literacy Acquisition at Home (유아의 가정문해환경실태 및 어머니의 문해신념과 실천과의 관계)

  • Kim, Ju-Ah
    • Journal of Families and Better Life
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    • v.24 no.5 s.83
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    • pp.129-140
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    • 2006
  • This study analyzed mothers' beliefs and practices for children's literacy acquisition by investigating the actual conditions of the literacy environment at home. The aim of this study is to understand what mothers believe about literacy, to recognize that children's literacy development is attained by activities done at home, and to provide basic data about parents' roles and guides for the development of a literacy education program for mothers and literacy development for children. As results of this study will show firstly that the actual conditions of the literacy environment for children at home begin before children are six months old, as most of mothers read to their children 2 or 3 times per week for more than 40-50 minutes. In addition, the study illustrate significant differences in mothers' literacy beliefs and practices according to the age of each child and the mothers educational background. A Third point that will be outlined is the way in which the developmental literacy belief among mothers' beliefs was related to the constructions and practices of mothers literacy environment. finally, the study will look at the influence of developmental literacy belief among mothers beliefs on practices of mothers literacy environments.

A Research on the Actual Conditions of the Electric Shock Hazard of a Guard Lamp (보안등의 감전 위험성에 관한 실태조사)

  • Jang, Tae-Jun;Jung, Yeon-Ha;Roh, Young-Su;Kwak, Hee-Ro;Choi, Chung-Seog
    • Journal of the Korean Institute of Illuminating and Electrical Installation Engineers
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    • v.19 no.4
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    • pp.32-38
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    • 2005
  • In this paper, guard lamps at three areas have been investigated to understand the actual conditions of the electric shock hazard of the guard lamps. Upon the basis of the obtained data, the actual conditions of the guard lamps were precisely analyzed in terms of the electric shock hazard. As a result of the investigation, it was turned out that many guard lamps were not installed in organized ways due to the lack of legal regulations, resulting in the increase of electric shock hazard. Therefore, it is necessary, from a point of electric shock protection view, to establish the regulations of equipment installation and management, which can be specifically applied to guard lamps.

A Study on the Actual Conditions of the Utilization of Closed Schools in Gyeongnam Area (경남지역 폐교의 활용실태에 관한 연구)

  • Yang, Kum-Suek
    • Journal of the Korean Institute of Rural Architecture
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    • v.20 no.1
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    • pp.53-60
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    • 2018
  • The purpose of this study is to present the basic data for the active use of closed schools by analyzing the actual conditions of closed schools in Gyeongnam area. As a method of this study, we examined the population change in Gyeongnam area through the literature survey and the internet site survey, and grasped the characteristics of the policies related to the closed school. Through the homepage survey of the local education financial alerts, we analyzed the contents, location, period after the closure, land area, and total floor area of the closed schools that have been in use or invaluable as of March 2017. As the results, In the case of self-utilization, the utilization rate of educational facilities was overwhelmingly high. In the case of lease utilization, the utilization ratio was higher in the order of education facilities, income increase facilities, and cultural facilities. Overall, 62.8% of the closed schools are located in the base towns (urban areas). The average of the period after the closure was 16.2 years, the land area average was $9,291.1m^2$, and the total area average was $1,153.8m^2$.