본 연구는 조위 관측자료를 이용하여 부산항에서의 장기 조위 자료를 생성하는 Long Short-Term Memory (LSTM)으로 구현된 순환신경망 모델을 개발하였다. 국립해양조사원의 부산 신항과 통영에서 관측된 조위 자료를 모델 입력 자료로 사용하여 부산항의 조위 를 예측하였다. 모델에 대하여 2019년 1월 한 달의 학습을 수행하였으며, 이후 2019년 2월에서 2020년 1월까지 1년에 대하여 정확도를 계 산하였다. 구축된 모델은 부산 신항과 통영의 조위 시계열을 함께 입력한 경우에 상관계수 0.997 및 평균 제곱근 오차 2.69 m로 가장 성 능이 높았다. 본 연구 결과를 바탕으로 딥러닝 순환신경망 모델을 이용하여 임의 항만의 장기 조위 자료 예측이 가능함을 알 수 있었다.

This study investigated alterations in the health behaviors and eating habits due to the coronavirus disease 2019 (COVID- 19) pandemic. An online survey was administered to 270 university students from September 22, 2021 to October 26, 2021. While the frequency of eating at home had increased during the COVID-19 pandemic compared to before the pandemic, there was a decrease in the frequency of eating out, drinking, and eating vegetables. However, the frequency of eating delivery, takeout, and convenience foods and the utilization of online shopping and delivery apps had considerably increased. In addition, when selecting menus, considerations of health, hygiene, and convenience were more important during the COVID-19 pandemic than before the COVID-19 pandemic. Physical activity more than 3 days a week had decreased, whereas sedentary time showed a proportionate increase. The percentage of people who perceived their health status to be worsening was determined to have increased during the COVID-19 pandemic. To prepare for the era of infectious diseases, future research needs to identify health behaviors and dietary problems by administering surveys that include a large sample size and participants of various ages. Moreover, health promotion and nutrition management plans should be prepared accordingly.

The water consumption data of individual consumers must be analyzed and forecast to establish an effective water demand management plan. A k-mean cluster model that can monitor water use characteristics based on hourly water consumption data measured using automated meter reading devices and demographic factors is developed in this study. In addition, the quantification model that can estimate the daily water consumption is developed. K-mean cluster analysis based on the four clusters shows that the average silhouette coefficient is 0.63, also the silhouette coefficients of each cluster exceed 0.60, thereby verifying the high reliability of the cluster analysis. Furthermore, the clusters are clearly classified based on water usage and water usage patterns. The correlation coefficients of four quantification models for estimating water consumption exceed 0.74, confirming that the models can accurately simulate the investigated demographic data. The statistical significance of the models is considered reasonable, hence, they are applicable to the actual field. Because the use of automated smart water meters has become increasingly popular in recent year, water consumption has been metered remotely in many areas. The proposed methodology and the results obtained in this study are expected to facilitate improvements in the usability of smart water meters in the future.

Background: Push-up are effective exercises for shoulder stability. Previous studies have documented the effects of support plane and hand position and width on muscle activities during a push-up. Objects: This study aimed to investigate the changes in muscle activities in the upper extremity when performing the standard and the knee-flexed push-up with different hand shapes. Methods: A total of twenty-six healthy males participated in this study. Three different hand shapes (finger abduction, finger adduction, and fists) and two types of push-up posture (standard and knee-flexed push-up) were set as the independent variables. Electrograms were used to measure the muscle activity of the upper trapezius (UT), triceps brachii (TB), pectoralis major (PM), and serratus anterior (SA). Each participant performed the randomly assigned push-up to the sound of the metronome. The mixed-effect linear regression model was used to detect the changes in muscle activities after changing the hand shape and push-up posture. Statistical significance was set at α = 0.05. Results: The UT muscle activity was statistically significantly higher when performing push-up with fists than finger abduction (p = 0.035) or finger adduction (p = 0.044). During the standard push-up, the muscle activity in all muscles was that the push-up with fists showed the highest muscle activity compared to the finger abduction (p < 0.01) and finger adduction (p < 0.01). Regardless of the shape of the hand, UT had the lowest muscle activity compared to other muscles (p < 0.001). In contrast, the SA muscle had the highest muscle activity among four muscles during the standard push-up. Conclusion: Based on the results of this study, we suggest hand shape is related to the difficulty level of push-up either in the standard or the knee-flexed push-up, especially in the push-up with fists. In addition, knee push-up can be recommended as shoulder musclestrengthening exercises for individuals with low shoulder muscle strength.

난온대 상록활엽수림의 변화과정을 장기 모니터링하기 위해 1996년 완도수목원에 설치된 16개 고정조사구(시험구, 대조구)를 대상으로 식생구조 변화를 분석했다. 특히 1996년도 복원기법으로 도입한 시험처리(솎아베기, 식물도입)가 식생 발달에 미친 영향을 심도 있게 논의했다. 교목층에 붉가시나무가 우점한 군락(고정조사구 1∼3)에서는 이 종의 평균상대우점치(MIP)가 줄고, 외부에서 들어온 상록활엽수종의 MIP가 늘어나 장래 식생구조 변화가 예상된다. 붉가시 나무-낙엽활엽수림(고정조사구 5, 7), 소나무림(고정조사구 9, 10)에서도 상록활엽수종의 세력 확장이 확인됐다. 솎아베 기를 시행했던 시험구에서 조류 피식 산포형인 생달나무, 참식나무, 후박나무 등의 종 유입과 상록활엽수종의 세력 확장이 두드러져, 난온대림 식생 발달을 촉진하는데 유효했다고 본다. 시험구에 상록활엽수종을 심어 식생구조 변화를 꾀했지만, 식재 수량이 적어 식생구조 변화에 끼친 영향이 미약했던 것으로 보인다. 다른 식생유형보다 소나무림은 소나무, 곰솔의 쇠퇴에 따른 상록활엽수림으로의 식생구조 변화가 뚜렷했다.

In this study, to verify the structural performance of the Composite Joint System (CJS) hybrid structural model, a cyclic load test was performed and evaluated and verified through the test. To verify the structural performance of the CJS hybrid structural systems’ joint and evaluate the seismic performance, four three-dimensional real-size specimens were developed with three internal beam-column specimens and one external beam-column specimen. The three interior column specimens were classified by different methods of joining the upper column and lower column, and the same bonding method as the primary specimen was used for the exterior column. The structural performances in terms of drift, strength, and energy dissipation capacity were analyzed and compared based on the experimental results. From the displacement-based loading experiment, all specimens showed a lateral drift of 4.0% without any significant strength drop and stable energy dissipation capacity.

The present study investigated the effect of global warming on germination and initial growth across six deciduous oak species (Quercus mongolica, Q. variabilis, Q. serrata, Q. dentata, Q. aliena, and Q. acutissima), which are the dominant tree species in Korea forest ecosystems. Seeds were sown in climate change treatments, with temperatures higher than those of the control (approximately 3.0°C higher), and CO2 concentrations higher than those of the control (approximately 2-fold higher). Initial growth in each species was measured every two weeks. Initial growth was more rapid in all oak species at the time of root and shoot emergence under high temperature and CO2 treatments than in the control group. Leaf emergence in Q. mongolica, Q. variabilis, and Q. serrata occurred earlier under the climate change treatments than under the control. Root length increased significantly in Q. mongolica, Q. variabilis, and Q. dentata under the climate change treatments when compared to under the control. However, Q. aliena and Q. serrata exhibited a contrasting trends, and no significant difference was observed between the species and Q. acutissima. Shoot length increased significantly in Q. aliena under climate change treatments when compared to under the control but decreased in Q. aliena. In addition, no significant difference was observed in shoot length among Q. mongolica, Q. dentata, and Q. acutissima. The results showed that climate change treatments facilitated early growth, rapid emergence from the ground, leaf development, and enhanced belowground growth in Q. mongolica. Conversely, Q. aliena exhibited the lowest aboveground and belowground growth under climate change treatments when compared to other oak species. Climate change treatments had the least impact on Q. acutissima considering the insignificant differences observed in initial growth rates under climate change treatment.

Ni-rich계 양극 소재는 낮은 가격과 높은 용량으로 인해 고용량 달성을 위한 상용화 소재로 주목받고 있지만, 이 소재의 경 우 전기화학적 불안정성으로 인한 한계를 가진다. 그래서 다양한 표면 코팅 방법을 통해 성능향상을 이루고 있지만, 성능향상이 소 재와 코팅 방법때문인지 또는 코팅 범위가 넓어진 것 때문인지는 모호하게 남아 있다. 본 연구에서는 전이금속으로 양극 활물질을 코팅할 때 전구체 코팅 범위에 따른 리튬이온배터리 전기화학 성능평가를 분석하였다. 상업용 LiNi0.8Co0.1Mn0.1O2 양극 소재 표면을 에탄올 용액에 용해된 리튬-코발트와 리튬-주석 아세테이트 전구체를 코팅하였고, 교반속도를 다르게 하여 (200 rpm 및 600 rpm) 전구체 코팅 범위를 다르게 하였다. 리튬-코발트 아세테이트 전구체의 경우 교반속도가 증가할수록 코팅 범위가 증가하였지만, 리튬 -주석 아세테이트 전구체의 경우 교반속도가 증가할수록 코팅 범위가 감소하였다. 하지만 원소의 종류에 관계없이 코팅 범위가 넓 은 경우에 상대적으로 우수한 전기화학적 성능을 나타내었다. 코팅된 양극 활물질의 물리적 특성은 SEM 및 XRD를 이용하여 분석하 였으며, 전기화학적 성능은 초기 충·방전 용량, 사이클 안정성 및 율속특성 테스트를 통해 조사하였다.

The water supply facilities of Korea have achieved a rapid growth, along with the other social infrastructures consisting a city, due to the phenomenon of urbanization according to economic development. Meanwhile, the level of water supply service demanded by consumer is also steadily getting higher in keeping with economic growth. However, as an adverse effect of rapid growth, the quantity of aged water supply pipes are increasing rapidly, Bursts caused by pipe aging brought about an enormous economic loss of about 6,161 billion won as of 2019. These problems are not only worsening water supply management, also increasing the regional gap in water supply services. The purpose of this study is to classify hazard evaluation indicators and to rank the water distribution network hazard by cluster using the TOPSIS method. In conclusion, in this study, the entropy-based multi-criteria decision-making methods was applied to rank the hazard management of the water distribution network, and the hazard management ranking for each cluster according to the water supply conditions of the county-level municipalities was determined according to the evaluation indicators of water outage, water leakage, and pipe aging. As such, the hazard ranking method proposed in this study can consider various factors that can impede the tap water supply service in the water distribution network from a macroscopic point of view, and it can be reflected in evaluating the degree of hazard management of the water distribution network from a preventive point of view. Also, it can be utilized in the implementation of the maintenance plan and water distribution network management project considering the equity of water supply service and the stability of service supply.

본 연구는 클로렐라 엽면시비가 고구마의 생육 및 수확에 미치는 영향을 조사하기 위하여 수행되었다. 클로렐라 엽면시 비구와 무시비구의 생육 비교를 실시한 결과는 다음과 같다. 1. 고구마 1개 식물체에서 수확한 수확량을 조사한 결과, 수확 개수는 클로렐라 무시비구는 60.0개, 클로렐라 시비구는 71.2개로 클로렐라 시비구가 무시비구에 비교하여 19%정도 증가하였다 2. 고구마의 1개의 평균 무게는 무처리구 104.6 g, 클로렐라 시비구 105.7 g으로 클로렐라를 시비하였을 때 다소 높은 경향을 보였으나 큰 차이를 보이지 않았다. 3. 고구마 1.2 m2 구역 내 10개 식물체에서 수확한 고구마의 총 무게는 무처리구 6.3 kg, 클로렐라 시비구 7,5 kg로 20% 정도의 증수 효과를 확인하였다. 4. 농수산물유통공사의 자료에 의거한 소비자 선호 등급인 80-150g 내에 속하는 고구마의 비율은 클로렐라 시비구가 무처리구보다 1.7% 더 높았다. 5. 본 실험의 결과 클로렐라 시비구의 수확량 증가율이 19.9%로 1ha에서 약 5,085,000원 이상의 수익 증가를 기대할 수 있어 클로렐라 시비가 농가의 소득 증대에 크게 도움이 될 것으로 판단된다.