• 제목/요약/키워드: Primary survey

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A Machine Learning-Driven Approach for Wildfire Detection Using Hybrid-Sentinel Data: A Case Study of the 2022 Uljin Wildfire, South Korea

  • Linh Nguyen Van;Min Ho Yeon;Jin Hyeong Lee;Gi Ha Lee
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2023년도 학술발표회
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    • pp.175-175
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    • 2023
  • Detection and monitoring of wildfires are essential for limiting their harmful effects on ecosystems, human lives, and property. In this research, we propose a novel method running in the Google Earth Engine platform for identifying and characterizing burnt regions using a hybrid of Sentinel-1 (C-band synthetic aperture radar) and Sentinel-2 (multispectral photography) images. The 2022 Uljin wildfire, the severest event in South Korean history, is the primary area of our investigation. Given its documented success in remote sensing and land cover categorization applications, we select the Random Forest (RF) method as our primary classifier. Next, we evaluate the performance of our model using multiple accuracy measures, including overall accuracy (OA), Kappa coefficient, and area under the curve (AUC). The proposed method shows the accuracy and resilience of wildfire identification compared to traditional methods that depend on survey data. These results have significant implications for the development of efficient and dependable wildfire monitoring systems and add to our knowledge of how machine learning and remote sensing-based approaches may be combined to improve environmental monitoring and management applications.

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Association between the Using Goals of Computer and Self-regulated Learning Ability in Primary School Student Focusing on Gender Differences

  • Sung, Eunmo;Huh, Sunyoung
    • Educational Technology International
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    • 제15권1호
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    • pp.27-48
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    • 2014
  • The purpose of the present research was to examine the relationship between the using goals of computer and self-regulated learning ability on the gender difference. To accomplish this goal, we have analyzed the data of Korea Children and Youth Panel Survey III which is nationally collected from primary school students, currently on the 6th grade in South Korea. 2,219 samples were used in the study excluding missing samples. The participants were 1167 males (49.5%) and 1052 females (50.5%). The mean age was 13.94 years (SD=.25). As results, female students spent more time on using computer than male students did: (1) the male students' time spent on Playing game was significantly larger than that of female students, but (2) on the rest seven using goals of computer including e-Learning/Information retrieval for learning, the female students spent significantly more time than the male students did. Also, in terms of the self-regulated learning ability, using computer for e-Learning/Information retrieval for learning itself gave significantly positive effects on both male and female students' self-regulated learning ability. On the other hand, Playing game gave significantly negative effects on both. Based on the results, some strategies were suggested on the proper use of computer for learning.

The Impact of Prices and Distribution on Customer Satisfaction in the Pharmaceutical Industry of Kazakhstan

  • Аida OMIR;Assel BEKBOSSINOVA;Orazaly SABDEN;Anel A. KIREYEVA
    • 유통과학연구
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    • 제22권7호
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    • pp.83-94
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    • 2024
  • Purpose: This article aims to investigate the influence of pricing and distribution on the level of satisfaction and purchase decisions among consumers of pharmaceutical products in Kazakhstan. Research design, data, and methodology: A mixed-methods research design was utilized, incorporating primary and secondary data. Primary data were collected through a survey administered to customers across various pharmacy types, with 100 valid responses analyzed. Secondary data involved an extensive review of existing literature and analysis of national statistics concerning the pharmaceutical market trends from 2008 to 2022. Results: The results reveal a complex relationship between price perceptions and customer satisfaction. A significant segment of the population views current drug prices as high, which affects their satisfaction levels and purchase decisions. The study also highlights the importance of service quality in enhancing customer satisfaction, suggesting that service improvements could mitigate some of the negative perceptions of pricing. Conclusions: This research contributes to the limited but growing body of knowledge on the impact of pricing strategies on consumer satisfaction in the pharmaceutical sectors of developing countries like Kazakhstan. Focusing on economic and behavioral aspects, this study provides a more holistic understanding of the factors driving consumer satisfaction and purchase behaviors in this critical sector.

다문화가정 초등학생의 자아존중감과 건강행위 간의 관련성 (Association between Self-esteem and Health Behavior of the Children with Multi-cultural Family Background)

  • 유빛나;박경옥;최진영
    • 한국학교ㆍ지역보건교육학회지
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    • 제11권1호
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    • pp.41-55
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    • 2010
  • Objectives: This study was conducted to identify the characteristics of health behavior and self-esteem and the relationship between the two factors among elementary school students with multi-cultural family background. Participants: Survey participants were 87 multi-cultural family children who lived in Seoul and Kyoungi areas and were registered in the local elementary schools. Methods: Data collection was conducted by face-to-face interview survey. Elementary education majored undergraduate students who participated in the education support program for multi-cultural family children in the Ministry of Education and Science and primary researcher of this study interviewed the target students and finished the survey questionnaire based on the students' responses. Survey included general characteristics, multi-cultural family characteristics, self-esteem, and (physical, mental, and social) health behavior. Results: 1. The self-esteem scores of the multi-cultural families children were greater in girl than boys among the children whose parents were graduated from college or more, and whose father had his job. The participants' health behavior scores were different by mothers' educational level. 2. The better they speak in English the greater the self-esteem scores. There was no statistical difference in health behavior scores by the participants' multi-cultural family background. 3. Self-esteem had moderate level correlation with health behavior (r= .56, p= .00) including all sub-categories of physical, mental, and social health. Conclusions: Positive self-esteem level is more sensitive to explain multi-cultural family children's health behaviors, which means that self-esteem is an important factor determining multi-cultural children's health behaviors and their health status in future. Therefore, more research to identify the factors related to health behaviors should be supported and the health promotion programs utilizing self-esteem should be developed for the child and youth with multi-cultural family backgrounds.

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화물자동차기반 대도시 화물수요모형 구축을 위한 화물자동차 통행특성 분석 (A Study on the Characteristics of Urban Truck Movement for the Truck based Urban Freight Demand Model)

  • 한진석;박민철;성홍모;김형범
    • 대한교통학회지
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    • 제30권3호
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    • pp.107-118
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    • 2012
  • 본 연구는 대도시 화물자동차의 화물통행수요 추정을 위한 목적으로 대도시 화물자동차의 통행수요특성을 분석하고자 하였다. 대도시 화물자동차의 통행수요특성은 활동발생과 도착지선택, 그리고 통행사슬행태를 중심으로 분석하였다. 분석결과 출발존의 서비스업 사업체수가 대도시 화물자동차의 활동발생과 도착지 선택에서 주요한 영향을 미치는 요인으로 분석되었다. 그리고 도착지 유형이 도소매업체이고, 운송품목이 음식료품의 경우 통행사슬 내 통행수가 가장 많은 것으로 드러났다. 향후 대도시 화물자동차 통행수요추정시 이러한 변수와 운송품목을 고려할 필요가 있을 것으로 판단된다.

농업기계 단기임대사업의 효율적 운영을 위한 실태조사 연구 (Status survey on short-term agricultural machinery rental system for efficient operation)

  • 홍순중;허윤근;정선옥;신승엽
    • 농업과학연구
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    • 제38권3호
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    • pp.583-591
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    • 2011
  • Status survey on short-term agricultural machinery rental business was conducted to provide basic data for effective and sustainable implementation of the rental system. Selected survey samples were 34 rental management institutions such as city and county level government offices and agricultural technology development centers, and Primary Agricultural Cooperatives. Survey was conducted through mailing of questionnaire papers and direct interviews with the officers in charge of the agricultural machinery short-term rental management. Number of agricultural machinery retained by the 34 management institutions for the machinery rental business was 3,699, and numbers of the machinery were 1630 for upland crops, 929 for rice, 542 for orchard farming, 274 for animal husbandry, and 324 for common use. Regarding size of warehouse for rental agricultural machinery, 50% of the institutes were less than 660 $m^2$, 26.5% were greater than 993 $m^2$, and 23.5% were between 663 and 990 $m^2$. Institutes maintaining machinery washing facilities were only 10 (29%) among the 34 rental management institutions. Agricultural machinery rental business was advertised to farmers by 91% of the institutes, and the methods were leaflet (35.2%), village broadcasting (26.5%), call-up education (23.6%), and TV and radio (14.7%). Major contents of the advertisement were rental procedure (52.9%), rental machinery (26.5%), and rental cost (20.6%).

수산경영인 양성교육이 경영활동에 미치는 영향에 관한 연구 (A Study on the Impact of Fisheries Manager Development Education on Management Activities)

  • 김종천;김병호
    • 수산해양교육연구
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    • 제29권1호
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    • pp.270-285
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    • 2017
  • This study is about the solution to solve the problem - aging of fisheries worker and exodus of young adult from fisheries. We tried to find out internal improvements which are necessary for overcoming issues. After that, research about inducements and institutional improvements to drive internal improvements has done. and Current policies of Korea for securing workforce in fisheries were examined especially for Gyeongsangnam-do by literature investigation and survey The main purpose of this study is, problems of policy in order to secure Fisheries managers, identify practical obstacle and the activities and management activities performance of training education. and it is to provide evidence to policy improvement. To achieve the purpose of this study, conducted studies are as below. This study is to investigate the educational performance of Fisheries managers and its impact on their business performance using SEM and SEM-Moderate-effect. In terms of the amount of impact on business performance, the level of educational achievement and management activity outcomes had the most impact followed by excellence of educational condition and programs distinction. Therefore, in order to inspire the motivation for learning and communicate the importance of such education to Fisheries communities, there is a need to introduce a variety of methods, professional facilities. The purpose of this research is to define the problems of the Fisheries Census of Korea and to make better policies for improvement. In order to complete the purpose, the research team has firstly conducted a survey in the six regions to reinvestigate the yes or no for accuracy of the primary data related to the Fisheries Census. Moreover, the team has defined the problems of the Fisheries Census through conducting a survey for the experts and users of the fisheries statistics. Also, the team has derived the short/long term improvement of Fisheries Census through out this survey.

한의사 설문을 통한 미병관리의 제도적 활성화 방향 조사 (A survey for Korean Medicine doctors on the activation of Mibyeong management)

  • 문석희;이의재;류지선;임병묵
    • 대한예방한의학회지
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    • 제21권3호
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    • pp.19-28
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    • 2017
  • Objectives : This study aims to investigate the recognition on Mibyeong among Korean Medicine doctors (KMDs) and to suggest institutional approaches for the active use of Mibyeong. Methods : On-line survey for KMDs who were registered in the Association of Korean Medicine was performed. The survey questionnaires included definitions and categories of Mibyeong, clinical use of Mibyeong, and the need for developing Mibyeong care packages, etc. Results : Of 18,344 KMDs who were received survey e-mail, 884 KMDs replied. As for the awareness of the Mibyeong, over 80% of the KMDs agreed the definitions based on patients' subjective symptoms and Korean Medicine theories. 36.1% of respondents used the term Mibyeong in the medical record, and 38.6% used when they explained the patients' condition to the patients. A majority of respondents agreed with the need for a developing Mibyeong care package. Developing the standard methods for Mibyeong assessment was the primary requisite on Mibyeong research. Conclusions : Currently the level of recognition and use of Mibyeong among Korean Medicine doctors was relatively low. To promote the use of Mibyeong in the clinical field, the standard methods for Mibyeong assessment and Mibyeong care package need to be developed.

Estimation of vitamin K intake in Koreans and determination of the primary vitamin K-containing food sources based on the fifth Korean National Health and Nutrition Examination Survey (2010-2011)

  • Kim, Eun-Soo;Kim, Mi-Sung;Na, Woo-Ri;Sohn, Cheong-Min
    • Nutrition Research and Practice
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    • 제7권6호
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    • pp.503-509
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    • 2013
  • There is little information on dietary vitamin K intake and nutritional status of daily requirements of vitamin K in Korea. The objective of this study was to investigate the vitamin K intake and major food sources of Vitamin K in Koreans. The survey data from the 2010-2011 Korean National Health and Nutrition Examination Survey of 7,792 subjects (aged 19-64 years) were examined. Total vitamin K intake was calculated from 24-hour dietary recall using a vitamin K food database, Computer Aided Nutritional analysis Program and the United States Department of Agriculture database. The geometric mean of vitamin K was estimated as $322.40{\pm}6.33ug/day$ for men and $271.20{\pm}4.92ug/day$ for women. Daily vitamin K intake increased significantly with age (p for trend < 0.001). The main food source of vitamin K was vegetables (72.84%), including cabbage kimchi (19.26%), spinach (17.38%), sesame leaves (7.11%), radish leaves (6.65%), spring onions (6.28%), and laver (4.82%), followed by seaweed, seasonings, and fat and oils. We observed that the vitamin K intake of Koreans was relatively higher than that reported by other studies in Western countries and differed depending on age.

Improvement of TAOS data process

  • 이동욱;변용익;장서원;김대원
    • 천문학회보
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    • 제36권2호
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    • pp.129.1-129.1
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    • 2011
  • We have applied an advanced multi-aperture indexing photometry and sophisticated de-trending method to existing Taiwanese-American Occultation Survey (TAOS) data sets. TAOS, a wide-field ($3^{\circ}{\times}3^{\circ}$) and rapid photometry (5Hz) survey, is designed to detect small objects in the Kuiper Belt. Since TAOS has fast and multiple exposures per zipper mode image, point spread function (PSF) varies in a given image. Selecting appropriate aperture among various size apertures allows us to reflect these variations in each light curve. The survey data turned out to contain various trends such as telescope vibration, CCD noise, and unstable local weather. We select multiple sets of stars using a hierarchical clustering algorithm in such a way that the light curves in each cluster show strong correlations between them. We then determine a primary trend (PT) per cluster using a weighted sum of the normalized light curves, and we use the constructed PTs to remove trends in individual light curves. After removing the trend, we can get each synthetic light curve of star that has much higher signal-to-noise ratio. We compare the efficiency of the synthetic light curves with the efficiency of light curves made by previous existing photometry pipelines. Our photometric method is able to restore subtle brightness variation that tends to be missed in conventional aperture photometric methods, and can be applied to other wide-field surveys suffering from PSF variations and trends. We are developing an analysis package for the next generation TAOS survey (TAOS II) based on the current experiments.

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