• 제목/요약/키워드: Future technology

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영상 데이터 감정 분류를 위한 멀티 모달 기반의 ViT 모델 (Multi-Modal based ViT Model for Video Data Emotion Classification)

  • 김예림;이동규;안서영;김지현
    • 한국컴퓨터정보학회:학술대회논문집
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    • 한국컴퓨터정보학회 2023년도 제67차 동계학술대회논문집 31권1호
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    • pp.9-12
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    • 2023
  • 최근 영상 콘텐츠를 통해 영상물의 메시지뿐 아니라 메시지의 형식을 통해 전달된 감정이 시청하는 사람의 심리 상태에 영향을 주고 있다. 이에 따라, 영상 콘텐츠의 감정을 분류하는 연구가 활발히 진행되고 있고 본 논문에서는 대중적인 영상 스트리밍 플랫폼 중 하나인 유튜브 영상을 7가지의 감정 카테고리로 분류하는 여러 개의 영상 데이터 중 각 영상 데이터에서 오디오와 이미지 데이터를 각각 추출하여 학습에 이용하는 멀티 모달 방식 기반의 영상 감정 분류 모델을 제안한다. 사전 학습된 VGG(Visual Geometry Group)모델과 ViT(Vision Transformer) 모델을 오디오 분류 모델과 이미지 분류 모델에 이용하여 학습하고 본 논문에서 제안하는 병합 방법을 이용하여 병합 후 비교하였다. 본 논문에서는 기존 영상 데이터 감정 분류 방식과 다르게 영상 속에서 화자를 인식하지 않고 감정을 분류하여 최고 48%의 정확도를 얻었다.

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Search for Dark Photon in e+e- → A'A' Using Future Collider Experiments

  • Kihong Park;Kyungho Kim;Alexei Sytov;Kihyeon Cho
    • Journal of Astronomy and Space Sciences
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    • 제40권4호
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    • pp.259-266
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    • 2023
  • The Standard Model (SM) does not provide an information for 26% of dark matter of the universe. In the dark sector, dark matter is supposed to be linked with the hypothetical particles called dark photons that have similar role to photons in electromagnetic interaction in the SM. Besides astronomical observation, there are studies to find dark matter candidates using accelerators. In this paper, we searched for dark photons using future electron-positron colliders, including Circular Electron Positron Collider (CEPC)/CEPC, Future Circular Collider (FCC-ee)/Innovative Detector for Electron-positron Accelerator (IDEA), and International Linear Collider (ILC)/International Large Detector (ILD). Using the parameterized response of the detector simulation of Delphes, we studied the sensitivity of a double dark photon mode at each accelerator/detector. The signal mode is double dark photon decay channel, e+e- → A'A', where A' (dark photon with spin 1) decaying into a muon pair. We used MadGraph5 to generate Monte Carlo (MC) events by means of a Simplified Model. We found the dark photon mass at which the cross-sections were the highest for each accelerator to obtain the maximum number of events. In this paper we show the expected number of dark photon signal events and the detector efficiency of each accelerator. The results of this study can facilitate in the dark photon search by future electron-positron accelerators.

특허정보분석과 시나리오 플래닝을 이용한 미래기술전략의 수립: 연료전지의 사례를 중심으로 (Planning Future Technology Strategies Using Patent Information Analysis and Scenario Planning: The Case of Fuel Cells)

  • 윤장혁;최성철
    • 정보관리연구
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    • 제43권2호
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    • pp.169-197
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    • 2012
  • 특허는 신뢰성 있는 최신 기술의 보고이며, 따라서 특허분석은 기술발전의 현황파악 및 기술전략의 수립을 위한 필수적인 단계로 인식된다. 비록 다양한 특허분석 연구 및 보고서들이 발표되어 왔으나, 특허분석 결과를 기반으로 기업 또는 국가관점에서의 불확실한 미래에 대응하기 위한 기술전략을 제시하는 실제적인 연구사례는 미흡한 실정이다. 따라서 본 연구는 특허분석에 따른 미래기술전략수립 사례연구의 제시를 목적으로 하며, 이를 위해 중장기적 미래분석기법 중의 하나인 시나리오 플래닝을 접목한 미래기술전략 수립절차를 제시한다. 사례연구에서는 차세대 에너지원 중의 하나인 고분자 전해질 연료전지와 관련된 특허들을 활용하여 해당 기술과 관련된 미래 시나리오 별 대응전략을 수립한다. 본 연구의 방법 및 사례연구는 중장기 기술전략 수립 프로세스에서 활용될 수 있을 것으로 기대된다.

Effect of Marangoni flow on Surface Roughness and Packing Density of Inkjet-printed Alumina Film by Modulating Ink Solvent Composition

  • Jang, Hun-Woo;Kim, Ji-Hoon;Kim, Hyo-Tae;Yoon, Young-Joon;Kim, Jong-Hee;Hwang, Hae-Jin
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2009년도 추계학술대회 논문집
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    • pp.99-99
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    • 2009
  • Two different micro-flows during the evaporation of ink droplets were achieved by engineering both surface tension gradient and compositional gradient across the ink droplet: (1) Coffee-ring generating flow resulting from the outward flow inside the ink droplet & (2) Marangoni flow leading to the circulation flow inside the ink droplet. The surface tension gradient and the compositional gradient in the ink droplets were tailored by mixing two different solvents with difference surface tension and boiling point. In order to create the coffee-ring generating flow (outward flow), a single-solvent system using N,N-dimethylformamide with nano-sized spherical alumina particles was formulated, Marangoni flow (circulation flow) was created in the ink droplets by combining N,N-dimethylformamide and fotmamide with the spherical alumina powders as a co-solvent ink system. We have investigated the effect of these two different flows on the formation of ceramic films by inkjet printing method, The packing density of the ceramic films printed with two different ink systems (single- and co-solvent systems) and their surface roughness were characterized. The dielectric properties of these inkjet-printed ceramic films such as dielectric constant and dissipation factor were also studied in order to evaluate the feasibility of their application to the electronic ceramic package substrate.

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Comparative GC-MS Based In vitro Assays of 5α-Reductase Activity Using Rat Liver S9 Fraction

  • Lee, Su-Hyeon;Lee, Dong-Hyoung;Lee, Jeong-Ae;Lee, Won-Yong;Chung, Bong-Chul;Choi, Man-Ho
    • Mass Spectrometry Letters
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    • 제3권1호
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    • pp.21-24
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    • 2012
  • $5{\alpha}$-Dihydrotestosterone (DHT) is the primary active metabolite of testosterone, catalyzed by $5{\alpha}$-reductase ($5{\alpha}R$) in the skin, prostate, and liver. In this study, the $5{\alpha}R$ activity in rat liver S9 fraction in the presence of a NADPH-generating system was evaluated and compared by gas chromatography-mass spectrometry (GC-MS)-based in vitro assays. Testosterone and a $5{\alpha}R$ inhibitor, finasteride, were added to the S9 fractions and incubated at $37^{\circ}C$ for 1 h. Both testosterone and DHT were quantitatively measured and compared with two different GC-MS-based steroid profiling techniques. DHT was not detected by conventional GC-MS analysis in the absence of finasteride when the concentration of testosterone in the S9 fraction was less than $0.2{\mu}M$, whereas the isotope-dilution GC-MS (GC-IDMS) system was able to evaluate the $5{\alpha}R$ activity. Because the S9 fraction contains more reactive enzymes and is easier to collect from tissues compared with a microsomal solution, the combination of the S9 fraction and GC-IDMS technique may be a promising assay for evaluating the $5{\alpha}R$ activity in large-scale clinical studies.

HEVC over DVB-T2 기반 지상파 4K-UHDTV 방송을 위한 양시청 기준값 실험실 테스트 결과 (Laboratory Measurement to Provide Threshold of Visibility for Terrestrial 4K-UHDTV Broadcasting based on HEVC over DVB-T2)

  • 전성호;김상훈;함상진;임중곤;서영우
    • 방송공학회논문지
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    • 제21권4호
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    • pp.506-514
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    • 2016
  • 본 연구에서는 HEVC로 인코딩된 스트림을 6MHz 대역폭 DVB-T2 시스템을 통해서 전송하는 우리나라 지상파 4K-UHD 실험방송 환경에서, 상용 수신기 3종에 대해서 양시청 최소 신호 대 잡음비(ToV C/N)와 양시청 수신기 최소 입력 전계 레벨(Sensitivity)을 실험실 테스트를 통해서 측정하였다. 26.37Mbps 전송률을 기준으로, ToV 평균 C/N=18.8dB 정도로 측정되었고, 수신기 Sensitivity는 최소 -84.2dBm에서 최대 -80.0dBm으로 측정되었다. 이로부터, 수신기 노이즈 바닥(Floor)은 평균 -100dBm 가량으로 계산되었다.

Extraction and Application of Bulk Enzymes and Antimicrobial Substance from Spent Mushroom Substrates

  • Lim, Seon-Hwa;Kwak, A Min;Min, Kyong-Jin;Kim, Sang Su;Kang, Hee Wan
    • 한국균학회소식:학술대회논문집
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    • 한국균학회 2014년도 추계학술대회 및 정기총회
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    • pp.19-19
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    • 2014
  • Pleurotus ostreatus, P. eryngii, and Flammulina velutipes are major edible mushrooms that account for over 89% of total mushroom production in Korea. Recently, Agrocybe cylindracea, Hypsizygus marmoreus, and Hericium erinaceu are increasingly being cultivated in mushroom farms. In Korea, the production of edible mushrooms was estimated to be 614,224 ton in 2013. Generally, about 5 kg of mushroom substrate is needed to produce 1 kg of mushroom, and consequently about 25 million tons of spent mushroom substrate (SMS) is produced each year in Korea. Because this massive amount of SMC is unsuitable for reuse in mushroom production, it is either used as garden fertilizer or deposited in landfills, which pollutes the environment. It is reasonably assumed that SMS includes different secondary metabolites and extracellular enzymes produced from mycelia on substrate. Three major groups of enzymes such as cellulases, xylanases, and lignin degrading enzymes are involved in breaking down mushroom substrates. Cellulase and xylanase have been used as the industrial enzymes involving the saccharification of biomass to produce biofuel. In addition, lignin degrading enzymes such as laccases have been used to decolorize the industrial synthetic dyes and remove environmental pollutions such as phenolic compounds. Basidiomycetes produce a large number of biologically active compounds that show antibacterial, antifungal, antiviral, cytotoxic or hallucinogenic activities. However, most previous researches have focused on therapeutics and less on the control of plant diseases. SMS can be considered as an easily available source of active compounds to protect plants from fungal and bacterial infections, helping alleviate the waste disposal problem in the mushroom industry and creating an environmentally friendly method to reduce plant pathogens. We describe extraction of lignocellulytic enzymes and antimicrobial substance from SMSs of different edible mushrooms and their potential applications.

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Techno-Economic Study on Non-Capture CO2 Utilization Technology

  • Lee, Ji Hyun;Lee, Dong Woog;Kwak, No-Sang;Lee, Jung Hyun;Shim, Jae-Goo
    • KEPCO Journal on Electric Power and Energy
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    • 제2권1호
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    • pp.109-113
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    • 2016
  • Techno-economic evaluation of Non-Capture $CO_2$ Utilization (NCCU) technology for the production of high-value-added products using greenhouse gas ($CO_2$) was performed. The general scheme of NCCU process is composed of $CO_2$ carbonation and brine electrolysis process. Through a carbonation reaction with sodium hydroxide that is generated from brine electrolysis and $CO_2$ of the flue gas, it is possible to get high-value-added products such as sodium bicarbonate, sodium hydroxide, hydrogen & chloride and also to reduce the $CO_2$ emission simultaneously. For the techno-economic study on NCCU technology, continuous operation of bench-scale facility which could treat $2kgCO_2/day$ was performed. and based on the key performance data evaluated, the economic evaluation analysis targeted on the commercial chemical plant, which could treat 6 tons $CO_2$ per day, was performed using the net present value (NPV) metrics. The results showed that the net profit obtained during the whole plant operation was about 7,890 mKRW (million Korean Won) on NPV metrics and annual $CO_2$ reduction was estimated as about $2,000tCO_2$. Also it was found that the energy consumption of brine electrolysis is one of the key factors which affect the plant operation cost (ex. electricity consumption) and the net profit of the plant. Based on these results, it could be deduced that NCCU technology of this study could be one of the cost-effective $CO_2$ utilization technology options.

Method of Determining Future Facility Location with Maintaining Present Accessibility

  • Takahagi, Wataru;Sumitani, Yasushi;Takahashi, Hirotaka;Omae, Yuto;Sakai, Kazuki
    • Industrial Engineering and Management Systems
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    • 제15권3호
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    • pp.197-205
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    • 2016
  • The public services closely related to the daily lives of the Japanese people, such as firefighting, police or primary school education, are largely financed by the local governments. As the population as a whole in Japan declines, the population in local regions are forecasted to experience particularly rapid decline in the future, and it is inevitable to reduce the cost of public services provided by the local governments to keep their financial basis sustainable. In order to provide public services to the people properly and fairly, the local governments own and utilize their public facilities, such as fire stations, police stations or primary schools. On the other hand, we have to secure the accessibility, which is the condition of accessing a facility easily in a whole local city including the high population density area and low population density area. In this paper, we propose a method of determining the number of future facilities and its facility locations in which we maintain the present accessibility. In our proposed method, we determine them comparing the accessibility measurement calculated by facility location model using the present and future population. We adopted k-centdian model as the facility location model, which can secure the accessibility in a whole local city determining the weights of both areas. We applied our proposed method to fire station in Iwaki city, Japan. The results suggested that 7 facilities would be reduced in 2064, after 50 years from 2014. Additionally, we confirmed that the future facility location had secured accessibility in both high and low population density area.

지하공동구의 CCTV 영상 기반 AI 연기 감지 모델 개발 (Development of AI Detection Model based on CCTV Image for Underground Utility Tunnel)

  • 김정수;박상미;홍창희;박승화;이재욱
    • 한국재난정보학회 논문집
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    • 제18권2호
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    • pp.364-373
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    • 2022
  • 연구목적: 본 논문은 지하공동구의 초기 화재 감지를 위해 CCTV를 활용한 AI 연기 객체 감지 모델을 개발하는데 목적이 있다. 연구방법:비정형성이 높은 연기 객체의 감지 성능을 제고하기 위해 화재 감지에 특화된 딥러닝 객체 감지 모델을 지하공동구 연기 감지에 특화되도록 학습시켰고, 학습데이터셋의 정제 및 학습 중 Gradient explosion 완화 등 감지 성능 개선을 위한 방법들을 적용해 모델 결과를 비교하였다. 연구결과: 결과는 제안된 방법을 통해 모델 성능을 향상시켰고 mAP 등의 지표를 평가를 통해 개발 모델이 우수한 성능을 보유하고 있음을 보여준다. 최종 모델은 지하공동구 환경의 연기에 대해 미탐이 낮은 반면 오탐이 다수 발견되는 성능을 보였다. 결론: 본 논문의 모델은 지하공동구 관리시스템과 연계를 통해 보완함으로써 지하공동구의 연기 객체 감지에 활용할 수 있을 것으로 판단된다.