• Title/Summary/Keyword: ${\mu}$-approach

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Video augmentation technique for human action recognition using genetic algorithm

  • Nida, Nudrat;Yousaf, Muhammad Haroon;Irtaza, Aun;Velastin, Sergio A.
    • ETRI Journal
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    • v.44 no.2
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    • pp.327-338
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    • 2022
  • Classification models for human action recognition require robust features and large training sets for good generalization. However, data augmentation methods are employed for imbalanced training sets to achieve higher accuracy. These samples generated using data augmentation only reflect existing samples within the training set, their feature representations are less diverse and hence, contribute to less precise classification. This paper presents new data augmentation and action representation approaches to grow training sets. The proposed approach is based on two fundamental concepts: virtual video generation for augmentation and representation of the action videos through robust features. Virtual videos are generated from the motion history templates of action videos, which are convolved using a convolutional neural network, to generate deep features. Furthermore, by observing an objective function of the genetic algorithm, the spatiotemporal features of different samples are combined, to generate the representations of the virtual videos and then classified through an extreme learning machine classifier on MuHAVi-Uncut, iXMAS, and IAVID-1 datasets.

A Gap-based Weighting Approach in Mining Sequential Patterns (순차패턴 마이닝에서 발생 간격 기반 가중치 부여 기법)

  • Chang, Joong-Hyuk;Shin, Mu-Jong
    • Annual Conference of KIPS
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    • 2010.04a
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    • pp.300-303
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    • 2010
  • 순차패턴 마이닝에서 관심도가 큰 순차패턴을 얻기 위해서 구성요소의 단순 발생 순서뿐만 아니라 구성요소의 가중치를 추가로 고려할 수 있다. 본 논문에서는 순차패턴 마이닝에서 가중치 순차패턴을 탐색하기 위한 가중치 계산 기법으로 발생 간격에 기반한 순차패턴 가중치 부여 기법을 제안한다. 발생 간격 기반 가중치는 사전에 정의된 별도의 가중치 정보를 필요로 하지 않으며 순차정보를 구성하는 구성요소들의 발생 간격으로부터 구해진다. 즉, 순차패턴의 가중치를 구하는데 있어서 구성요소의 발생 순서와 더불어 이들의 발생 간격을 고려하며, 따라서 보다 관심도가 크고 유용한 순차패턴을 얻도록 지원한다.

Neuroprotective effects of resveratrol via anti-apoptosis on hypoxic-ischemic brain injury in neonatal rats (신생 백서의 저 산소 허혈 뇌손상에서 항세포사멸사를 통한 resveratrol의 신경보호 효과)

  • Shin, Jin Young;Seo, Min Ae;Choi, Eun Jin;Kim, Jin Kyung;Seo, Eok Su;Lee, Jun Hwa;Chung, Hai Lee;Kim, Woo Taek
    • Clinical and Experimental Pediatrics
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    • v.51 no.10
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    • pp.1102-1111
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    • 2008
  • Purpose : Resveratrol, extracted from red wine and grapes, has an anti-cancer effect, an antiinflammatory effect, and an antioxidative effect mainly in heart disease and also has neuroprotective effects in the adult animal model. No studies for neuroprotective effects during the neonatal periods have been reported. Therefore, we studied the neuroprotective effect of resveratrol on hypoxic-ischemic brain damage in neonatal rats via anti-apoptosis. Methods : Embryonic cortical neuronal cell culture of rat brain was performed using pregnant Sprague-Dawley (SD) rats at 18 days of gestation (E18) for the in vitro approach. We injured the cells with hypoxia and administered resveratrol (1, 10, and $30{\mu}g/mL$) to the cells at 30 minutes before hypoxic insults. In addition, unilateral carotid artery ligation with hypoxia was induced in 7-day-old neonatal rats for the in vivo approach. We injected resveratrol (30 mg/kg) intraperitoneally into animal models. Real-time PCR and Western blotting were performed to identify the neuroprotective effects of resveratrol through anti-apoptosis. Results : In the in vitro approach of hypoxia, the expression of Bax, caspase-3, and the ratio of Bax/Bcl-2, indicators of the level of apoptosis, were significantly increased in the hypoxia group compared to the normoxia group. In the case of the resveratrol-treated group, expression was significantly decreased compared to the hypoxia group. And the results in the in vivo approach were the same as in the in vitro approach. Conclusion : The present study demonstrates that resveratrol plays neuroprotective role in hypoxic-ischemic brain damage during neonatal periods through the mechanism of anti-apoptosis.

A Study of Assessment Techniques of Water Quality Using Remotely Sensed Data (원격탐사 자료에 의한 수질평가기법에 관한 연구)

  • 장동호;지광훈;이현영
    • Journal of the Korean Geographical Society
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    • v.35 no.1
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    • pp.3-15
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    • 2000
  • 산업화와 더불어 심각해지고 있는 수질오염 문제를 해결하기 위해서는 여러 가지 수질관리 방안이 요구된다. 수질오염이 과거에는 국지적이었으나 점차 광범한 지역으로 확장됨에 다라 지속적인 수질 모니터링에 어려움이 따른다. 본 연구에서는 위성영상을 사용한 원격탐사 기법으로 수역의 수질환경 인자를 추출하고자 한다. 사용된 영상은 Landasat TM이며, 연구지역은 한강하류 지역이다. 수질분석 인자는 클로로필-a, 부유물질, 투명도 등을 선정하였으며, 수면분광반사율의 특징 및 수질인자별 처리기법을 개발하는데 목적을 두었다. 분광특성 분석결과를 요약하면, 첫 번째 스펙트럼 반사율 분석결과 클로로필-a의 농도는 0.4~0.5$\mu\textrm{m}$ 파장대역에서 낮은 반사치 경향을 보이며, 녹색파장대인 0.57$\mu\textrm{m}$ 부근에서 반사율이 높아진다. 두 번째 부유물질의 반사도는 농도가 증가할수록 0.8$\mu\textrm{m}$ 부근에서 상대적으로 낮은 반사율이 나타난다. 마지막으로 투명도가 낮은 수면은 0.55$\mu\textrm{m}$에서 높은 반사율 경향을 보인다. Landsat TM영상을 이용하여 주성분분석 및 비연산처리를 실시하여 수질분석을 시도한 결과를 보면 클로로필-a와 투명도는 제1주성분 영상 및 제2주성분 영상에서 현장 실측자료와 유사한 결과를 얻을 수 있었으며, 부유물질은 밴드 2와 밴드 4의 비연산처리를 통하여 분포도를 작성할 수 있었다. 이상의 결과들은 계절적 및 시간적 변화에 따라 파장대역이 달라질 수 있다. 그러므로 위성자료를 이용하여 보다 정확한 수질환경 인자를 추출하기 위해서는 현장실측 및 수역의 분광반사 특성을 지속적으로 조사하여야 한다.때문으로 경주 산사태와 포함-구릉포간 국도면의 산사태가 이 종류의 산사태에 속한다.열 인식의 신뢰도를 향상시킬수 있는 방법을 제안하였다.작성하여 최신 의료영상 처리 기법을 쉽게 임상에 적용하고 실험할 수 있는 장점이 있다. 지대에서 가능하였고, 파종기는 중생종보다 이르게 나타났다. 등숙만한출수기 기준의 안전작기는 조생종과 중생종은 태백고냉지대와 태백준고냉지대, 소백산간지대 일부지역을 제외한 다른 지역에서 설정되었고, 중만생종은 태백고냉지대, 태백준고냉지대, 동해안북부지대, 소백산간지대, 노령소백산간지대의 일부 지역은 벼 담수직파가 불가능하게 판단되었다. information on the regular basis of time and provide it when the users query over the Web-database gateway. The other approach is a shopping agent mechanism, which stores information on "how to shop" and the shopping agent collects the information of product items just after users query about the product and provide the information in real time or notify them by alerting service. Thirty nine shopping information services are compared and classified in this paper and they are extracted from "Naver" and "Yahoo! Korea". The final result shows that most services are just a

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Effect of Preharvest Sprayable 1-Methylcyclopropene (1-MCP) Treatment on Fruit Quality Attributes in Cold Stored 'Gamhong' Apples (수확전 수체살포용 1-MCP 처리가 '감홍' 사과의 저온저장 중 과실품질에 미치는 영향)

  • Yoo, Jingi;Kim, Dae Hyun;Lee, Jinwook;Choi, Dong Geun;Han, Jeung-Sul;Kwon, Soon-Il;Kweon, Hun-Joong;Kang, In-Kyu
    • Journal of Bio-Environment Control
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    • v.22 no.3
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    • pp.279-283
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    • 2013
  • This work was carried out to evaluate the effect of preharvest sprayable 1-methylcyclopropene (1-MCP: $Harvista^{TM}$) treatment on the fruit quality attributes in cold stored 'Gamhong' (Malus domestica Borkh) apples. Preharvest sprayable 1-MCP treatment did not affect fruit qualities at harvest but titratable acidity (TA) was higher in fruit treated 10 days before harvest (DBH) than in control. During cold storage, fruit firmness and TA were higher in 1-MCP treated fruit than in control fruit as storage duration progressed, while SSC was not affected. Internal ethylene concentration (IEC) levels were not different among treatments at harvest. While the IEC level in control fruit reached to $58.3{\mu}L{\cdot}L^{-1}$ after 6 month cold storage, the IEC levels in 1-MCP treated fruit ranged from 18.2 to $25.0{\mu}L{\cdot}L^{-1}$. Therefore, this result indicates that preharvest sprayable 1-MCP treatment should be another promising approach to retain fruit quality attributes in long-term cold stored 'Gamhong' apples.

Antioxidant and Inflammatory Mediators Regulation Effects of the Roots of Opuntia humifusa (천년초 뿌리의 항산화 및 염증 매게 물질 조절 효과)

  • Kim, Ye Jin;Park, Chan Ik;Kim, Soo Jin;Ahn, Eun Mi
    • Journal of Applied Biological Chemistry
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    • v.57 no.1
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    • pp.1-5
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    • 2014
  • The roots of Opuntia humifusa (OHR) were extracted with 80% aqueous MeOH and the concentrated extract was partitioned with EtOAc, n-butanol and $H_2O$, successively. The fractions were tested using DPPH and ABST radical scavenging method. The all fractions showed potent scavenging effects. The scavenging effect of the EtOAc fraction was higher than the other fractions, with $IC_{50}$ values as DPPH; $77.0{\pm}1.38{\mu}g/mL$, ABTS: $26.3{\pm}2.02{\mu}g/mL$. And, we investigated anti-inflammatory activities by examining the effects of the OHR fractions on pro-inflammatory cytokine release in the human mast cells (HMC-1). Treatment with OHR fractions clearly reduced the release of the proinflammatory cytokines tumor necrosis factor-alpha (TNF-${\alpha}$), interleukin (IL)-$1{\beta}$, interleukin (IL)-6 and interleukin (IL)-8) in PMACI-stimulated HMC-1 cells. The results showed the potential of OHR as an excellent antioxidant substance and inhibiting inflammatory mediators. Therefore, OHR may be used as a therapeutic approach to various inflammatory diseases.

Improvement of Atmospheric PM2.5 Levels and Related Premature Deaths in Seoul, Korea (서울시 대기 중 PM2.5 농도 개선과 조기사망 감소 효과)

  • Bae, Hyun-Joo;Shin, JI-Young;Park, Chan-Koo;Jung, Kweon;Lee, Sang-Yol;Kim, Min-Young;Park, Jeong-Im
    • Journal of Korean Society for Atmospheric Environment
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    • v.26 no.1
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    • pp.10-20
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    • 2010
  • In recent studies, $PM_{2.5}$ has been reported to be more harmful to human health than $PM_{10}$ because it penetrates more deeply into the lung. We estimated $PM_{2.5}$ related health benefits in Seoul from implementing the World Health Organization (WHO)'s guidelines (annual average $10{\mu}g/m^3$, 24-hour average $25{\mu}g/m^3$) and U.S. Environmental Protection Agency (EPA)'s National Ambient Air Quality Standard (annual average $15{\mu}g/m^3$, 24-hour average $35{\mu}g/m^3$). U.S. EPA's Environmental Benefits Mapping and Analysis Program was utilized for the analysis. It was predicted that the attainment of the WHO annual guideline and U.S. EPA's annual standard, relative to the concentration in 2006, would result in reduction of 2,333~2,895 premature deaths and 1,703~2,121 premature deaths, respectively. If the WHO and EPA's daily standard for $PM_{2.5}$ are attained, 1,211~1,394 and 1,012~1,165 premature deaths could be avoided, respectively. Sensitivity analyses indicated that the estimates were robust regardless of air quality simulation methods for attaining the $PM_{2.5}$ goals. This study provides a quantitative approach to evaluate health risks from air pollution as well as to assess the potential health benefits of improving atmospheric $PM_{2.5}$ concentration. Even considering the intrinsic limitations and uncertainties of the analysis, it is an important information to rationalize the enforcement of $PM_{2.5}$ management policies and measures in Seoul, Korea.

Comparison of Pectin Hydrogel Collection Methods in Microfluidic Device (미세유체 장치에서 수거 방법에 따른 펙틴 하이드로겔 입자의 특성 비교)

  • Kim, Chaeyeon;Park, Ki-Su;Kang, Sung-Min;Kim, Jongmin;Song, YoungShin;Lee, Chang-Soo
    • Korean Chemical Engineering Research
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    • v.53 no.6
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    • pp.740-745
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    • 2015
  • This study investigated the effect of different collection methods on physical properties of pectin hydrogels in microfluidic synthetic approach. The pectin hydrogels were simply produced by the incorporation of calcium ions dissolved in continuous mineral oil. Then, different collection methods, pipetting, tubing, and settling, for harvesting pectin hydrogels were applied. The settling method showed most uniform and monodispersed hydrogels. In the case of settling, a coefficient of variation was 3.46 which was lower than pipetting method (18.60) and tubing method (14.76). Under the settling method, we could control the size of hydrogels, ranging from $30{\mu}m$ to $180{\mu}m$, by simple manipulation of the viscosity of pectin and volumetric flow rate of dispersed and continuous phase. Finally, according to the characteristics of simple encapsulation of biological materials, we envision that the pectin hydrogels can be applied to drug delivery, food, and biocompatible materials.

A 200-MHz@2.5V 0.25-$\mu\textrm{m}$ CMOS Pipelined Adaptive Decision-Feedback Equalizer (200-MHz@2.5-V 0.25-$\mu\textrm{m}$ CMOS 파이프라인 적응 결정귀환 등화기)

  • 안병규;이종남;신경욱
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2000.05a
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    • pp.465-469
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    • 2000
  • This paper describes a single-chip full-custom implementation of pipelined adaptive decision-feedback equalizer (PADFE) using a 0.25-${\mu}{\textrm}{m}$ CMOS technology for wide-band wireless digital communication systems. To enhance the throughput rate of ADFE, two pipeline stage are inserted into the critical path of the ADFE by using delayed least-mean-square (DLMS) algorithm Redundant binary (RB) arithmetic is applied to all the data processing of the PADFE including filter taps and coefficient update blocks. When compared with conventional methods based on two's complement arithmetic, the proposed approach reduces arithmetic complexity, as well as results in a very simple complex-valued filter structure, thus suitable for VLSI implementation. The design parameters including pipeline stage, filter tap, coefficient and internal bit-width and equalization performance such as bit error rate (BER) and convergence speed are analyzed by algorithm-level simulation using COSSAP. The singl-chip PADFE contains about 205,000 transistors on an area of about 1.96$\times$1.35-$\textrm{mm}^2$. Simulation results show that it can safely operate with 200-MHz clock frequency at 2.5-V supply, and its estimated power dissipation is about 890-mW.

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In situ Microfluidic Method for the Generation of Monodisperse Double Emulsions (미세유체를 이용한 단분산성 이중 에멀젼 생성 방법)

  • Hwang, So-Ra;Choi, Chang-Hyung;Kim, Hui-Chan;Kim, In-Ho;Lee, Chang-Soo
    • Polymer(Korea)
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    • v.36 no.2
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    • pp.177-181
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    • 2012
  • This study presents the preparation of double emulsions in a poly(dimethylsiloxane) (PDMS)-based microfluidic device. To improve the wettability of hydrophilic continuous phase onto a hydrophobic PDMS microchannel, the surface was modified with 3-(trimethoxysilyl) propyl methacrylate (TPM) and then sequentially reacted with acrylic acid monomer solution, which produced selective covalent bonding between acrylic acids and methacrylate groups. For the proof of selective surface modification, tolonium chloride solution was used to identify the modified region and we confirmed that the approach was successfully performed. When water containing 0.5% w/w sodium dodecyl sulfate and 1% w/w Span80 with hexadecane were loaded into the selectively modified microfluidic channels, we can produce stable double emulsion. Based on the spreading coefficients, we predict the morphology of double emulsions. Our proposed method efficiently produces monodisperse double emulsions having 48.5 ${\mu}m$(CV:1.6%) core and 65.1 ${\mu}m$ (CV:1.6%) shell. Furthermore, the multiple emulsions having different numbers of core were easily prepared by simple control of flow rates.