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Deep Learning-based Rheometer Quality Inspection Model Using Temporal and Spatial Characteristics

  • Jaehyun Park;Yonghun Jang;Bok-Dong Lee;Myung-Sub Lee
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.11
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    • pp.43-52
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    • 2023
  • Rubber produced by rubber companies is subjected to quality suitability inspection through rheometer test, followed by secondary processing for automobile parts. However, rheometer test is being conducted by humans and has the disadvantage of being very dependent on experts. In order to solve this problem, this paper proposes a deep learning-based rheometer quality inspection system. The proposed system combines LSTM(Long Short-Term Memory) and CNN(Convolutional Neural Network) to take advantage of temporal and spatial characteristics from the rheometer. Next, combination materials of each rubber was used as an auxiliary input to enable quality conformity inspection of various rubber products in one model. The proposed method examined its performance with 30,000 validation datasets. As a result, an F1-score of 0.9940 was achieved on average, and its excellence was proved.

Input-Output Structural Decomposition Analysis on the Growth Structure of Korean Maritime and Port Industry (투입·산출 구조분해를 통한 해운항만산업 성장구조분석)

  • Sang Choon Kim
    • Korea Trade Review
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    • v.46 no.1
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    • pp.83-111
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    • 2021
  • This paper conducts a Structural Dcomposition Analysis on the structure of factors contributing to the output growth of Korean Maritime and Port Industry during year 2000~ year 2017. Some of results are as follows. The output growth rates of the industry (yearly average 4.3%) was far lower than the average growth rates of Service as well as of Manufacturing Industries (yearly average 9% and 6.8%, respectively) due to the lower output growth of Maritime Industry. Among the growth contributing factors, change in domestic demand for final goods is the first contributing factor, and then change in technology, change in export and import substitution for intermediate goods are followed in order, but import substitution for final goods decreased its output. However, in each respective sub-periods of pre-global financial crisis and post-global financial crisis, change in the export, especially change in the export of Maritime Industry is the dominant determinant of output change in the Maritime and Port Industry in opposite ways. In the periods of the former the increase in the export of Maritime Industry overwhelmingly led the output growth of the Maritime and Port industry, but in the periods of the latter the decrease in its export was the culprit of lower output growth of the industry. On the other hand, among all industries of service and manufacturing sectors, Wholesale and Retail industry is the leading industry in contributing to the output growth of the Maritime and Port Industry, and Transportation Equipment industry is the leading industry among all manufacturing industries.

Estimating Benefits of Gwangyang Port Container Terminals' Berth Relocation (광양항 컨테이너 터미널 선석 재배치에 따른 기대효과 분석)

  • Yong-Ki Koh;Sang-Hun Han
    • Korea Trade Review
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    • v.45 no.5
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    • pp.141-159
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    • 2020
  • Container terminals at Gwangyang Port are operated by three container operators: A, B and C. Ultimately, there is consensus that a single operator should operate all terminals so that economies of scale can be achieved even in the operation of the container terminal. Integration between operators has a positive effect on both operators and shipping companies. From the operator's point of view, overlapping fixed costs between operators can be unified, reducing overall costs and utilizing spare facilities. On the other hand, from the viewpoint of the shipping company, it is possible to ensure stable use of the port facilities and always allow berthing, reduce days on demurrage and ship waiting, and provide one-stop service for work. However, existing cases of operators' integration or relocation of terminals remained to estimate the expected effects of alternatives, emphasizing only the financial point of view. The port terminal is a large system, and it is important to consider that it is an aggregate of major logistics facilities and equipment. Moreover, if the estimation can be made by quantifying the expected effect, the justification of the terminals' relocation can be further emphasized. Therefore, it is very important to estimate the expected effect from the viewpoint of systemic operation. Moreover, the need for operators' integration can be further emphasized if it can be estimated through quantification of expected effects. Currently, three alternatives are considered as alternatives to the terminals' relocation, and in this study, the optimal plan was derived for the 3 alternatives by the linear planning model of the minimum shuttle transportation cost in the terminal. The optimal plan is alternative 2, which shows the most advantageous integration effect in terms of expected effects. Alternative 2 integrates the B terminal into the C terminal, and the A terminal operates independently as it is.

Analysis on Performance Assessment Framework of Construction Phase for Road Construction Projects (도로건설사업 시공단계 성과평가 프레임워크 연구)

  • Mun, Junbu;Lee, Kangwook;Yun, Sungmin
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.43 no.6
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    • pp.801-809
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    • 2023
  • Road construction projects have a long duration so cost overruns and schedule delays are occurred. However, performance assessment system that can manage and prepare for this in advance is insufficient. In addition, road construction are affected by many factors during under construction. Therefore it is necessary to conduct performance assessment considering the characteristics of roads and prepare for similar projects in the future. The purpose of this study is to provide a framework to evaluate construction phase performance and present a performance management plan using road construction information. Also, This study conducted time adjustment between the start and the finish of the project and developed performance metrics based on absolute and relative indicator. This study analyzed the cost, schedule, and changes of the road project construction process, showing the possibility of advancement of performance assessment and how to use it when planning new road construction projects.

Quality comparison of non-thermal sterilized raw apple vinegar and commercial apple vinegar products

  • Sun Hwa Kim;Ji-Hyung Seo;Yong-Jin Jeong
    • Food Science and Preservation
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    • v.31 no.2
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    • pp.235-244
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    • 2024
  • A nonthermally sterilized raw apple vinegar was manufactured using an ultra-fine filtration process (0.2 ㎛ membrane filter) and its quality was comparable to commercially available vinegar products. First, using apple concentrate as a raw material, it was possible to produce non-thermal sterilized Using a two-stage fermentation process of alcohol and acetic acid fermentations, a non-thermally sterilized raw apple vinegar with pH 2.94 and an acidity of 6.20% was produced from an apple concentrate. The fermentation process increased the browning index significantly. However, the fundamental quality parameters of the non-thermal sterilized raw apple vinegar (A) with sterilized apple vinegar (B) did not differ significantly. The pH (2.92-2.95) of apple vinegar (A and B) was higher than that (pH 2.65-2.70) of commercial vinegar (C and D), and the total acidity, which is in the range of 6.20-6.21% and 6.53-6.90%, respectively, was higher in samples C and D than in samples A and B. However, four kinds of organic acids were detected in non-thermal sterilized raw apple vinegar (A), and its total organic acid content (6,245.00 mg%) was significantly higher than that of other samples (B, C, D) (p<0.05). In particular, malic acid content, as a main organic acid in apples, was very high in sample (A) (244.83 mg%) and sample (B) (210.21 mg%), compared to commercial products C (125.78 mg%) and D (86.90 mg%). The total polyphenol content and antioxidant activity of fermented apple vinegar (A, B) were more than twice as high as those of commercial products (C, D). Vinegar A had higher total polyphenol content than vinegar B. The above results suggest it is possible to manufacture and commercialize non-thermal sterilized raw apple vinegar with higher organic acid content and antioxidant properties using ultra-fine filtration.

The Major Factors Influencing Technostress and the Effects of Technostress on Usage Intention of Mobile Devices in the Organization Context (조직 내에서 테크노스트레스에 영향을 미치는 요인 및 테크노스트레스가 조직 내 스마트 기기 활용에 미치는 영향)

  • Seil Hong;Byoungsoo Kim
    • Information Systems Review
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    • v.19 no.1
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    • pp.49-74
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    • 2017
  • The development of smart devices has affected employees' working environments and their lives. However, using smart devices is causing employees to experience technostress. This study aims to investigate the effects of technostress in using smart devices on usage intention in an organization. Moreover, the study investigates the effect of employees' stress-coping methods on the intention to use smart devices. This study posits familiarity, use innovativeness, role ambiguity, system vulnerability, technological limitation, and ubiquity as the antecedents of technostress. Data collected from 317 users who have experience in using smart devices in organizations are empirically tested against a research model using the PLS graph. Analysis results show that role ambiguity, system vulnerability, and technological limitation significantly influence technostress. Moreover, users take up emotion-focused coping behaviors because of technostress. Emotion-focused coping behaviors affect usage intention in organizations. However, technostress and problem-focused coping behaviors do not directly affect usage intention in organizations.

Distribution Dynamics and Proposed Determinants: Exploring Morphological, Clinical Laboratory, and Lifestyle Factors in the Coexistence of Age-Related Skeletal Muscle Mass Loss and Obesity among Young Men: A Nationwide Cross-Sectional Study

  • Jongseok Hwang
    • Journal of the Korean Society of Physical Medicine
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    • v.19 no.1
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    • pp.31-41
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    • 2024
  • PURPOSE: This study examined the distribution dynamics and proposed determinants, including morphological measurements, clinical laboratory tests, and lifestyle factors among young Korean men aged 20 to 29 years with the coexistence of age-related loss of skeletal muscle mass and obesity (CALSMO). METHODS: Six hundred and sixty-six participants were divided into two groups based on their skeletal muscle mass index, with 12 individuals categorized in the CALSMO group and the remaining 654 in the normal group. The proposed determinants variables consisted of three main components: morphological measurements, clinical laboratory tests, and lifestyle factors. The morphological measurement variables were height, weight, body mass index, waist circumference, and skeletal muscle mass index. The clinical laboratory tests were fasting glucose, triglyceride, total cholesterol levels, and systolic and diastolic blood pressure. The lifestyle factors considered were alcohol consumption and tobacco use. Complex sampling analysis was performed for the evaluation. RESULTS: The distribution dynamics were determined to be 1.81(1.02-3.18) %. Morphological factors, such as height, weight, body mass index, waist circumference, and skeletal muscle mass index, showed significant differences (p < .05). The clinical laboratory test variables, specifically the fasting glucose, triglyceride, and total cholesterol levels, also exhibited significant differences (p < .05). The lifestyle factor, alcohol consumption, also showed a significance (p < .05). CONCLUSION: This study provides insights into the distribution dynamics. The proposed determinants in young Korean individuals with CALSMO are height, weight, body mass index, waist circumference, skeletal muscle mass index, fasting glucose, triglyceride, total cholesterol levels, and alcohol consumption.

A Study on the Validity and Test-retest Reliability of the Measurement of the Head Tilt Angle of the Smart Phone Application 'KPIMT Torticollis Protractor'

  • Seong Hyeok Song;Ji Su Park;Ki Yeon Song;Ki Hyun Baek;Seung Hak Yoo;Ju Sang Kim
    • The Journal of Korean Physical Therapy
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    • v.35 no.6
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    • pp.177-184
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    • 2023
  • Purpose: The purpose of this study was to compare the concurrent validity and test-retest reliability of 'KPIMT Torticollis Protractor', a smart phone and I-pad application for convenient range of motion measurement, and 'Image J', an analysis software with high reliability and validity, according to head tilt and active cervical rotation angle. This was done to determine the clinical utility of 'KPIMT Torticollis Protractor'. Methods: Head tilt and active cervical spine rotation angles of 40 children with congenital muscular torticollis were measured using Image J and KPIMT Torticollis Protractor, respectively. The level of concurrent validity and inter-rater and intra-rater reliability between the two measurement methods were analyzed. Results: For forty participants, the concurrent validity between Image J and KPIMT Torticollis Protractor showed very high validity with ICC of ICC 0.977 (0.995-0.999), 0.994 (0.994-0.998), CVME% 0.71-0.72%, SEM% 0.31-0.34%, MDC% 0.86-0.94%. The test-retest intra-rater reliability showed very high reliability ICC 0.911 (0.911-0.966), CVME% 0.71%, SEM% 0.34-0.36%, MDC% 0.81-0.94%. The test-retest inter-rater showed very high reliability ICC 0.936 (0.933-0.957), CVME% 0.70%, SEM% 0.34-0.35%, MDC% 0.81-0.83%. Conclusion: The KPIMT Torticollis Protractor, a smart phone and IPD application, is a highly reliable and valid device for angle measurement in children with congenital myotonia and can be easily used in clinical practice.

Influences of Nursing Professional, Self-Leadership and Caring-character on Nursing Practice Readiness among Nursing Students (간호대학생의 전문직관, 셀프리더십, 돌봄인성이 실무준비도에 미치는 영향)

  • Hee-jung Jang;Moon-hee Mo
    • The Journal of the Convergence on Culture Technology
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    • v.10 no.3
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    • pp.943-951
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    • 2024
  • This study was to increase the practical preparation of nursing students by identifying how their professionalism, self-leadership, and caring character affect their practical preparation. This study targeted 182 fourth-year students with at least one year of clinical practice experience attending nursing departments at four universities in two regions from April 10 to May 12, 2023. Collected data were analyzed by descriptive statistics, independent t-test, one-way ANOVA, Scheffe's test, Pearson's correlation coefficients, and multiple regression analysis using SPSS/WIN 23.0 program. As a result of this study, the factor affecting the practical preparation of nursing students was found to be caring personality (β=0.72, p<0.001), the explanatory power of the variables was 51.3%(F=189.41, p<0.001). The results showed that caring personality had an effect on practical readiness. Therefore, we believe that it is necessary to develop various programs related to caring character in order to increase the practical preparation of nursing students.

The Effect of Calfraise Treatment on the Quickness of the Legs (카프레이즈(Calf raise) 처치가 하지 순발력에 미치는 영향)

  • Ryu, Jong-Sik;Jeong, Gi-Yun;Kim, Jong-Geun
    • The Journal of the Convergence on Culture Technology
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    • v.10 no.4
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    • pp.537-542
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    • 2024
  • The purpose of this study is to analyze the effect of one-off capraise movement on the quickness of the lower extremities among the basic physical strength factors. The subjects of this study were 16 students majoring in physical education at Y University in D Metropolitan City, and all subjects were familiar with the contents of the measurement items and crime prevention, and the experiment was conducted with the students who answered the questionnaire and agreed. In summary, it seems that only a single calfraise is effective in strengthening the quickness of the lower extremities, and in particular, it is judged that the thicker the circumference of the calf muscle, the more it affects the quickness of the lower extremities. In addition, although the results of this study may not be considered to be effective for all ages, it is considered that it is good to use it as basic data for physical fitness evaluation as it shows the effect of improving records only with a single exercise. In future studies, it would be nice to recruit subjects by age and conduct studies that can raise the need for exercise through age differences.