• KSII Transactions on Internet and Information Systems (TIIS)
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• 제16권12호
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• pp.3798-3814
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• 2022

Social recommendation algorithm can alleviate data sparsity and cold start problems in recommendation system by integrated social information. Among them, matrix-based decomposition algorithms are the most widely used and studied. Such algorithms use dot product operations to calculate the similarity between users and items, which ignores user's potential preferences, reduces algorithms' recommendation accuracy. This deficiency can be avoided by a metric learning-based social recommendation algorithm, which learns the distance between user embedding vectors and item embedding vectors instead of vector dot-product operations. However, previous works provide no theoretical explanation for its plausibility. Moreover, most works focus on the indirect impact of social friends on user's preferences, ignoring the direct impact on user's rating preferences, which is the influence of user rating preferences. To solve these problems, this study proposes a user bias drift social recommendation algorithm based on metric learning (BDML). The main work of this paper is as follows: (1) the process of introducing metric learning in the social recommendation scenario is introduced in the form of equations, and explained the reason why metric learning can replace the click operation; (2) a new user bias is constructed to simultaneously model the impact of social relationships on user's ratings preferences and user's preferences; Experimental results on two datasets show that the BDML algorithm proposed in this study has better recommendation accuracy compared with other comparison algorithms, and will be able to guarantee the recommendation effect in a more sparse dataset.

• 한국작물학회지
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• 제34권3호
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• pp.252-260
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• 1989

수도 소포자초기 내냉성의 전력환경에 따른 변동과 기구 및 생육특성을 구명코자 품종 도모유다가를 공시, 질소시용량을 pot 당 0.3g외 3수준과 영화분화기~소포자초기직전의 차광을 75%외 2단계로 한 후 소포자초기에 12$^{\circ}C$ 자연광실에서 3일간 저온처리한 후 내냉성을 검토한 결과를 요약하면 다음과 같다. 1. 소포자분화수는 질소시용량간에 차이가 없었고, 약당충실화분수는 질소시용량이 많을수록, 차광정도가 클수록 적었다. 2. 약장과 주두장은 질소시용량과 차광정도에 따라서 대차 없었다. 3. 주두위에 수분된 화분수는 차광정도가 클수록 적었다. 4. 염실율은 대조구에서는 대차 없었으나 저온처리시 질소시용량과 차광정도가 클수록 낮았다. 5. 엽이간장 신장속도는 질소시용량이 적고, 차광정도가 클수록 떨어졌다. 6. 차광정도가 클수록 상위 1, 2 절간장은 짧아졌으나 4정간장은 길어졌다. 7. 일수영화수는 차광정도가 클수록 직선적으로 감소하였다.

• Geomechanics and Engineering
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• 제32권5호
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• pp.483-494
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• 2023

High-speed trains became common nowadays due to the need for fast and safe mean to transport goods and people. However, the use of high-speed trains necessitates the examination of the critical speed, which is the train speed at which the maximum settlement of the railway track occurs. The critical speed and railway track settlement have been investigated considering only one train in previous studies. However, it is normal to have two adjacent trains moving at the same time. This paper aims to understand how the interference of two moving trains affects the settlement and critical speed of ballasted railway track. Calibrated three-dimensional finite element models of railway track subjected to one moving train and two moving trains have been developed to address the aim of the study. It is found that the interference dramatically increases the railway track settlement with a percentage increase ranges between 5 and 100%. It is also found that the percentage increase of the railway track settlement depends on the train speed and the distance between the moving trains. In addition, it is found that the thickness of the ballast layer and the stiffness of the subgrade have minor influence on the percentage increase of the settlement. Importantly, the results of this paper illustrate the importance of the interference of the moving trains on the dynamic response of the railway track. Thus, there is a need to consider the dynamic interaction between the adjacent moving trains in the design of railway track foundation.

• 한국컴퓨터정보학회논문지
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• 제28권5호
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• pp.189-196
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• 2023

본 연구는 정보통신기술(IT)의 발전으로 외국어 교육과 학습에서 기존의 전통적인 '훈련과 연습(drill and practice)'의 방법에서 벗어난 '컴퓨터 보조언어학습(Computer-assisted learning: CALL)'과 '모바일 지원 언어학습(Mobile-based Language Learning: MALL)'이 실제로 어학 교육에 미치는 영향을 분석한다. 연구 대상은 비교적 영어 능력이 상대적으로 우수하지 않고, 또한 영어학습에 대한 동기부여를 충분히 느끼지 못하는 전문대학 1학년 학생들을 대상으로 진행하였다. 연구 방법은 멀티미디어 저작 도구를 이용하여 디지털 콘텐츠를 제작하여 이러닝(e-learning) 시스템에 등재하여 교육보조재료로 한 학기 동안 활용한다. 동영상 콘텐츠는 컴퓨터, 스마트폰, 테블릿, 노트북 등 다양한 매체로 접근하여 활용할 수 있도록 구성한다. 동영상 콘텐츠에 대한 설문조사를 통하여 콘텐츠의 구성, 학습에 도움 여부, 보완해야 할 부분, 콘텐츠 접근 빈도, 학습경로 등을 분석한다. 분석의 결과를 통하여 정보통신기술을 활용한 어학 학습의 효과, 교육용 콘텐츠의 개선해야 할 부분 및 교육에 어떻게 활용해야 하는지에 대해 제언한다. 궁극적으로는 '플립러닝((Flipped Learning)'을 위한 컴퓨터 및 모바일 매체에 대한 효용성 분석과 활용방안을 제언한다.

• Geomechanics and Engineering
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• 제30권6호
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• pp.489-502
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• 2022

In this study, a Gaussian process regression (GPR) model as well as six GPR-based metaheuristic optimization models, including GPR-PSO, GPR-GWO, GPR-MVO, GPR-MFO, GPR-SCA, and GPR-SSO, were developed to predict fly-rock distance in the blasting operation of open pit mines. These models included GPR-SCA, GPR-SSO, GPR-MVO, and GPR. In the models that were obtained from the Soungun copper mine in Iran, a total of 300 datasets were used. These datasets included six input parameters and one output parameter (fly-rock). In order to conduct the assessment of the prediction outcomes, many statistical evaluation indices were used. In the end, it was determined that the performance prediction of the ML models to predict the fly-rock from high to low is GPR-PSO, GPR-GWO, GPR-MVO, GPR-MFO, GPR-SCA, GPR-SSO, and GPR with ranking scores of 66, 60, 54, 46, 43, 38, and 30 (for 5-fold method), respectively. These scores correspond in conclusion, the GPR-PSO model generated the most accurate findings, hence it was suggested that this model be used to forecast the fly-rock. In addition, the mutual information test, also known as MIT, was used in order to investigate the influence that each input parameter had on the fly-rock. In the end, it was determined that the stemming (T) parameter was the most effective of all the parameters on the fly-rock.

• 한국지반공학회논문집
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• 제23권12호
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• pp.109-116
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• 2007

디지털 영상을 이용하여 대상체의 입체모델을 생성하는 전통적인 사진 측량 방법을 활용한 계측의 적용성을 살펴보았다. 본 연구에서는 디지털 영상을 이용한 계측의 적용성을 향상시키기 위한 방안을 마련하고자 실험을 통해 다양한 영향 인자의 설정에 따른 정밀도와 정확도를 분석하였다. 디지털 영상 계측은 획득된 이미지의 해상도가 클수록, 대상체에서 가까울수록, 초점거리가 클수록 보다 좋은 계측 결과를 나타내었다. 또한, 다양한 각도에서 가능한 여러장의 이미지를 획득하여 처리할 경우 계측 오차를 감소시킬 수 있음을 확인하였다. 디지털 영상계측의 정밀도는 계측대상과 측정조건에 따라 크게 좌우될 수 있다. 디지털 영상계측을 실대형 라이닝 재하실험의 시험편 변위측정에 적용해봄으로써 정밀 변위 계측분야에 활용성을 파악하였다.

• Steel and Composite Structures
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• 제42권5호
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• pp.617-631
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• 2022

To study the eccentric compressive performance of the basalt-fiber reinforced recycled aggregate concrete (BFRRAC)-filled circular steel tubular stub column, 8 specimens with different replacement ratios of recycled coarse aggregate (RCA), basalt fiber (BF) dosage, strength grade of recycled aggregate concrete (RAC) and eccentricity were tested under eccentric static loading. The failure mode of the specimens was observed, and the relationship curves during the entire loading process were obtained. Further, the load-lateral displacement curve was simulated and verified. The influence of the different parameters on the peak bearing capacity of the specimens was analyzed, and the finite element analysis model was established under eccentric compression. Further, the design-calculation method of the eccentric bearing capacity for the specimens was suggested. It was observed that the strength failure is the ultimate point during the eccentric compression of the BFRRAC-filled circular steel tubular stub column. The shape of the load-lateral deflection curves of all specimens was similar. After the peak load was reached, the lateral deflection in the column was rapidly increased. The peak bearing capacity decreased on enhancing the replacement ratio or eccentric distance, while the core RAC strength exhibited the opposite behavior. The ultimate bearing capacity of the BFRRAC-filled circular steel tubular stub column under eccentric compression calculated based on the limit analysis theory was in good agreement with the experimental values. Further, the finite element model of the eccentric compression of the BFRRAC-filled circular steel tubular stub column could effectively analyze the eccentric mechanical properties.

• 한국정보통신학회:학술대회논문집
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• 한국정보통신학회 2021년도 춘계학술대회
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• pp.210-212
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• 2021

현대사회는 4차 산업혁명의 영향으로 다양한 디지털 장비가 보급되고 있으며, 자동화 공정, 지능형 CCTV, 의료산업, 로봇, 드론 등 넓은 분야에서 사용되고 있다. 이에 따라 영상을 기반으로 동작하는 시스템에서 전처리 과정에 대한 중요성이 높아지고 있으며, 영상을 효과적으로 복원하기 위한 알고리즘이 주목받고 있다. 본 논문에서는 복합잡음 환경에서 영상을 복원하기 위해 결합가중치에 기반한 필터 알고리즘을 제안한다. 제안한 알고리즘은 입력 영상 및 필터링 마스크 내부의 화소값을 대상으로 공간적 거리에 따른 가중치와 화소값 차이에 따른 가중치를 각각 계산한다. 최종 출력은 두 가중치를 바탕으로 계산한 결합가중치를 마스크에 적용하여 필터링하였다. 제안한 알고리즘의 성능을 검증하기 위해 기존 필터 알고리즘과 비교하여 시뮬레이션하였다.

• 한국수자원학회:학술대회논문집
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• 한국수자원학회 2020년도 학술발표회
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• pp.211-211
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• 2020

The concept of virtual water has been largely applied in the study of regional, national, and global water flows with particular emphasis on water scarcity. Despite water traditionally being managed locally, certain global forces influence the local water resource scarcity/availability and hence virtual water exchanges worldwide. It is therefore of necessity that the significant forces be examined to understand the relationship between available water in a region and the variability and trends in environmental, social, and economic factors that are of utmost importance in the formulation of water resources management policies. This study therefore reviewed recent literature from 2003 - 2019 to determine the significant indicators of virtual water trade at different spatiotemporal levels. The study examined and compared the major approaches to virtual water trade flows accounting, and also identified and discussed policy implications and future research options concerning the analysis of virtual water trade. Available information has shown that virtual water trade is significantly influenced by economic (GDP, Demand-Supply of goods and services), geographical (Distance), institutional (population) and environmental (water availability, arable land, precipitation) factors. Reports further show that the selection of a given approach for virtual water trade flows accounting will depend on the scope of the study, the available datasets, and other research preferences. Accordingly, this study suggests that the adoption of multidisciplinary approaches to virtual water trade, taking into consideration the spatial and temporal variations in water resources availability and the complexity of environmental and socioeconomic factors will be pivotal for establishing the basis for the conservation of water resources worldwide.

• 대한토목학회논문집
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• 제30권1C호
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• pp.17-25
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• 2010

전기영동기술은 사용중인 폐기물 매립지(MSW) 지오멤브레인 차수층의 누출 복원을 위한 새로운 기술로서 음으로 대전된 점토입자는 동전기(Electrokinetic) 현상에 의해 누출이 발생되는 차수층까지 이동되고, 누출구 주변에 침출수의 외부유출 방지를 위한 점토 케이크를 형성한다. 본 연구에서는 3차원 누출구 모사실험을 수행하여 전기영동기술의 현장 적용성과 1차원 전기영동 실험을 통해 도출된 최적 인자들의 적절성을 평가하였다. 결과적으로 누출구의 반경이 증대되거나 또는 양전극간의 거리가 가까울수록 누출구 근처에서 형성된 점토 케이크의 크기(두께 및 폭)는 증가하였다.