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Short-term Prediction of Travel Speed in Urban Areas Using an Ensemble Empirical Mode Decomposition (앙상블 경험적 모드 분해법을 이용한 도시부 단기 통행속도 예측)

  • Kim, Eui-Jin;Kim, Dong-Kyu
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.38 no.4
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    • pp.579-586
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    • 2018
  • Short-term prediction of travel speed has been widely studied using data-driven non-parametric techniques. There is, however, a lack of research on the prediction aimed at urban areas due to their complex dynamics stemming from traffic signals and intersections. The purpose of this study is to develop a hybrid approach combining ensemble empirical mode decomposition (EEMD) and artificial neural network (ANN) for predicting urban travel speed. The EEMD decomposes the time-series data of travel speed into intrinsic mode functions (IMFs) and residue. The decomposed IMFs represent local characteristics of time-scale components and they are predicted using an ANN, respectively. The IMFs can be predicted more accurately than their original travel speed since they mitigate the complexity of the original data such as non-linearity, non-stationarity, and oscillation. The predicted IMFs are summed up to represent the predicted travel speed. To evaluate the proposed method, the travel speed data from the dedicated short range communication (DSRC) in Daegu City are used. Performance evaluations are conducted targeting on the links that are particularly hard to predict. The results show the developed model has the mean absolute error rate of 10.41% in the normal condition and 25.35% in the break down for the 15-min-ahead prediction, respectively, and it outperforms the simple ANN model. The developed model contributes to the provision of the reliable traffic information in urban transportation management systems.

Perception and Reporting intention to Elder Abuse among Elderly Women (여성노인의 노인학대 인식과 신고의향)

  • Kim, Eun-Young;Choi, Mi-Jung;Cho, Gwi-Young
    • The Journal of the Korea Contents Association
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    • v.14 no.1
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    • pp.238-249
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    • 2014
  • The purpose of this study was to understand the perception on elder abuse and intention to reporting in elderly women, and to identify the relationship between them. The participants of the study were 160 elderly Women aged 60 and over visiting 2 senior centers, 2 Buddhist University, 2 sports centers and 1 senior welfare center located in the D city. Data were collected using a structured questionnaire from May 13th to June 6th of 2013. According to the results of this study, first, participants' perception of elder abuse was 2.89 points and, sexual abuse(4.26 points) was the highest score among the abuse sub-items, 38.2% of the intention to report on elder abuse, sexual abuse (79.4%) was the highest as well. Second, from the characteristics of the participants, there were no significant differences the level of perception on elder abuse, but intention to reporting elder abuse was significantly different according to education, marital status, the number of children, cohabitation, the perception of abuse-related Senior Citizens' Welfare Act and the information accessibility form. Third, There was positive correlation between elder abuse perception and intention to reporting. therefore, it is meaningful that the study results will be provided for promoting the notification intention of elderly women who are more vulnerable to abuse and more active coping when Abusive situations arise.

Activating Local Society Resource Network of Social Business : Focusing on Kwangju and Jejudo (사회적기업의 지역사회 자원연계 활성화를 위한 사례연구 -광주광역시·제주특별자치도를 중심으로-)

  • Choi, Hyuk-Ra;Kim, Seon-Myung;Kim, Gi-Hyeon
    • The Journal of the Korea Contents Association
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    • v.12 no.1
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    • pp.308-317
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    • 2012
  • In this study, we searched for ways of the demand, the building up of strategic, collaborative networks plan activation of the local area network status by the current social enterprise and the direction of the future resources rinks, conducted by a case study of the (preliminary) social enterprise network-building activities based in Gwangju Metropolitan City and Jeju Special Self-Governing Province. By the study findings, local resources that the two regions social enterprise wants to connect are the most numerous in enterprise, public agencies and local media, followed by professionals' pro bo no, private organizations, volunteer groups. Hope for Information in conjunction is revealed in order by purchasing items, labor and financial support, public relations, purchasing service, marketing and a joint venture. For the conjunction, participating related events, the assistance of government agencies and related organizations joined, the role of chief engineer are emerged in order while they are performing work. By the findings, for the activation of local resources links of the social enterprises, it is necessary to impelled cooperation system between activating local profit companies, universities and one company ; a social enterprise and to uncovered volunteer activities of the community. Also, sparking, solidarity and building trust for social enterprises are derived as a ethical and alternative consumer movement.

Discussion on Preliminary Test for Male High School Students in Gwang-ju Area (광주지역 남자 고등학생들의 예비검사에 대한 고찰)

  • Ryu, Geun-Chang
    • Journal of Korean Ophthalmic Optics Society
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    • v.12 no.4
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    • pp.95-99
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    • 2007
  • This study performed apreliminary test with male high school students in Gwangju metropolitan city in order to determine visual function information of high school students. For the items in this preliminary test, there were inquiry, test for long distance unaided visual acuity, pinhole visual acuity test, colour vision test, cover test and stereo test. Most complaint related to eye was about blurred vision (28.4%) and over 90% of subjects had one or more, and among them, over 50% appealed two or more complaints. 76.1% of all subjects showed less than 0.7 in unaided distance visual acuity. In pinhole visual acuity test, 98% had an improved unaided pinhole visual acuity and most of them experienced an improvement and 2% had no change or dropped. The students with normal stereoscopic vision test were 85.6% and the students under normal range were 14.4%. In colour vision test, 7.9% of them were protanomaly and deuteranomaly and none of them had trichromasy and total color blindness. In cover test, it showed 30.2% of orthophoria, 8.2% of esophoria and 61.5% of exophoria, and none of them had strabismus.

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Epidemiology, Virology, and Clinical Features of Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2; Coronavirus Disease-19) (코로나바이러스감염증-19의 바이러스 (SARS-CoV-2) 특징, 전파 및 임상 양상)

  • Park, Su Eun
    • Pediatric Infection and Vaccine
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    • v.27 no.1
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    • pp.1-10
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    • 2020
  • A cluster of severe pneumonia of unknown etiology in Wuhan City, Hubei province in China emerged in December 2019. A novel coronavirus named severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) was isolated from lower respiratory tract sample as the causative agent. The current outbreak of infections with SARS-CoV-2 is termed coronavirus disease 2019 (COVID-19) by the World Health Organization (WHO). COVID-19 rapidly spread into at least 114 countries and killed more than 4,000 people by March 11, 2020. WHO officially declared COVID-19 a pandemic on March 11, 2020. There have been 2 novel coronavirus outbreaks in the past 2 decades. The outbreak of severe acute respiratory syndrome (SARS) in 2002-2003 caused by SARS-CoV had a case fatality rate of around 10% (8,098 confirmed cases and 774 deaths), while Middle East respiratory syndrome (MERS) caused by MERS-CoV killed 858 people out of a total 2,499 confirmed cases between 2012 and 2019. The purpose of this review is to summarize known-to-date information about SARS-CoV-2, transmission of SARS-CoV-2, and clinical features of COVID-19.

Factors Affecting Nursing College Students' Satisfaction with their Department (간호대학생의 학과만족도 영향 요인)

  • Cho, Jung-Ae;kim, Jeong-Seon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.4
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    • pp.587-595
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    • 2016
  • The purpose of this study was to provide basic information for the development of an educational program and a school adaptation program both of which aim to improve the nursing college students' satisfaction with their department. The participants were 235 nursing students at four different colleges located in B U City. A questionnaire survey was conducted on those students to determine their ego-resiliency, view of the nursing profession, and satisfaction with the nursing department. The data were collected from October 16th to November 25th, 2015. The collected data were analyzed using a t-test and ANOVA in accordance with SPSS 18.0. A post-test was then conducted through a $Scheff{\acute{e}}$ test, Pearson's correlation coefficient, and the stepwise multiple regression. These findings can be summarized as follows. All factors affecting nursing the students' satisfaction with their department had an explanatory power of 25.3%. Of those factors, the view of the nursing profession was highest in the explanatory power, or 19.9%. That power increased to 24.4% when ego-resiliency was added as another factor. This also increased to 25.3% when peer relations were added. Based on the study results, this study suggests that it is necessary to develop and apply an educational strategy to improve the nursing profession for the nursing department.

Development of a Daily Pattern Clustering Algorithm using Historical Profiles (과거이력자료를 활용한 요일별 패턴분류 알고리즘 개발)

  • Cho, Jun-Han;Kim, Bo-Sung;Kim, Seong-Ho;Kang, Weon-Eui
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.10 no.4
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    • pp.11-23
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    • 2011
  • The objective of this paper is to develop a daily pattern clustering algorithm using historical traffic data that can reliably detect under various traffic flow conditions in urban streets. The developed algorithm in this paper is categorized into two major parts, that is to say a macroscopic and a microscopic points of view. First of all, a macroscopic analysis process deduces a daily peak/non-peak hour and emphasis analysis time zones based on the speed time-series. A microscopic analysis process clusters a daily pattern compared with a similarity between individuals or between individual and group. The name of the developed algorithm in microscopic analysis process is called "Two-step speed clustering (TSC) algorithm". TSC algorithm improves the accuracy of a daily pattern clustering based on the time-series speed variation data. The experiments of the algorithm have been conducted with point detector data, installed at a Ansan city, and verified through comparison with a clustering techniques using SPSS. Our efforts in this study are expected to contribute to developing pattern-based information processing, operations management of daily recurrent congestion, improvement of daily signal optimization based on TOD plans.

TCP Performance Improvement Scheme on Dynamic Wireless Environment over UMTS System (UMTS 시스템에서 동적 무선 환경 변화에 따른 TCP 성능 향상 기법)

  • Kim, Nam-Ki;Park, In-Yong;Yoon, Hyun-Soo
    • The KIPS Transactions:PartC
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    • v.10C no.7
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    • pp.943-954
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    • 2003
  • The mobile telecommunication system has been growing exponentially after 1990s due to the high population in a city and the growth of mobile user. In this time, the current mobile system mainly concentrates on the voice communication. However, in the next generation, mobile users want to get very diverse services via mobile terminal such as the Internet access, web access, multimedia communication, and etc. For this reason, the next generation system, such as the UMTS (Universal Mobile Telecommunication Services) system, has to support the packet data service and it will play the major role in the system. By the way, since the Web service is based on TCP, most of the Internet traffic TCP traffic. Therefore, efficient transmission of TCP traffic will take very important role in the performance of packet data service. There are many researches about improving TCP performance over wireless network. In those schemes, the UMTS system adapts the link layer retransmission scheme. However, there are rarely studies about the exact performance of the link layer retransmission scheme in the face of dynamic changes of wireless environment over the UMTS system. The dynamic changes of wireless environment, such as wireless bandwidth, can degrade TCP performance directly. So, in this paper, we simulate and analyze the TCP performance in the UMTS system with dynamic wireless environments. Then, we propose a simple scheme for minimizing TCP performance degradation. As a result of simulation, we can find that when wireless environment is changed dynamically, the probability of TCP timeout is increased, and the TCP performance is degraded very much. In this situation, the proposed simple scheme shows good performance. It saves wireless resources and reduces the degradation of TCP performance without large overhead of the base station.

A Study of Scientific Research on the Ancient Roof Tiles in Korea Related to Cheonwangsa Temple of Hanam City (고대기와의 자연과학적 분석 연구 경기도 하남시 천왕사지출토기와를 중심으로)

  • Hong, Jong-Ouk
    • Korean Journal of Heritage: History & Science
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    • v.37
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    • pp.349-369
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    • 2004
  • Today, in the cultural properties research, there are several methods for knowing the culture of the past through a lot of information that remains and relics contain. Especially, statistical method like presumption of producing center were introduced from computer development at the early 20th century. This study showed the characteristic about firing historic sites presumed as a tile-kiln in the remains of Cheonwang temple sites, Hanam, Gyeonggi province. Also, I used nature scientific methods for correlation between tiles excavated at historic sites and circumference building and obtained there results as follows. First, soft tile parts showed similar water suction ratio(over 10%) like another tiles, except hard tile parts. Second, identification about mineral crystallization in a sample showing low water suction ratio confirmed a result that Mullite, Tridymite, Cristobalite as high temperature crystal form were presented. I know that firing temperature was higher than the other tile parts from this result. Third, statistical analysis from micro-component resulted that tiles excavated at firing historic sites and Cheonwang temple sites were closely connected. As the results, I knew that the tiles got a supply after the establishment of tile-kiln, not at a long distance at the period of Cheonwang temple construction.

The Caregiver's Knowledge and Practice about Preventive Behavior for Urinary Tract Infection in Long-term Care Facilities (노인요양시설 요양보호사의 요로감염 예방행위에 대한 지식과 실천)

  • Oh, Young-Ju;Son, Young-Shin
    • Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology
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    • v.9 no.10
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    • pp.407-421
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    • 2019
  • The purpose of this study was to survey the knowledge and practice about preventive behavior for urinary tract infection in caregivers, and ultimately to provide the basic information in terms of urinary tract infection prevention. Participants in this study were caregivers who working at the 7 long-term care facilities in J-city of South Korea. Total 198 were participated in this study. Descriptive statistics, t-test, one-way ANOVA, and scheffe test were performed using SPSS Windows for 21.0 program. The correct answer rate for the knowledge about preventive behavior of urinary tract infection was 79%. The practice of urinary tract infection preventive behavior were significantly differed by the number of nurses, the number of elderly, working time and the experience, perceived importancy, necessity with education for urinary tract infection. The preventive behavior for urinary tract infection in caregivers should be supervised by health care providers. Moreover, it should be needed to educate and apply the basic education program to improve the caregivers' knowledge and practice for preventive behavior in urinary tract infection by healthcare providers. Continuous infection monitor and education by healthcare providers can be contributed the quality of elderly caring services and development of monitoring system for urinary tract infection in long-term care facilities.