• Title/Summary/Keyword: 이용자수

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Prediction Of Traffic Accident Casualties Using Machine Learning: For Seoul Public Data (머신러닝을 이용한 교통사고 사상자 수 예측:서울시 공공데이터를 대상으로)

  • Nam, Myung-woo;Park, Doo-Seo;Jang, Young-Jun;Lee, Hong-Chul
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2021.01a
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    • pp.27-30
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    • 2021
  • 경제 성장과 함께 자동차의 수요가 늘어남에 따라 교통사고 발생 빈도는 꾸준히 증가하고 있다. 이에, 본 연구에서는 교통사고를 야기하는 도로 및 기상환경과 같은 조건을 활용하여 기계학습 모델을 통해 서울시 교통사고 사상자 수를 예측하는 모형을 찾고자 한다. 활용한 데이터는 도로교통 공단에서 제공하는 교통사고 사상자 수 정보를 포함하는 데이터로 2015년부터 2018년도까지 데이터를 학습에 사용하였고 2019년도 데이터를 테스트 평가에 사용하였다. 실증연구를 통해 트리 기반의 모델 별 성능을 비교하였으며 본 연구에 대한 결과는 사고 발생 시 우선순위에 의한 구조활동이 가능하게 함과 도로상황 및 기상을 고려한 안전운전 가이드 지식으로 활용될 수 있다.

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Adaptive Parallel Interference Canceller using Hyperbolic Tangent with Null Zone Detector (Hyperbolic Tangent 검파방식에서 Null zone을 이용한 적응 병렬 간섭제거기)

  • Lee, Sang-Hoon;Kim, Nam
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.38 no.3
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    • pp.1-8
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    • 2001
  • In the DS/CDMA mobile communication systems, the parallel interference canceller is used in order to reduce the multiple access interference and the multipath fading. It is needed the accurate interference estimate in the multistage parallel cancellation. In this paper, the adaptive cancellation method and the new tentative decision device arc proposed and the performance is analyzed. The adaptive cancellation method uses the normalized least mean square(NLMS) algorithm to calculate the weight adaptively, and new tentative decision device uses the hyperbolic tangent decision with null zone. Computer simulation shows that the proposed scheme has the improved performance and the number of user is increased 48% compared with the conventional receiver.

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Random beamforming applying codebook rotation (다중 코드북을 이용한 랜덤 빔 형성 기법)

  • Kang, Ji-Won;Yoo, Byung-Wook;Seo, Jeong-Tae;Lee, Chung-Yong
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.46 no.7
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    • pp.1-5
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    • 2009
  • Random beanforming exploits multiuser diversity gain in static channels. Since the gain is restricted by the user population, some extended works have been proposed. Among them, a codebook-based opportunistic beamforming technique forms multiple random beams with small pilots. The technique however has difficulty in designing beams flexibly by the channel statistics. In this paper, we propose a technique forming the multiple random beams by rotating codebooks. The proposed technique enables the flexible design of beams so that multiuser diversity and beam selection diversity are exploited simultaneously with small pilots robust to the channel statistics.

이동체통신의 현황과 전망

  • 대한전기협회
    • JOURNAL OF ELECTRICAL WORLD
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    • s.255
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    • pp.62-69
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    • 1998
  • 이동체통신시스템은 디지털방식에의 전환이 진전되어 음성통신에서 멀티미디어 통신으로의 기대가 높아지고 있다. 또 공중이동체통신에서는 앞으로도 큰 수요가 예상되고 있는데 이를 배경으로 생활공간의 확대, 경제활동의 다양화에 따라 이동체통신의 즉시성$\cdot$간편성 등이 평가를 받아 여러 세대층에서 이용이 확대되는 등, 정보통신의 역할과 중요성이 증대된 것을 들 수 있다. 1996년말 현재 1억 3630만명이 100개국 이상의 국가에서 휴대전화를 이용하고 있다. 한편 일본의 PHS를 포함하는 휴대전화 가입자수는 ''97년 6월에 3000만을 초과, 보급률로는 구미각국의 수준에 근접하고 있다. 현재 실용화 되고있는 CDMA 등의 휴대전화방식에 비하여 가입자 수의 증가에 대처할 수 있도록 G율적이면서 대용량의 통신을 할 수 있는 방식에 대한 검토$\cdot$연구가 각국에서 행해지고 있다. 그 중 하나가 INT-2000(FPLMTS)방식의 차세대통신시스템으로, 2000년의 실용화를 목표로 일본, 구주, 미국이 각각 차차세대의 고속무선액세스시스템, 차세대 LEO를 이용한 이동체위성통신시스템 등과 함께 상호의 연대를 포함한 검토$\cdot$연구가 추진되고 있다. 이 차세대 통신시스템에서는 세계 각국의 통신방식을 통일하여 하나의 휴대단말을 공통으로 사용할 수 있고 아울러 멀티미디어통시네의 적용이 가능한 방식이 되도록 검토하고 있다. 한편 일본에서는 업무용 이동체통신시스템에서도 디지털화가 진전되어 음석중심의 서비스에서 멀티미디어통신으로 옮겨가고 있다.

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Development of visitor counter system for disaster situations and marketing based on real-time object recognition technology (재난상황과 마케팅을 위한 실시간 객체인식 기술기반 출입자 카운터시스템 개발)

  • Kim, Young-gwon;Jeong, Jae-hoon;Kim, Jae-hyeon;Kang, Myeung-jin;Kang, Min-sung;Ju, Hui-je;Jang, Woo-hyun;Yun, Tae-jin
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2021.01a
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    • pp.187-188
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    • 2021
  • 최근 COVID19 상황에서 생활 속 거리두기가 강조되면서 관광지나 다중이용시설 등의 이용객 수와 밀집도를 파악하는 것이 중요해지고 있다. 따라서, CCTV 영상을 활용하여 저렴한 비용으로 다중이용시설의 출입자수에 대한 정보를 실시간으로 모니터링할 수 있는 시스템이 필요하다. 이를 위해 본 논문에서는 딥러닝 실시간 객체인식기술을 활용한 출입자의 수와 동선을 측정하여 출입자에 대한 통계정보를 웹브라우저를 통해 제공하는 시스템을 개발하였다. 실시간 객체인식기술인 YOLOv4와 YOLOv4-tiny 알고리즘을 Nvidia사의 Jetson AGX Xavier 와 데스크톱PC에 적용하여 각 알고리즘의 FPS와 객체 인식률을 비교 분석 하여 알고리즘을 적용하였다.

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Analysis of Morphological Characteristics Among Popcorn Inbred Lines (튀김옥수수 자식계통들에 대한 형태적 특성)

  • Chang, Eun-Ha;Sa, Kyu Jin;Kim, Jong-Hwa;Lee, Ju Kyong
    • KOREAN JOURNAL OF CROP SCIENCE
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    • v.58 no.3
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    • pp.267-273
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    • 2013
  • We evaluated the morphological characteristics of 79 popcorn inbred lines, which were developed to breeding popcorn variety at Maize Experiment Station, Gangwon Agricultural Research and Extension Services, by examining ten quantitative and three qualitative characteristics. In the survey of 3 qualitative traits for 79 popcorn inbred lines, most inbred lines respectively showed purple (46 inbred lines) at tassel color (QL1), green (55inbred lines) at silk color (QL2) and green (75 inbred lines) at stem color (QL3). While, on the survey of 10 quantitative traits among 79 popcorn inbred lines, they showed the morphological variation in plant height (QN1, $174.2{\pm}34.9$ cm), ear height (QN2, $103.4{\pm}24.7$ cm), ear length (QN3, $9.4{\pm}3.0$ cm), kernel setting length (QN4, $8.4{\pm}2.6$ cm), ear thickness (QN5, $24.9{\pm}7.7$ mm), ear row number (QN6, $14.0{\pm}2.3$ number), ear weight (QN7, $36.5{\pm}26.0$ g), kernel weight (QN8, $30.9{\pm}19.3$ g), 100 kernel weight (QN9, $10.4{\pm}3.8$ g) and germination rate (QN10, $95.3{\pm}8.1%$), respectively. As a result, 5 inbred lines (PS0-001, PS0-003, PS1-002, PS1-003, PS2-009) in the 79 popcorn inbred lines have showed comparatively high values for the five quantitative traits. On the principal component analysis, silk color (QL2), ear length (QN3), kernel setting length (QN4), ear thickness (QN5), ear weight (QN7), kernel weight (QN8) and 100 kernel weight (QN9) greatly contributed in positive direction on the first principal components, whereas tassel color (QL1), stem color (QL3), ear height (QN2) and ear row number (QN6) contributed in negative direction on the first principal component. In addition, plant height (QN1), ear height (QN2), and kernel weight (QN8) contributed in positive direction on the second principal component, and also tassel color (QL1), silk color (QL2), ear length (QN3), ear row number (QN6) and 100 kernel weight (QN9) contributed in negative direction on the second principal component.

Analyzing Influence Factors of Foodservice Sales by Rebuilding Spatial Data : Focusing on the Conversion of Aggregation Units of Heterogeneous Spatial Data (공간 데이터 재구축을 통한 음식업종 매출액 영향 요인 분석 : 이종 공간 데이터의 집계단위 변환을 중심으로)

  • Noh, Eunbin;Lee, Sang-Kyeong;Lee, Byoungkil
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.35 no.6
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    • pp.581-590
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    • 2017
  • This study analyzes the effect of floating population, locational characteristics and spatial autocorrelation on foodservice sales using big data provided by the Seoul Institute. Although big data provided by public sector is growing recently, research difficulties are occurred due to the difference of aggregation units of data. In this study, the aggregation unit of a dependent variable, sales of foodservice is SKT unit but those of independent variables are various, which are provided as the aggregation unit of Korea National Statistical Office, administration dong unit and point. To overcome this problem, we convert all data to the SKT aggregation unit. The spatial error model, SEM is used for analysing spatial autocorrelation. Floating population, the number of nearby workers, and the area of aggregation unit effect positively on foodservice sales. In addition, the sales of Jung-gu, Yeongdeungpo-gu and Songpa-gu are less than that of Gangnam-gu. This study provides implications for further study by showing the usefulness and limitations of converting aggregation units of heterogeneous spatial data.

Korean Wrapping Cloths as a Decorative Art (한국 보자기의 장식성 연구)

  • Kim, Soon-Young
    • Journal of the Korean Society of Clothing and Textiles
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    • v.33 no.12
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    • pp.1883-1896
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    • 2009
  • This paper explores the use of Korean wrapping cloths (bojagi) in the late Joseon period and the types of decorations applied to them. Korean wrapping cloths called bojagi are pieces of cloths used by households of all social classes for practical purposes such as wrapping presents and covering food. In addition to the basic purposes, the making of bojagi was also an activity to express the down-to-earth wishes and the satisfaction of creation by the designer. With regard to the decorative feature of Korean wrapping cloths, five types of, patchwork, embroidered, painted, printed, and oiled-paper wrapping cloths, were examined. The patchwork wrapping cloths (jogakbo) show the frugality of Joseon women in addition to the well-developed composition skill of lines and colors. The embroidered wrapping cloths were prepared for special rituals and ceremonies such as weddings. Painted wrapping cloths were decorated with a Chinese-colors technique (called dangchae) or sometimes with black ink painting. For printed wrapping cloths, various sizes of woodblock printings and roller printings were used. Although monotone black ink was the main color applied to the printing, there was also wrapping cloths made from chintz having brilliant fast colors. Oiled-paper wrapping cloths called sikjibo were in use only for covering food. Cut-out work was employed to decorate it.

A Comparative Study on Evacuation Behavior Characteristics of Trainees according to Experience Level on board a Training Ship (운항실습선 교육생의 승선 숙련도에 따른 피난행동특성 비교분석)

  • Hwang, Kwang-Il;Lee, Yun-Sok
    • Journal of Navigation and Port Research
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    • v.38 no.3
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    • pp.233-238
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    • 2014
  • With the increasing needs on various leisure activities, the users of passenger ships and cruisers have been increased year by year. Although over 15 accidents per year betide on domestic passenger ships for last decade, the researches on the safety of crews and guests on boards are difficult to find. This study performed the comparative analysis by experiments on the evacuation characteristics between experience levels on board a training ship. The followings are the results. From the seniors' experiments, it is found that more various evacuation scenarios have to develope and drill as a part of education contents. And from the freshmen's trials, the importances of the evacuation education and the roles of existing crews on evacuation guides are pointed out as to increase the safety of new crews and/or guests who are not accustomed to onboard a ship. On the other, it is explained that the communications between evacuees are worthy and useful, and also save more evacuation times. And on the viewpoint of evacuation methodology, it is clear that captain and evacuation-related crews have to control all the evacuation passages and evacuees of each passages to save more lives.

An Outage Evaluation Model for Wireless Telecommunication Network (무선통신망의 장애영향 평가 모델)

  • Lee, Dong-Hoon;Chong, Il-Young
    • The KIPS Transactions:PartC
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    • v.10C no.1
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    • pp.111-118
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    • 2003
  • Network reliability means network ability which perform normal operation of network components within defined time period, on the other hand, network survivability is the index of normal operation in nerwork failure. In occurrence of network failure, network operator is interested in the measurement of network survivability, but, in a view of subscribers, it is more interested in how many subscribers are out of service and how long the out of service state lasts. In this paper, a service outage evaluation model fitted for telecommunication network in Korea is proposed, which measures the impacts of subscribers in case of network failure which induces a service outage. The outage evaluation result of "Mobile to Land" service outage which has 30.000 subscribers affected for 30 minutes is 2.5. This value is 5 times larger than that of the same service outage which has 10,000 subscribers affected for 30 minutes, i.e, the impact of subscribers in the former case is 5 times larger than that of the latter case. If 30,000 subscribers have isolated in "Mobile to Land," "Local Mobile to Mobile" service for 30 minutes by the exchange out of order in PCS network, then the evaluation result of this service outage will be 3.75.