• Title/Summary/Keyword: 4D Experience

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Development for Estimation Improvement Model of Wind Velocity using Deep Neural Network (심층신경망을 활용한 풍속 예측 개선 모델 개발)

  • Ku, SungKwan;Hong, SeokMin;Kim, Ki-Young;Kwon, Jaeil
    • Journal of Advanced Navigation Technology
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    • v.23 no.6
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    • pp.597-604
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    • 2019
  • Artificial neural networks are algorithms that simulate learning through interaction and experience in neurons in the brain and that are a method that can be used to produce accurate results through learning that reflects the characteristics of data. In this study, a model using deep neural network was presented to improve the predicted wind speed values in the meteorological dynamic model. The wind speed prediction improvement model using the deep neural network presented in the study constructed a model to recalibrate the predicted values of the meteorological dynamics model and carried out the verification and testing process and Separate data confirm that the accuracy of the predictions can be increased. In order to improve the prediction of wind speed, an in-depth neural network was established using the predicted values of general weather data such as time, temperature, air pressure, humidity, atmospheric conditions, and wind speed. Some of the data in the entire data were divided into data for checking the adequacy of the model, and the separate accuracy was checked rather than being used for model building and learning to confirm the suitability of the methods presented in the study.

Development of a Probabilistic Joint Opening Model using the LTPP Data (LTPP Data를 이용한 확률론적 줄눈폭 예측 모델 개발)

  • Lee, Seung Woo;Chon, Sung Jae;Jeong, Jin Hoon
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.26 no.4D
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    • pp.593-600
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    • 2006
  • Joint opening of jointed concrete pavement is caused by change in temperature and humidity of adjoined slab. The magnitude of joint opening influences on the load-transfer-efficiency and the behavior of sealant. If temperature or humidity decreases, joint opening increases. Generally maximum joint opening of a given joint is predicted by using AASHTO equation. While different magnitudes of joint opening at the individual joints have been observed in a given pavement section, AASHTO equation is limited to predict average joint opening in a given pavement section. Therefore the AASHTO equation may underestimate maximum joint for the half of joint in a given pavement section. Joints showing larger opening than the designed may experience early joint sealant failure, early faulting. Also unexpected spalling may be followed due to invasion of fine aggregate into the joints after sealant pop-off. In this study, the variation of the joint opening in a given pavement section was investigated based on the LTPP SMP data. Factors affecting on the variation are explored. Finally a probabilistic joint opening model is developed. This model can account for the reliability of the magnitude of joint opening so that the designer can select the ratio of underestimated joint opening.

Subjectivity Study on Decision Making Elements for Firefighting of Firefighters: An Investigation Utilizing Q Methodology (소방관의 화재대응의사결정요인에 관한 주관성 연구: Q방법론을 활용한 조사를 중심으로)

  • Junghoon Kim;Seung Hoon Ryu;Dongkyu Lee
    • Knowledge Management Research
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    • v.24 no.4
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    • pp.23-42
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    • 2023
  • This study originated from recognition of importance of firefighters' decision-making in fire response, coupled with existing gap in research. By utilizing Q-methodology, the study aimed to categorize firefighters' subjectivity in fire response decision-making. Through this categorization, the study sought to highlight insights into the current technological and data limitations, as well as potential directions for future R&D in the field of firefighting. The findings of the study revealed that firefighters' subjectivity could be classified into three factors: "emphasis on direct information related to rescue," "emphasis on information related to the target property," and "emphasis on information related to command and coordination." The study theoretically confirmed that the subjectivity of firefighters' decision-making in fire response is partially influenced by their experiences and job. Additionally, the study's significance lay in its approach of collecting specific decision-making factors in fire response, moving beyond general theoretical models. Furthermore, from a policy perspective, the typification of decision-making factors contributed to connecting the identified data-based administrative needs from prior studies. Insights from the study emphasized the importance of leveraging on-site experience in Korea to aid decision-making, calling for the development of equipment and data collection methods that can rapidly and accurately assess on-site conditions.

Implementing a Virtual Reality Forest Healing System Using Multisensory Modules (다감각 모듈을 사용한 가상현실 산림 치유 시스템 구현)

  • Sohui Kim;Jewon Myung;YoungBeom Park;Sun-Jeong Kim
    • Journal of the Korea Computer Graphics Society
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    • v.30 no.4
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    • pp.31-39
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    • 2024
  • This study applied virtual reality systems for forest therapy to reduce motion sickness and enhance immersion using multi-sensory elements. In applying virtual reality systems, multi-sensory elements were utilized to reduce motion sickness while providing a more immersive experience. Among these elements, tactile and olfactory devices utilizing wind and scent were developed and employed. The program was developed using Unity3D's HDRP (High Definition Render Pipeline), and both HMD (Head Mounted Display) and non-HMD systems were established to determine if visual motion induces motion sickness. An air circulator was placed to provide a sense of wind and allow users to smell scents through the olfactory device. An experiment was designed to examine whether tactile and olfactory stimuli influence user satisfaction with the virtual reality forest therapy system. The results showed that the tactile device significantly reduced motion sickness, while the developed olfactory device did not yield significant results in reducing motion sickness for participants.

Usefulness of Acoustic Noise Reduction in Brain MRI Using Quiet-T2 (뇌 자기공명영상에서 Quiet-T2 기법을 이용한 소음감소의 유용성)

  • Lee, SeJy;Kim, Young-Keun
    • Journal of radiological science and technology
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    • v.39 no.1
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    • pp.51-57
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    • 2016
  • Acoustic noise during magnetic resonance imaging (MRI) is the main source for patient discomfort. we report our preliminary experience with this technique in neuroimaging with regard to subjective and objective noise levels and image quality. 60 patients(29 males, 31 females, average age of 60.1) underwent routine brain MRI with 3.0 Tesla (MAGNETOM Tim Trio; Siemens, Germany) system and 12-channel head coil. Q-$T_2$ and $T_2$ sequence were performed. Measurement of sound pressure levels (SPL) and heart rate on Q-$T_2$ and $T_2$ was performed respectively. Quantitative analysis was carried out by measuring the SNR, CNR, and SIR values of Q-$T_2$, $T_2$ and a statistical analysis was performed using independent sample T-test. Qualitative analysis was evaluated by the eyes for the overall quality image of Q-$T_2$ and $T_2$. A 5-point evaluation scale was used, including excellent(5), good(4), fair(3), poor(2), and unacceptable(1). The average noise and peak noise decreased by $15dB_A$ and $10dB_A$ on $T_2$ and Q-$T_2$ test. Also, the average value of heartbeat rate was lower in Q-$T_2$ for 120 seconds in each test, but there was no statistical significance. The quantitative analysis showed that there was no significant difference between CNR and SIR, and there was a significant difference (p<0.05) as SNR had a lower average value on Q-$T_2$. According to the qualitative analysis, the overall quality image of 59 case $T_2$ and Q-$T_2$ was evaluated as excellent at 5 points, and 1 case was evaluated as good at 4 points due to a motion artifact. Q-$T_2$ is a promising technique for acoustic noise reduction and improved patient comfort.

Comparison of Biomechanical Characteristics for the Skill Level in Cycle Pedaling

  • Lee, Geun-Hyuk;Kim, Jai-Jeong;Kang, Sung-Sun;Hong, Ah-Reum;So, Jae-Moo
    • Korean Journal of Applied Biomechanics
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    • v.26 no.1
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    • pp.11-20
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    • 2016
  • Objective: This study aimed to compare biomechanical data between elite and beginner cyclists during cycle pedaling by performing a comparative analysis and to provide quantitative data for both pedaling performance enhancement and injury prevention. Methods: The subjects of this study included 5 elite cyclists (age: $18{\pm}0years$, body mass: $64.8{\pm}9.52kg$, height: $173.0{\pm}4.80cm$) and 5 amateur cyclists (age: $20{\pm}0years$, mass: $66.6{\pm}2.36kg$, height: $175.6{\pm}1.95cm$). The subjects pedaled on a stationary bicycle mounted on rollers of the same gear (front: 50 T and rear: 17 T = 2.94) and cadence of 90. The saddle height was adjusted to fit the body of each subject, and all the subjects wore shoes with cleats. In order to obtain kinematic data, 4 cameras (GR-HD1KR, JVC, Japan) were installed and set at 60 frames/sec. An electromyography (EMG) system (Telemyo 2400T, Noraxon, USA) was used to measure muscle activation. Eight sets of data from both the left and right lower extremities were obtained from 4 muscles (vastus medialis oblique [VMO], vastus lateralis oblique [VLO], and semitendinosus [Semitend], and lateral gastrocnemius [Gastro]) bilaterally by using a sampling frequency of 1,500 Hz. Five sets of events ($0^{\circ}$, $90^{\circ}$, $180^{\circ}$, $270^{\circ}$, and $360^{\circ}$) and 4 phases (P1, P2, P3, and P4) were set up for the data analysis. Imaging data were analyzed for kinematic factors by using the Kwon3D XP computer software (Visol, Korea). MyoResearch XP Master Edition (Noraxon) was used for filtering and processing EMG signals. Results: The angular velocity at $360^{\circ}$ from the feet was higher in the amateur cyclists, but accelerations at $90^{\circ}$ and $180^{\circ}$ were higher in the elite cyclists. The amateur cyclists had greater joint angles at $270^{\circ}$ from the ankle and wider knee joint distance at $0^{\circ}$, $180^{\circ}$, and $360^{\circ}$ than the elite cyclists. The EMG measurements showed significant differences between P2 and P4 from both the right VLO and Semitend. Conclusion: This study showed that lower body movements appeared to be different according to the level of cycle pedaling experience. This finding may be used to improve pedaling performance and prevent injuries among cyclists.

Research on Education Conditions of Basic Clothing Patterns in Korean Colleges & Universities (국내 대학 의류패션계열학과 의복원형설계 교육실태 조사)

  • Oh, Song-Yun;Choi, Hei-Sun
    • Journal of the Korean Society of Clothing and Textiles
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    • v.36 no.3
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    • pp.346-359
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    • 2012
  • This study provides basic guidelines to enrich lecture content and teaching methods for university lecturers about basic clothing construction (flat pattern making). The survey was conducted from October $13^{th}$ to December $20^{th}$ 2010 by mail and e-mail on 96 selected clothing departments in Korean universities to investigate the content, method and condition of the course of basic pattern making. A total of 63.3% of survey respondents were PhD graduates, 80 percent majored 'Apparel Science and Technology', average of total teaching experience was 12.84 years and 40 percent had studied abroad. The surveyed universities were 4 year universities (70%), 2-3 year tenure colleges (27%), and Cyber Universities (3%). The average number of students in a class was 28.08 and the lab space and equipment was evaluated positively only when the number of students was 20 or less. The type of measurements for basic pattern drafting were 'individual student's sizes' (62%), 'ready-made clothes sizing system' (25%), 'professor's experiential sizes' (5%), 'dress form sizes' (3%). In addition, the percentage of using 'ready-made clothes sizing system' increased 13% over the previous study (Lee, 2000). At a basic pattern drafting stage, 'the error of body measurements' in the case of using individual student's sizes, 'the poor results of fitting for students who deviate from standard body size' in the case of using ready-made clothes sizing system, 'the lack of education about fitting' in the case of using dress form sizes had been pointed out as shortcomings. A total of 66% of survey respondents carried out muslin fitting; however, a lack of students and teacher feedback about fitting & alteration of paper patterns remained a problem.

A Survey on Nursee' Needs for ICU Clinical Nurse Specialists (중환자 전문간호사제도에 관한 요구조사)

  • Yoon, Sook-Hee
    • Journal of Korean Academy of Nursing Administration
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    • v.5 no.3
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    • pp.535-545
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    • 1999
  • The purpose of this study is to investigate the nurses' needs in the general hospitals as a basic study to develop ICU clinical nurse from Aug. 3 to Sept. 26 1998 at 13 general or university hospitals that have ICU nurse training course and are accredited at KNA. The subjects of study were ICU nurses and nurse managers at the department of nursing. The questionnaire items were developed from literature review, interviews with 30 ICU nurses at an university hospital in Pusan. The results were as follows : The subjects of study educated in ICU nurse training course were 44.3% of total. The 93.1% responded the necessity of ICU CNS and 89.1% wanted to have ICU CNS certification. The 43.8% answered that ICU should be a center of CNS education and 32.0% answered the department of nursing. Most of subjects responded that the clinical experience of ICU should be needed prior to CNS education. Regarding the treatment of ICU CNS, the 34.2% of total subjects responded it would be suitable to pay additional allowance and the 28.3% answered to grade-up salary step, and then the 13.7% to promote level position. Concerning the assignment department, the 63.5% answered that the charge nurse would be proper than general nurse or head nurse. As to the working time of ICU CNS, the 93.2% responded that D-duty is needed, the 79.5% to E-duty and the 64.4% to N-duty. It is suggested that the consensus of ICU nurses for the concept, the role and the system of ICU CNS is needed.

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The Effect of Knowledge, Attitudes and Prevention Behaviors for Tuberculosis Infection in Nursing Students (간호대학생의 결핵에 대한 지식 및 태도가 결핵감염 예방행위에 미치는 영향)

  • Lim, Seung Joo;Lee, Hyun Joo
    • Journal of Korean Biological Nursing Science
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    • v.18 no.1
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    • pp.43-50
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    • 2016
  • Purpose: This study aimed to identify the relationship among knowledge, attitudes and prevention behaviors (PB) on tuberculosis (Tb) infection in nursing students. Methods: 268 subjects were recruited from two universities located in C D cities of Korea and data were collected utilizing self-reported questionnaires. Results: The mean scores of knowledge, attitudes and PB on Tb infection were 64.83, 3.18 and 2.97. The knowledge differed according to gender (t=-3.16, p=.002), grades (F=32.19, p<.001), educational experience about Tb (EETb) (F=10.59, p<.001), learning information about Tb (t=3.08, p=.002) and getting Tb: self or others (t=2.78, p=.006). The attitudes differed according to grades (F=7.71, p<.001) and EETb (F=2.68, p=.047). The PB differed according to grades (F=7.02, p<.001) and EETb (F=4.55, p=.004). Significant correlations were found between knowledge and PB (r=.20, p=001), attitudes and PB (r=.33, p<.001). The most significant factor influencing PB was attitudes with R2 value of 13.9% (F=11.81, p<.001). Conclusion: These findings indicate that knowledge and attitude adjustment may be necessary to improve PB for Tb infection in nursing students. Moreover further study is necessary to find out the ways to reinforce the level of attitudes. The results of the study can be utilized in educational programs for preventing Tb infection in nursing students.

Nitrate uptake of the red tide dinoflagellate Prorocentrum micans measured using a nutrient repletion method: effect of light intensity

  • Lee, Kyung Ha;Jeong, Hae Jin;Kim, Hye Jeong;Lim, An Suk
    • ALGAE
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    • v.32 no.2
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    • pp.139-153
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    • 2017
  • The ability of a red tide species to take up nutrients is a critical factor affecting its red tide dynamics and species competition. Nutrient uptake by red tide species has been conventionally measured by incubating nutrient-depleted cells for a short period at 1 or 2 light intensities. This method may be applicable to certain conditions under which cells remain in oligotrophic water for a long time and high nutrients are suddenly introduced. Thus, a new method should be developed that can be applicable to the conditions under which cells are maintained in eutrophicated waters in healthy conditions and experience light and dark cycles and different light intensities during vertical migration. In this study, a new repletion method reflecting these conditions was developed. The nitrate uptake rates of the red tide dinoflagellate Prorocentrum micans originally maintained in nitrate repletion and depletion conditions as a function of nitrate concentration were measured. With increasing light intensity from 10 to $100{\mu}E\;m^{-2}s^{-1}$, the maximum nitrate uptake rate ($V_{max}$) of P. micans increased from 3.6 to $10.8 pM\;cell^{-1}d^{-1}$ and the half saturation constant ($K_{s-NO3}$) increased from 4.1 to $6.9{\mu}M$. At $20{\mu}E\;m^{-2}s^{-1}$, the $V_{max}$ and $K_{s-NO3}$ of P. micans originally maintained in a nitrate repletion condition were similar to those maintained in a nitrate depletion condition. Thus, differences in cells under nutrient repletion and depletion conditions may not affect $K_{s-NO3}$ and $V_{max}$. Moreover, different light intensities may cause differences in the nitrate uptake of migratory phototrophic dinoflagellates.