• Title/Summary/Keyword: 성남

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A Study on data pre-processing for rainfall estimation from CCTV videos (CCTV 영상 기반 강수량 산정을 위한 데이터 전처리 방안 연구)

  • Byun, Jongyun;Jun, Changhyun;Lee, Jinwook;Kim, Hyeonjun;Cha, Hoyoung
    • Proceedings of the Korea Water Resources Association Conference
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    • 2022.05a
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    • pp.167-167
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    • 2022
  • 최근 빅데이터에 관련된 연구에 있어 데이터의 품질관리에 대한 논의가 꾸준히 이뤄져 오고 있다. 특히 이미지 처리 및 분석에 활용되어온 딥러닝 기술의 경우, 분류 작업 및 패턴인식 등으로부터 데이터의 특징을 추출함으로써 비지도학습(Unsupervised Learning)을 가능하게 한다는 장점이 있음에도 불구하고 빅데이터를 다루는 과정에 있어 용량, 다양성, 속도 및 신뢰성 측면에서의 한계가 있었다. 본 연구에서는 CCTV 영상을 활용한 강수량 산정 모델 개발에 있어 예측 정확도 향상 및 성능 개선을 도모할 수 있는 데이터 전처리 방법을 제안하였다. 서울 근린 AWS 4개소 지역(김포장기, 하남덕풍, 강동, 성남) 및 중앙대학교 지점 내 CCTV를 설치한 후, 최대 9개월의 영상을 확보하여 강수량 산정을 위한 딥러닝 모델을 개발하였다. 배경분리, 조도조정, 영역설정, 데이터증진, 이상데이터 분류 등이 가능한 알고리즘을 개발함으로써 데이터셋 자체에 대한 전처리 작업을 수행한 후, 이에 대한 결과를 기존 관측자료와 비교·분석하였다. 본 연구에서 제안한 전처리 방법들을 적용한 결과, 강수량 산정 모델의 예측 정확도를 평가하는 지표로 선정한 평균 제곱근 편차(Root Mean Square Error; RMSE)가 약 30% 감소함을 확인하였다. 본 연구의 결과로부터 CCTV 영상 데이터를 활용한 강수량 산정의 가능성을 확인할 수 있었으며 특히, 딥러닝 모델 개발시 필요한 적정 전처리 방법들에 대한 기준을 제시할 수 있을 것으로 판단된다.

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Synthesis of Li-rich Cathode Material with Spherical Shape and High Crystallinity by Using Flame Spray Pyrolysis (화염분무열분해법을 이용한 구형의 고결정성 리튬 과잉 양극재 제조)

  • Sung Nam Lim
    • New & Renewable Energy
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    • v.20 no.3
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    • pp.20-27
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    • 2024
  • A Li-rich cathode material, Li1.167Mn0.548Ni0.18Co0.105O2, with a spherical shape and high crystallinity, is prepared using flame spray pyrolysis. The post-heat treatment condition influences the properties of the prepared material, such as its structure, morphology, and chemical composition, and optimum performance is achieved at 900℃. Various excess Li contents (0-12 wt.%) are introduced in the precursor solution to compensate for volatilized Li during synthesis, bringing it close to the target composition. Compensation for volatilized Li enhances the electrochemical performance, i.e., the Li-compensated sample shows a good discharge capacity of 247 mAh g-1 at a current density of 20 mA g-1 in a potential window of 4.6-2.5 V. In addition, the prepared Li-rich cathode material supplemented with 9 wt.% of the Li source shows increased discharge capacity of 175 and 148 mAh g-1 at 200 and 400 mA g-1, respectively, compared with those of a bare sample (164 and 127 mAh g-1, respectively).

Hydrogen Storage Properties of Mg-10wt.%MnO Prepared by Reactive Mechanical Grinding (반응성 기계적 분쇄에 의해 제조한 Mg-10wt.% MnO의 수소 저장 성질)

  • Song, Myoung-Youp;Kwon, Ik-Hyun;Kwon, Sung-Nam;Park, Chan-Gi;Bae, Jong-Soo
    • Journal of Hydrogen and New Energy
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    • v.16 no.1
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    • pp.25-30
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    • 2005
  • 수소 분위기에서 10wt.%MnO와 기계적인 분쇄(반응성 기계적 분쇄)에 의해 Mg의 수소 저장 성질을 향상시켰다. 회전 속도는 250 rpm, 밀링시간은 2 h, 그리고 시료 대 볼 중량비는 1/45이었다. 준비한 Mg-10wt.%MnO 시료는 활성화를 위한 수소화물 형성 분해 싸이클링이 필요없었으며, 첫 번째 싸이클 593k 12 bar $H_2$에서, 10분 동안에 3.12wt.%, 60분 동안에 3.95wt.%의 수소를 흡수하였다. 또한 Mg-10wt.%MnO는 593k 0.8 bar $H_2$에서 60분 동안에 2.12wt.%의 수소를 방출하였다. MnO와 Mg의 방응성 분쇄는, 핵생성을 용이케하고 (Mg 입자의 표면에 결함 형성과 첨가물에 의해), Mg 입자의 표면에 crack을 만들어 Mg의 입자 크기를 줄여 그 결과 수소 원자의 확산 거리를 작게 함으로써 수소 흡수 방출 속도를 증가시킨다. 수소화물 형성 분해 싸이클링은 Mg 입자의 표면에 crack을 만들고 Mg의 입자 크기를 줄여 수소 흡수 방출 속도를 증가시킨다.

Influence of Spectators' Life Style on the Loyalty and Appeal of Professional Soccer (프로축구관중의 라이프스타일이 충성도 및 관람유인요인에 미치는 영향)

  • Kim, Hong-Seol;Byeon, Yeong-Geun
    • The Journal of the Korea Contents Association
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    • v.8 no.10
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    • pp.278-286
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    • 2008
  • This study's purpose is to offer to basic data in each professional soccer team's spectator marketing strategy through researching the influence of spectators' life style on the appeal of professional soccer. This study's survey is target 500 spectators who were present at the professional soccer championship game in 2007 at Seongnam Stadium. Data analysis was done on 484 spectators's questionnaires using SPSS V. 12.0. To analyze materials the frequency, correlations, and regression analysis were used as statistic analysis techniques. The conclusion based on above study method and the result of material analysis are here below. First, the influence of spectator's life-style on the loyalty(action loyalty, attitude loyalty)of professional soccer. Second, the influence of spectator's life style on the appeal(field factor, game circumstance factor, spectating expense factor, promotion factor, entertainment factor, player factor)of professional soccer.

Design of TX/RX broadband L-type circular polarization Antenna using LTCC at K/Kaband (LTCC 공정을 이용한 K/Ka 대역에서의 송수신 겸용 L 형태 원형편파 안테나)

  • Oh, Min-Seok;Cheon, Young-Min;Kim, Sung-Nam;Choi, Jae-Ick;Pyo, Cheol-Sig;Lee, Jong-Moon;Cheon, Chang-Yul
    • Proceedings of the KIEE Conference
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    • 2004.07c
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    • pp.2052-2054
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    • 2004
  • The TX/RX broadband L-type circular polarization antenna using LTCC at K/Ka band has been presented. This antenna has been analyzed in compensation for LTCC with relative permittivity 5.2 and could have been integrated with RF component. As the measured 10dB impedance circular polarization bandwidth of the proposed antenna is 7%(20.8GHz${\sim}$22.2GHz) at the K band and 2.3%(30.9GHz to 31.6GHz) at the Ka band. Also the gain of the antenna is -0.7${\sim}$3.05dBi at the K band and -2.8${\sim}$1dBi at the Ka band. The purpose of the research is to design an efficient antenna structure for satellite communication at K/Ka band. the antenna should be used for both TX and RX frequency bands. The antenna will be mounted on LTCC(Low Temperature Co-fired Ceramic) so that it can be integrated with other RF circuits. This research is important because of the following reasons. 1) The frequency ranges of satellite communication tends to move up to higher frequency such as Ka band or milimeter wave band. 2) Design of antenna for smaller size, lighter weight and less loss is preferred by most RF engineers. 3) Antennas on LTCC enables to integrate the antenna with other RF circuits, and thus, one can reduce the size and loss of the RF system.

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Application of Augmented Reality based Urban Planning Support System for Effective District Unit Planning (효율적 지구단위계획 수립을 위한 증강현실 기반 도시계획지원시스템 적용 연구)

  • Jeon, Byeong-Kuk;Kim, Chul-Joo;Kim, Chang-Seok;So, Jin-Kwang
    • Spatial Information Research
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    • v.20 no.2
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    • pp.105-115
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    • 2012
  • This paper is aimed at offering preliminary data that improve the effectiveness of district unit planning, which has adopted to make comfortable environment of national land, to prevent urban sprawl rural area and to perform systematic maintenance of the existing urban area, by case study analysis about the applied possibility of GIS-based augmented reality. To do this, we developed the augmented reality based urban planning support system and checked the parts that can be applied of augmented reality techniques in the process of district units planning. And we analysed about merits and demerits of augmented reality techniques through comparative analysis, which is about form, arrangement, use, and height of building, building coverage ratio, floor area ratio and landscape planning in the case study area, the Yeosu district(located in Seongnam).

A Study on The Risk on the Non-payment of Monthly Rent of Seoul Office Market in the Framework of Asymmetric Information (정보비대칭 관점에서 서울 오피스 시장의 월세미납리스크에 관한 연구)

  • Kim, Sung-Nam;Choi, Young-Sang;Koh, Sung-Soo
    • The Journal of the Korea Contents Association
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    • v.15 no.7
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    • pp.531-543
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    • 2015
  • Benjamin, Lusht, and Shilling(1998) suggested that the level of deposit can be used as a tool to resolve the problem of adverse selection by the leaseholder under the circumstance of information asymmetry. In this respect, this research aims to verify how the level of deposit and monthly rent mitigate the problem of information asymmetry existing in the office market in Seoul. So far, the analysis of the office market in Seoul has been difficult due to the fixed rate of deposit and monthly rent. This research attempts to adopt the concept of occupancy cost, a global standard indicator that would replace the default risk of monthly payment for analyzing the market. As a result of a series of empirical analysis, the lessors tend to add about 9 percent of risk premium to the occupancy cost to hedge against the default risk of monthly payment. It allows for estimating at what extent one should reflect the leaseholder's default risk of monthly payment for operating deposit and monthly rent in the office building lease market.

Multiple Moving Object Detection Using Different Algorithms (이종 알고리즘을 융합한 다중 이동객체 검출)

  • Heo, Seong-Nam;Son, Hyeon-Sik;Moon, Byungin
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.40 no.9
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    • pp.1828-1836
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    • 2015
  • Object tracking algorithms can reduce computational cost by avoiding computation over the whole image through the selection of region of interests based on object detection. So, accurate object detection is an important task for object tracking. The background subtraction algorithm has been widely used in moving object detection using a stationary camera. However, it has the problem of object detection error due to incorrect background modeling, whereas the method of background modeling has been improved by many researches. This paper proposes a new moving object detection algorithm to overcome the drawback of the conventional background subtraction algorithm by combining the background subtraction algorithm with the motion history image algorithm that is usually used in gesture detection. Although the proposed algorithm demands more processing time because of time taken for combining two algorithms, it meet the real-time processing requirement. Moreover, experimental results show that it has higher accuracy compared with the previous two algorithms.

Evaluation of sensor and control interface modules for greenhouse environment control (온실환경 제어를 위한 센서 및 제어 인터페이스 모듈의 성능평가)

  • Lee, Won-Jae;Duc, Ngo Viet;Sung, Nam-Seok;Seo, Young-Woo;Kim, Yong-Joo;Chung, Sun-Ok
    • Proceedings of the Korean Society for Agricultural Machinery Conference
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    • 2017.04a
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    • pp.137-137
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    • 2017
  • 현재 상용화되어 있는 온실 환경제어시스템의 S/W 및 H/W는 서로 호환이 되지 않아 농민들이 원하는 맞춤형 복합 환경 제어시스템을 운영하는데 어려움이 있다. 따라서 본 연구는 다양한 제어알고리즘 및 장비를 적용시킬 수 있는 호환성이 향상된 온실 환경 제어인터페이스 모듈 성능평가를 목표로 한다. 센서 및 제어 인터페이스 모듈 성능평가를 위해 사용된 제어 시스템은 8 bit MCU가 적용된 전용 개발보드를 사용하였고, RS-232 통신 케이블을 사용하여 온실 환경 측정 데이터 값을 PC에서 수신할 수 있도록 하였다. 또한, 창개폐기, 환풍기를 사용하여 온실 내부 온/습도 환경조성을 하였다. 실험은 정오부터 제어장비를 작동시킨 후 1시간 간격으로 총 3시간 동안의 온실 내 온/습도의 변화량을 계측하였다. 3시간 중 1시간동안의 온/습도 값의 변화량을 계측한 결과 평균값은 각각 $33.21^{\circ}C$, 34.94%이었고 표준편차는 각각 $1.44^{\circ}C$, 2.74% 이었다. 제어 알고리즘은 단순한 ON/OFF 방법을 사용 하였고 총 2가지 제어장비를 사용하였으며 모두 정상 작동 하였다. 1시간동안 온실의 온도는 $30^{\circ}C{\sim}35^{\circ}C$사이를 유지하였으며, 습도는 30%~ 40% 사이로 최초 실험 목표였던 온실 내부의 온/습도 범위를 유지하였다. 이번 실험은 ON/OFF 방법의 제어 알고리즘을 사용하였지만 더욱 정밀한 온실 환경제어를 위하여 PID, 퍼지 제어 알고리즘을 추가하여 기상환경에 따른 제어범위를 더욱 세밀화 할 수 있도록 설계한다면 제어장비에 대한 효율성이 향상될 것이라 기대한다.

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A Research of Apperance-mnagement Bhavior in 20-40's women according to Degree of Apperance Concern (20-40대(代) 여성(女性)의 외모관심도(外貌觀心度)에 따른 외모관리행동(外貌管理行動))

  • Kim, Sung-Nam;Lee, Kyoung-Sook
    • Journal of Fashion Business
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    • v.11 no.4
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    • pp.29-41
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    • 2007
  • This study is to research how women aging from 20 through 40 Apperance -Mnagement Bhavior and care of their outer looks from a beauty treatment perspective. This research should help satisfy the wants of women who are the main clients of the beauty products and help the beauty industry to produce new products and also to help out on their marketing strategy. In order to search the general characteristics of our target women, Frequency Analysis was used, to find out the sub-factor of interest in beauty Factor Analysis and Reliability Analysis was used. In order to divide the group according to Degree of Apperance Concern 'sub-factor, cluster analysis, analysis of variance, Scheffe'-test, $X^2-test$ was used, and to find out the difference on how they care of beauty analysis of variance was used, and further more to summarize the result of analysis of variance Scheffe'-test was used. As a result, in all different ways of beauty caring, weight resisting, skin care and plastic surgery summed up similarly among the self-care group, hair care ended up with similar results among all three groups: self-caring group, no interest in beauty at all group, and the too conscious of other eyes group, and results on the interest rate of clothing ended up similarly among the other-eye conscious group, beauty care interest group, and the self-care group.