• 제목/요약/키워드: location-scale model

검색결과 310건 처리시간 0.023초

CNN-based Visual/Auditory Feature Fusion Method with Frame Selection for Classifying Video Events

  • Choe, Giseok;Lee, Seungbin;Nang, Jongho
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제13권3호
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    • pp.1689-1701
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    • 2019
  • In recent years, personal videos have been shared online due to the popular uses of portable devices, such as smartphones and action cameras. A recent report predicted that 80% of the Internet traffic will be video content by the year 2021. Several studies have been conducted on the detection of main video events to manage a large scale of videos. These studies show fairly good performance in certain genres. However, the methods used in previous studies have difficulty in detecting events of personal video. This is because the characteristics and genres of personal videos vary widely. In a research, we found that adding a dataset with the right perspective in the study improved performance. It has also been shown that performance improves depending on how you extract keyframes from the video. we selected frame segments that can represent video considering the characteristics of this personal video. In each frame segment, object, location, food and audio features were extracted, and representative vectors were generated through a CNN-based recurrent model and a fusion module. The proposed method showed mAP 78.4% performance through experiments using LSVC data.

Wind tunnel study on fluctuating internal pressure of open building induced by tangential flow

  • Chen, Sheng;Huang, Peng;Flay, Richard G.J.
    • Wind and Structures
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    • 제32권2호
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    • pp.105-114
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    • 2021
  • This paper describes a wind tunnel test on a 1:25 scale model of TTU building with several adjustable openings in order to comprehensively study the characteristics of fluctuating internal pressures, especially the phenomenon of the increase in fluctuating internal pressures induced by tangential flow over building openings and the mechanism causing that. The effects of several factors, such as wind angle, turbulence intensity, opening location, opening size, opening shape and background porosity on the fluctuating internal pressures at oblique wind angles are also described. It has been found that there is a large increase in the fluctuating internal pressures at certain oblique wind angles (typically around 60° to 80°). These fluctuations are greater than those produced by the flow normal to the opening when the turbulence intensity is low. It is demonstrated that the internal pressure resonances induced by the external pressure fluctuations emanating from flapping shear layers on the sidewall downstream of the windward corner are responsible for the increase in the fluctuating internal pressures. Furthermore, the test results show that apart from the opening shape, all the other factors influence the fluctuating internal pressures and the internal pressure resonances at oblique wind angles to varying degrees.

DA-Res2Net: a novel Densely connected residual Attention network for image semantic segmentation

  • Zhao, Xiaopin;Liu, Weibin;Xing, Weiwei;Wei, Xiang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제14권11호
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    • pp.4426-4442
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    • 2020
  • Since scene segmentation is becoming a hot topic in the field of autonomous driving and medical image analysis, researchers are actively trying new methods to improve segmentation accuracy. At present, the main issues in image semantic segmentation are intra-class inconsistency and inter-class indistinction. From our analysis, the lack of global information as well as macroscopic discrimination on the object are the two main reasons. In this paper, we propose a Densely connected residual Attention network (DA-Res2Net) which consists of a dense residual network and channel attention guidance module to deal with these problems and improve the accuracy of image segmentation. Specifically, in order to make the extracted features equipped with stronger multi-scale characteristics, a densely connected residual network is proposed as a feature extractor. Furthermore, to improve the representativeness of each channel feature, we design a Channel-Attention-Guide module to make the model focusing on the high-level semantic features and low-level location features simultaneously. Experimental results show that the method achieves significant performance on various datasets. Compared to other state-of-the-art methods, the proposed method reaches the mean IOU accuracy of 83.2% on PASCAL VOC 2012 and 79.7% on Cityscapes dataset, respectively.

한국 온대중부지역 소나무림 군락식재모델 개발 연구 (Development of the Pinus densiflora Community Planting Model in the Central Cool Temperate Zone of Korea)

  • 홍석환;한봉호;곽정인
    • 한국조경학회지
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    • 제38권3호
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    • pp.107-114
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    • 2010
  • 본 연구는 한국 온대중부지역 소나무림 군락식재 모델을 제시하기 위해 충청남도 당진군 일대 소나무림을 대상으로 다양한 경급의 소나무림을 조사하였다. 유령림부터 장령림까지 총 $10{\times}10m(100m^2)$의 방형구 92개소를 설치하고, 출현개체별 규격을 모두 조사하였으며, 개체간 생육거리 분석을 위해 44개 조사구에 대해서는 1/100 scale로 교목층과 아교목층 수목의 위치를 조사하였다. 분석결과, 모든 조사구의 교목층은 양호하게 발달해 있었으나, 아교목층의 흉고단면적이 교목층의 10%에 미치지 못하고 있었으며, 관목층의 경우 일정한 피복율을 보이지 않고 조사구마다 매우 다양하였다. 이에 소나무 군락식재는 교목층과 관목층의 구조로 조성하는 것이 바람직한 것으로 판단되었으며, 관목층의 경우에는 특정 경향이 없어 식재하려는 인접 지역의 소나무림을 별도로 조사하여 적용하는 것이 바람직한 것으로 판단되었다. 군락식재 모델을 위한 소나무 교목층 흉고직경급별 단위면적당 생육개체수 및 단위면적당 생육개체수와 생육수목간 최단거리와의 회귀식은 높은 설명력을 보였다.

국내 유통진흥정책과 유통조정정책에 대한 고찰 (A Study on the Korea Distribution Promotion Policy and Adjustment Policy)

  • 김대윤;권승구
    • 유통과학연구
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    • 제11권4호
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    • pp.89-97
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    • 2013
  • Purpose - The purpose of this study is to systematically review the background of the Korean distribution promotion policy and distribution adjustment policies along with related regulations and policies. Research design, data, and methodology - Domestic distribution policy and relevant laws were examined through a review of existing research literature. The results of the development process of the domestic distribution policy, promotion policies, and adjustment policies are summarized below. Results - The results are summarized as follows. First, the purpose of the development of the domestic distribution promotion policy was to strengthen the competitiveness of the small and medium business industry through structural advancement of the small and medium industry. By expanding the managerial base for the small and medium industry, a new balance could be created in the national economy. There was a requirement for an early assistance policy for small and medium businesses as a base of these businesses in the distribution industry developed from their original model of catering to a traditional market of retail shops. Since 1996, there was a need for this early assistance policy due to the expansion and rapid growth of large scale stores causing a change in the consumption pattern for distribution markets and the decline of large enterprises. Second, the government supports small and medium business distribution through distribution promotion policies by supporting an organization promoting small business and supporting innovation in the distribution system. Third, in 1961 a business mediation system was established to protect small and medium industries. The Small and Medium Business Administration advises conglomerates to postpone acquisitions, restrain expansion of the business, or to reduce business scale if small businesses undergo an adverse effect such as decreasing demand because large companies are expanding into their areas. Fourth, the Distribution Adjustment Policy managed large-scale store regulation as follows: ① limitation on construction by urban planning ordinance, ② limitation on location based on traffic impact assessments, ③ regulation based on business guidelines by chiefs of autonomous bodies, ④ regulation on mandatory holidays and limitation of business hours. This large-scale store regulation is a policy introduced by authority to increase competitiveness of small and medium business distribution by the government. Conclusions - As discussed in this study, the distribution promotion policy and distribution adjustment policy are government distribution policies focused on the protection of the small and medium distribution businesses. This study is timely, since it was planned when the strengthening of the revisions of the Distribution Industry Development Act, aimed to protect small and medium retailers and merchants, was under discussion. The significance of this study is that it offers insights for the development of new policies in the future and an opportunity to consider the background of the distribution policy by the government.

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보강압성토 옹벽의 거동 특성에 관한 실험적 연구 (An Experimental Study on Behavior Characteristics of Geosynthetics Reinforced Retaining Earth Wall)

  • 노태길;이송
    • 한국지반환경공학회 논문집
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    • 제13권3호
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    • pp.29-37
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    • 2012
  • 본 논문은 보강압성토 옹벽에 대하여 축소모형 실내실험을 통한 거동특성을 파악하고, 보강재의 보강효과에 대하여 검증하였다. 보강압성토 옹벽의 거동특성을 규명하기 위하여 세 종류 전면경사에 대하여 재하하중 단계별 벽체의 수평변위와 이에 따른 거동특성을 분석하였다. 또한 보강압성토 옹벽 구성요소인 격자망, 장섬유 부직포, 배수블럭을 각기 조합하여 설치 후, 재하시험을 수행하였다. 본 실험 결과, 보강압성토 옹벽의 경우, 최대수평변위가 전면경사 1:0.3은 높이 0.58H 위치에서 8.4mm 발생하였고, 전면경사 1:0.6은 높이 0.58H 위치에서 3.8mm, 전면경사 1:1.0은 높이 0.87H 위치에서 3.6mm 발생하였다. 보강압성토 옹벽의 최대 수평변위량이 원지반 사면에 비하여, 평균적으로 약 83.3% 저감하는 효과를 확인할 수 있었다. 또한 보강압성토 옹벽의 배수블럭 설치효과를 검증하기 위하여, 실제 시공현장의 단면을 모델링하여 침투해석 및 한계평형해석을 수행하였다. 강우강도 15mm/hr 조건의 해석결과에서 배수블럭의 설치에 따라 지하수위가 저하하는 효과와 사면안전율이 증가하는 효과를 비교 확인할 수 있었다.

광양항의 경쟁력 평가요인과 강화전략 (Evaluation Factor and Enhancement of Gwangyang International Port's Competitiveness)

  • 정봉현
    • 한국항만경제학회지
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    • 제30권1호
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    • pp.119-142
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    • 2014
  • 연구의 목적은 광양항을 사례로 항만 경쟁력에 영향을 미치는 요인들을 평가하고, 세부 평가요소의 우선순위에 따른 광양항의 경쟁력을 강화하기 위한 중요한 항만정책방향을 규명하는 데 있다. 논문에서는 의사결정기법인 AHP기법을 이용하여 항만입지, 항만운영관리, 항만비용, 항만시설, 배후지여건 등 5가지 주요 평가요인과 14가지 세부평가 요소에 대한 중요도를 파악하였다. 광양항의 항만경쟁력 평가를 위한 주요 평가요인의 중요도는 항만입지, 항만시설, 항만비용, 항만운영관리, 배후지여건 순으로 계산되었다. 세부 평가요소별 복합가중치를 이용한 종합중요도는 배후지역과 연결성, 국제항만과 접근성, 인센티브제도, 터미널의 시설용량. 항만운영인력의 전문성 숙련도, 등의 순서로 확인되었다. 광양항은 배후지와 연결성 및 국제항만과의 접근성을 강화하여 항만의 중심성과 중계성을 제고시겨 항만의 경쟁력을 강화해야 한다. 항만물동량을 창출하기 위해서 다양한 인센티브 제공과 항만비용을 절감시켜 국제거점항만으로서의 경쟁력을 증진해야 한다. 초대형 컨테이너선이 원활하게 하역작업을 수행하도록 하역시스템의 첨단화 및 효율화방안이 강구되며, 항만운영인력의 전문성과 작업도 향상을 위하여 다양한 방안들을 모색해야 한다. 연구의 결과는 관련 학계, 항만당국 및 항만공사 등에 광양항 발전전략에 대한 학술적이며 정책적인 시사점과 지식을 제공하고 있다. 대형항만의 경쟁력 평가에 필요한 이론의 형성, 간단한 분석방법의 틀을 제시하는 데도 연구의 의의가 있다.

하수처리시설 신설에 따른 QUAL2E모델에 의한 만경수계 수질예측 (Water Quality Prediction of the Mankyung Water Shed according to Construction of New Sewage Treatment Facilities)

  • 정팔진;현미희;정진필
    • 한국물환경학회지
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    • 제26권2호
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    • pp.200-207
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    • 2010
  • The sewage treatment plants to be built to improve the water quality of the Mankyung River will total 11, of which combined capacity will reach $39,850m^3/day$, and saying in detail, 5 at Gunsan city, 2 at Iksan city, 1 at Kimje city and 3 at Wanju gun, The scenario for water quality improvement was developed, considering the conditions of plant operation ratio and the accomplishment of the water quality target (BOD 4.4 mg/L, T-P 0.356 mg/L) at the end of the watershed of Mankyung B was predicted, making use of QUAL2E model. As a result of prediction using QUAL2E model based on scenarios with 70% and 100% of operation ratio, respectively, at 11 plants in 2010, the water quality at the watershed of Mankyung B was estimated at 4.322 mg/L which was lower than the target of BOD 4.4 mg/L, indicating the target water quality was achieved, when it comes to 70% of operation ratio, But in case of T-P, it was estimated at 0.565 mg/L, which was higher than the target. When it comes to 100% of operation ratio, T-P also was 0.563 mg/L which exceeded the target, 0.356 mg/L. As indicated above, the effect of water quality improvement appeared very insignificant, which was attributable to the limit of small scale sewage treatment plant in total reduction capacity. Hence, the measures for additional reduction in a bid to achieve the target water quality of T-P at the designated location need to be taken, and the measures to build the Sewage treatment facilities at the place where the pollution is significantly caused by T-P appeared to be required as well.

A Study of Transient Estuarine Circulation in the Chunsu Bay, Yellow Sea: Impact of Freshwater Discharge by Artificial Dikes

  • Jeong, Kwang-Young;Ro, Young Jae;Kang, Tae Soon;Choi, Yang Ho;Kim, Changsin;Kim, Baek Jin
    • 해양환경안전학회지
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    • 제26권3호
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    • pp.242-253
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    • 2020
  • This study examined the ef ects of freshwater discharge by artificial dikes from the Kanwol and Bunam lakes on the dynamics in the Chunsu Bay, Yellow Sea, Korea, during the summer season based on three-dimensional numerical modeling experiments. Model performances were evaluated in terms of skill scores for tidal elevation, velocity, temperature, and salinity and these scores mostly exceeded 90 %. The variability in residual currents before and after the freshwater discharge was examined. The large amount of lake water discharge through artificial dikes may result in a dramatically changed density field in the Chunsu Bay, leading to an estuarine circulation system. The density-driven current formed as a result of the freshwater inflow through the artificial dikes (Kanwol/Bunam) caused a partial change in the tidal circulation and a change in the scale and location of paired residual eddies. The stratification formed by strengthened static stability following the freshwater discharge led to a dramatic increase in the Richardson number and lasted for a few weeks. The strong stratification suppressed the vertical flux and inhibited surface aerated water mixing with bottom water. This phenomenon would have direct and indirect impacts on the marine environment such as hypoxia/anoxia formation at the bottom.

Progressive Collapse of Exterior Reinforced Concrete Beam-Column Sub-assemblages: Considering the Effects of a Transverse Frame

  • Rashidian, Omid;Abbasnia, Reza;Ahmadi, Rasool;Nav, Foad Mohajeri
    • International Journal of Concrete Structures and Materials
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    • 제10권4호
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    • pp.479-497
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    • 2016
  • Many experimental studies have evaluated the in-plane behavior of reinforced concrete frames in order to understand mechanisms that resist progressive collapse. The effects of transverse beams, frames and slabs often are neglected due to their probable complexities. In the present study, an experimental and numerical assessment is performed to investigate the effects of transverse beams on the collapse behavior of reinforced concrete frames. Tests were undertaken on a 3/10-scale reinforced concrete sub-assemblage, consisting of a double-span beam and two end columns within the frame plane connected to a transverse frame at the middle joint. The specimen was placed under a monotonic vertical load to simulate the progressive collapse of the frame. Alternative load paths, mechanism of formation and development of cracks and major resistance mechanisms were compared with a two-dimensional scaled specimen without a transverse beam. The results demonstrate a general enhancement in resistance mechanisms with a considerable emphasis on the flexural capacity of the transverse beam. Additionally, the role of the transverse beam in restraining the rotation of the middle joint was evident, which in turn leads to more ductile behavior. A macro-model was also developed to further investigate progressive collapse in three dimensions. Along with the validated numerical model, a parametric study was undertaken to investigate the effects of the removed column location and beam section details on the progressive collapse behavior.