• 한국농촌간호학회지
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• 제16권1호
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• pp.18-28
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• 2021

Purpose: This study attempted to confirm whether the suicide prevention effect could be achieved by managing the frailty of the elderly in rural areas. Methods: This study is a single-group pre-post study design. The frailty management program was applied twice a week for 12 weeks for the vulnerable elderly in the rural area from 16th April to 31st May in 2020. The program consisted of physical exercise, health education on nutrition management and disease control, cognitive training, and protein drink provision. Results: The average age of the participants was 77.1 years, and they lived alone (88.6%). As a result of providing the program, there were positive results such as increase in body strength (pre 12.27: post 13.27) and weight (pre 58.51: post 59.13), and decrease in depression (pre 4.66: post 1.20), and there was no statistically significant change in quality of life, Time Up & Go, and BMI. Conclusion: Frailty should be managed to prevent suicide in the elderly. It is necessary to expand and apply various programs that combine physical functions and emotional interventions such as health education, and exercise to maintain muscle strength.

• International Journal of Internet, Broadcasting and Communication
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• 제14권2호
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• pp.55-62
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• 2022

A smart tourism chatbot is needed as a user interface to efficiently provide smart tourism services such as recommended travel products, tourist information, my travel itinerary, and tour guide service to tourists. We have been developed a smart tourism app and a smart tourism information system that provide smart tourism services to tourists. We also developed a smart tourism chatbot service consisting of khaiii morpheme analyzer, rule-based intention classification, and tourism information knowledge base using Neo4j graph database. In this paper, we develop the Korean and English smart tourism Name Entity (NE) datasets required for the development of the NER model using the pre-trained language models (PLMs) for the smart tourism chatbot system. We create the tourism information NER datasets by collecting source data through smart tourism app, visitJeju web of Jeju Tourism Organization (JTO), and web search, and preprocessing it using Korean and English tourism information Name Entity dictionaries. We perform training on the KoBERT-CRF NER model using the developed Korean and English tourism information NER datasets. The weight-averaged precision, recall, and f1 scores are 0.94, 0.92 and 0.94 on Korean and English tourism information NER datasets.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제17권2호
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• pp.486-503
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• 2023

Logs play an important role in mastering the health of the system, experienced operation and maintenance engineer can judge which part of the system has a problem by checking the logs. In recent years, many system architectures have changed from single application to distributed application, which leads to a very huge number of logs in the system and manually check the logs to find system errors impractically. To solve the above problems, we propose a method based on Message Middleware and ATT-GRU (Attention Gate Recurrent Unit) to detect the logs anomaly of distributed systems. The works of this paper mainly include two aspects: (1) We design a high-performance distributed logs collection architecture to complete the logs collection of the distributed system. (2)We improve the existing GRU by introducing the attention mechanism to weight the key parts of the logs sequence, which can improve the training efficiency and recognition accuracy of the model to a certain extent. The results of experiments show that our method has better superiority and reliability.

• Geomechanics and Engineering
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• 제34권1호
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• pp.43-49
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• 2023

Knowledge of minimum horizontal stress (S_hmin) is a significant step in determining full stress tensor. It provides crucial information for the production of sand, hydraulic fracturing, determination of safe mud weight window, reservoir production behavior, and wellbore stability. Calculating the S_hmin using indirect methods has been proved to be awkward because a lot of data are required in all of these models. Also, direct techniques such as hydraulic fracturing are costly and time-consuming. To figure these problems out, this work aims to apply the long-short-term memory (LSTM) algorithm to S_hmin time-series prediction. 13956 datasets obtained from an oil well logging operation were applied in the models. 80% of the data were used for training, and 20% of the data were used for testing. In order to achieve the maximum accuracy of the LSTM model, its hyper-parameters were optimized significantly. Through different statistical indices, the LSTM model's performance was compared with with other machine learning methods. Finally, the optimized LSTM model was recommended for S_hmin prediction in the well logging operation.

• Journal of information and communication convergence engineering
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• 제21권4호
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• pp.300-305
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• 2023

Audience reactions in response to remote virtual performances must be compressed before being transmitted to the server. The server, which aggregates these data for group insights, requires a distribution code for the transfer. Recently, distributed learning algorithms such as federated learning have gained attention as alternatives that satisfy both the information security and efficiency requirements. In distributed learning, no individual user has access to complete information, and the objective is to achieve a learning effect similar to that achieved with the entire information. It is therefore important to distribute interdependent information among users and subsequently aggregate this information following training. In this paper, we present a new extension technique for minimal code that allows a new minimal code with a different length and Hamming weight to be generated through the product of any vector and a given minimal code. Thus, the proposed technique can generate minimal codes with previously unknown parameters. We also present a scenario wherein these combined methods can be applied.

• Advances in nano research
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• 제16권4호
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• pp.365-374
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• 2024

This study delves into the significant impact of integrating nanomaterials, specifically carbon and graphene nanoparticles, into the polymer matrix of aluminum alloy 356, utilizing the vortex casting technique, with the aim of improving the mechanical properties of table tennis equipment. Athletes and their coaching teams have long been on a quest for high-performance sports gear, recognizing its pivotal role in unlocking the full potential of players. The dedication of engineers to craft designs, select materials with precision, and uphold stringent testing standards reflects the commitment to meeting the demands of the sporting world. Yet, to remain at the forefront, sports engineering must continually align with contemporary technologies, and nanotechnology has emerged as a transformative force in this regard. This study not only underscores the meticulous efforts in material integration but also highlights the remarkable strides made possible by nanotechnology. Aluminum nanocomposites, particularly, showcase a groundbreaking fusion of exceptional strength and reduced weight, marking a notable achievement in sports equipment innovation. The research outcomes are compelling, revealing a substantial enhancement in the mechanical performance of the sports structures under scrutiny. This promising development hints at a potential paradigm shift in the manufacturing of sports equipment, promising a new era of elevated athlete performance and enhanced safety during the rigors of physical education training. This study stands as a testament to the tangible impact of nanotechnology on the ever-evolving landscape of sports equipment.

• 디지털융복합연구
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• 제13권11호
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• pp.197-204
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• 2015

본 연구는 119구급대원을 대상으로 심정지 임신부에 시행하는 $30^{\circ}$ 왼쪽 기울기 자세에서 가슴압박 질과 신장 및 체중이 가슴압박 질에 영향을 미치는지 알아보고자 시행하였다. J도 M, N, S, Y시, G광역시에서 근무하는 119구급대원 62명을 대상으로 2015년 6월 15-16일간 실험 전 참여 동의를 받았다. Resusci Anne$^{(R)}$ 마네킨 2대를 사용하여 Laerdal PC SkillReporting System$^{(R)}$으로 가슴압박 시행 결과를 기록하였다. 연구결과, $30^{\circ}$ 왼쪽 기울기 자세에서 바로 누운 자세보다 가슴압박 적절한 깊이 횟수(회), 가슴압박 깊이(mm)는 매우 저조하였고, 또한 170 cm 이하, 65 kg 이하에서 가슴압박 적절한 깊이 횟수(회), 가슴압박 깊이(mm)는 저조하였다. 따라서 신장 및 체중에 따른 가슴압박질을 향상시킬 수 있는 도구의 개발과 실습 교육이 필요하겠다.

• 대한지역사회영양학회지
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• 제21권1호
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• pp.102-111
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• 2016

Objectives: The intention of this study was to find out the impact of mother's body mass index, eating habits, nutrition status and sociodemographic factors on the body mass index of the children. Methods: The study used original data of Korea National Health and Nutrition Examination Survey (2010-2011) and had 957 children in the ages of 1-5 years and 957 mothers of these children, a total 1,914 as subjects. The weights (body mass indexes) of the children, subjects under 5th percentile were classified into a underweight group, 5~84th percentile into a normal weight group, 85-94th percentile into an overweight group and more than 95th percentile into an obesity group based on the 2007 Korean children and adolescents growth chart. Results: We observed that when the body mass index of a mother increased by 1, the possibility that her child would belong to the overweight group increased by 6.5% (95% confidence interval: 1.01~1.13), and the possibility that the child would belong to the obesity group increased by 95% (confidence interval: 1.01~1.18). With regard to the number of deficient nutrients which were ingested according to estimated average requirements (EAR) amid nutrients ingested by the mother increased by 1, the possibility that the child would belong to the obesity group increased by 16.6% (95% confidence interval: 1.01~1.35). In case the birth weight of child increased by 1kg, the odds ratio that the child would belong to the obesity group was 2.022 (95% confidence interval: 1.08~3.77). Conclusions: We conclude that the body mass index, eating habits and nutrition status of the mother had significant effects on the body mass index of the child. Therefore, it is critical to recognize the importance of this observation and provide practical training for eating habits and nutrient intakes in order to achieve healthy growth and prevention of obesity among children.

• Journal of Nutrition and Health
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• 제48권2호
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• pp.149-156
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• 2015

이소플라본 보충과 운동의 병행이 성장기 암컷 흰쥐의 골격대사에 미치는 영향을 알아보고자 생화학적 골대사 지표 및 골대사 관련 호르몬, 척추와 대퇴 골밀도 및 골함량에 미치는 영향을 분석하였다. 그 결과, 체중증가량과 식이섭취량, 식이효율은 이소플라본 보충과 운동의 병행에 따라 실험군간에 유의적인 차이가 없었다. 골형성 지표인 혈중 ALP와 osteocalcin은 이소플라본 보충과 운동의 병행에 따라 실험군간에 유의적인 차이가 없었고, 골용해 지표인 요 중 DPD crosslink value는 실험군간에 유의적인 차이가 없었다. 골대사관련 호르몬인 혈중 부갑상선 호르몬, 칼시토닌 및 에스트로겐 농도도 실험군 간에 유의적인 차이가 없었다. 척추 골밀도, 척추 골함량 및 대퇴골함량은 이소플라본 보충과 운동의 병행에 의해 유의적인 차이가 없었고 대퇴골밀도는 IFR군이 대조군보다 유의적으로 높았다. 체중당 대퇴골함량은 IFS군이 대조군보다 유의적으로 높았다. 체중 당 척추골밀도 및 척추골함량, 체중 당 대퇴골밀도는 대조군과 비교하여 이소플라본 단독 보충, 달리기운동 병행, 수영운동 병행 모두 유의적으로 증가하여 실험군내에서 이소플라본 보충과 운동 병행에 따른 유의적 차이는 없었고 운동병행군에서는 운동형태에 따라 달리기와 수영 운동의 차이가 없었다. 결론적으로 성장기 쥐에서 이소플라본 보충과 운동의 병행은 이소플라본 단독보충과 비교하여 상승효과는 없었으나 이소플라본의 섭취 및 달리기와 수영운동 병행 각각은 척추 및 대퇴 골밀도와 골함량을 증가시켜 성장기 최대골밀도 형성에 유리한 것으로 나타났다.

• 한국식품저장유통학회지
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• 제24권5호
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• pp.666-672
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• 2017

본 연구는 단삼식초 및 지구성 운동트레이닝이 고지방식 유도 비만 흰쥐의 신체구성 및 혈중 항목들의 농도 변화에 미치는 영향을 비교분석함으로서 대사성 증후군의 개선에 도움을 줄 수 있는 효과적인 방법을 모색하고자 실시되었다. 10주령 수컷 Wistar 흰쥐 40마리를 대상으로 8주간 고지방식 처치로 비만을 유도한 후 좌업군, 운동군, 단삼식초섭취군, 운동군+단삼식초섭취 복합처치군 등으로 무선, 배정하여 총 8주간 운동 및 식이처치를 실시하였으며, 체중 및 신체구성, 식이섭취량, 경구당 부하검사 및 혈중 콜레스테롤 농도 등을 측정하였다. 8주간의 단삼식초섭취는 지구성 운동과 병행할 경우 체중감소 및 인슐린 저항성의 개선효과를 확인할 수 있었다. 그러나 단삼식초섭취만 처치할 경우 오히려 체지방량을 증가시키고 제지방량은 감소시켰으며, 인슐린 저항성을 현저하게 개선시키지 않는 것으로 나타났다. 또한 지구성 운동과의 병행 시도의 경우에도 운동효과를 배제한 부가적인 효과가 나타나지 않았으며, 혈중 지질에 있어서는 운동의 효과마저 둔화시키는 것으로 나타났다. 따라서 단삼식초섭취에 따른 항고혈당, 항비만 효과는 확인될 수 없었으며, 추후 분자생물학적 분석에 의한 기전과 관련된 원인분석을 통해서 보다 명확한 결과를 제시할 수 있을 것으로 생각된다.