• 제목/요약/키워드: Cluster Complex

검색결과 387건 처리시간 0.028초

함수근사와 규칙추출을 위한 클러스터링을 이용한 강화학습 (Reinforcement Learning with Clustering for Function Approximation and Rule Extraction)

  • 이영아;홍석미;정태충
    • 한국정보과학회논문지:소프트웨어및응용
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    • 제30권11호
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    • pp.1054-1061
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    • 2003
  • 강화학습의 대표적인 알고리즘인 Q-Learning은 상태공간의 모든 상태-행동 쌍(state-action pairs)의 평가값이 수렴할 때까지 반복해서 경험하여 최적의 전략(policy)을 얻는다. 상태공간을 구성하는 요소(feature)들이 많거나 요소의 데이타 형태가 연속형(continuous)인 경우, 상태공간은 지수적으로 증가하게 되어, 모든 상태들을 반복해서 경험해야 하고 모든 상태-행동 쌍의 Q값을 저장하는 것은 시간과 메모리에 있어서 어려운 문제이다. 본 논문에서는 온라인으로 학습을 진행하면서 비슷한 상황의 상태들을 클러스터링(clustering)하고 새로운 경험에 적응해서 클러스터(cluster)의 수정(update)을 반복하여, 분류된 최적의 전략(policy)을 얻는 새로운 함수근사(function approximation)방법인 Q-Map을 소개한다. 클러스터링으로 인해 정교한 제어가 필요한 상태(state)는 규칙(rule)으로 추출하여 보완하였다. 미로환경과 마운틴 카 문제를 제안한 Q-Map으로 실험한 결과 분류된 지식을 얻을 수 있었으며 가시화된(explicit) 지식의 형태인 규칙(rule)으로도 쉽게 변환할 수 있었다.

Quantification of future climate uncertainty over South Korea using eather generator and GCM

  • Tanveer, Muhammad Ejaz;Bae, Deg-Hyo
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2018년도 학술발표회
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    • pp.154-154
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    • 2018
  • To interpret the climate projections for the future as well as present, recognition of the consequences of the climate internal variability and quantification its uncertainty play a vital role. The Korean Peninsula belongs to the Far East Asian Monsoon region and its rainfall characteristics are very complex from time and space perspective. Its internal variability is expected to be large, but this variability has not been completely investigated to date especially using models of high temporal resolutions. Due to coarse spatial and temporal resolutions of General Circulation Models (GCM) projections, several studies adopted dynamic and statistical downscaling approaches to infer meterological forcing from climate change projections at local spatial scales and fine temporal resolutions. In this study, stochastic downscaling methodology was adopted to downscale daily GCM resolutions to hourly time scale using an hourly weather generator, the Advanced WEather GENerator (AWE-GEN). After extracting factors of change from the GCM realizations, these were applied to the climatic statistics inferred from historical observations to re-evaluate parameters of the weather generator. The re-parameterized generator yields hourly time series which can be considered to be representative of future climate conditions. Further, 30 ensemble members of hourly precipitation were generated for each selected station to quantify uncertainty. Spatial map was generated to visualize as separated zones formed through K-means cluster algorithm which region is more inconsistent as compared to the climatological norm or in which region the probability of occurrence of the extremes event is high. The results showed that the stations located near the coastal regions are more uncertain as compared to inland regions. Such information will be ultimately helpful for planning future adaptation and mitigation measures against extreme events.

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빅 데이터의 새로운 고객 가치와 비즈니스 창출을 위한 대응 전략 (Correspondence Strategy for Big Data's New Customer Value and Creation of Business)

  • 고준철;이해욱;정지윤;강경식
    • 대한안전경영과학회지
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    • 제14권4호
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    • pp.229-238
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    • 2012
  • Within last 10 years, internet has become a daily activity, and humankind had to face the Data Deluge, a dramatic increase of digital data (Economist 2012). Due to exponential increase in amount of digital data, large scale data has become a big issue and hence the term 'big data' appeared. There is no official agreement in quantitative and detailed definition of the 'big data', but the meaning is expanding to its value and efficacy. Big data not only has the standardized personal information (internal) like customer information, but also has complex data of external, atypical, social, and real time data. Big data's technology has the concept that covers wide range technology, including 'data achievement, save/manage, analysis, and application'. To define the connected technology of 'big data', there are Big Table, Cassandra, Hadoop, MapReduce, Hbase, and NoSQL, and for the sub-techniques, Text Mining, Opinion Mining, Social Network Analysis, Cluster Analysis are gaining attention. The three features that 'bid data' needs to have is about creating large amounts of individual elements (high-resolution) to variety of high-frequency data. Big data has three defining features of volume, variety, and velocity, which is called the '3V'. There is increase in complexity as the 4th feature, and as all 4features are satisfied, it becomes more suitable to a 'big data'. In this study, we have looked at various reasons why companies need to impose 'big data', ways of application, and advanced cases of domestic and foreign applications. To correspond effectively to 'big data' revolution, paradigm shift in areas of data production, distribution, and consumption is needed, and insight of unfolding and preparing future business by considering the unpredictable market of technology, industry environment, and flow of social demand is desperately needed.

울산 연안 해역 저서다모류 군집의 시·공간 변동 및 저서건강도 평가 (Spatio-temporal Variation and Evaluation of Benthic Healthiness of Macrobenthic Polychaetous Community on the Coast of Ulsan)

  • 정봉근;신현출
    • Ocean and Polar Research
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    • 제40권4호
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    • pp.223-235
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    • 2018
  • This study was carried out to investigate benthic sedimentary environments and benthic polychaetous communities on the coast of Ulsan, located on the southern East Sea of Korea. This survey was conducted at 15 stations, four times seasonally in January, April, July and October 2016. From the coast to the outer sea, surface sediments turned into fine grained sediments. There were complex coarse-grained sedimentary facies in various forms in the coastal zones while those with mud facies were found in the offshore zone. Organic matter content (LOI) and sulfide amount (AVS) recorded extremely high values, and increased from the coast to the outer sea, showing a similar trend to mud content with depth. The benthic polychaetous community revealed a mean density of $525ind./m^2$, and the total species number of species was 84. The major dominant polychaetous species were Magelona japonica, Lumbrineris longifolia and Heteromastus filiformis throughout the four seasons. Magelona japonica was concentrated predominantly in shallow coastal areas, but was present in all the regions of the survey area. Lumbrineris longifolia showed higher density in offshore regions more than 30 m deep, whereas H. filiformis showed higher density in coastal areas less than 30 m in depth. As a result of cluster analysis, the study area was divided into three ecological areas according to species composition, such as the northern coastal area between Ulsan PortOnsan Port, the southern area around Hoeya River and the outer sea area. Benthic environments in the study area, as determined by AMBI and BPI index, maintained a healthy condition in all four seasons with the AMBI at a level above GOOD and BPI at a level above FAIR. As organic matter accumulation continues to take place in the Ulsan coastal area, it is essential that detailed research activities continue to be carried out and ongoing monitoring be maintained.

Current Understanding of the Roles of CD1a-Restricted T Cells in the Immune System

  • Yoo, Hyun Jung;Kim, Na Young;Kim, Ji Hyung
    • Molecules and Cells
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    • 제44권5호
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    • pp.310-317
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    • 2021
  • Cluster of differentiation 1 (CD1) is a family of cell-surface glycoproteins that present lipid antigens to T cells. Humans have five CD1 isoforms. CD1a is distinguished by the small volume of its antigen-binding groove and its stunted A' pocket, its high and exclusive expression on Langerhans cells, and its localization in the early endosomal and recycling intracellular trafficking compartments. Its ligands originate from self or foreign sources. There are three modes by which the T-cell receptors of CD1a-restricted T cells interact with the CD1a:lipid complex: they bind to both the CD1a surface and the antigen or to only CD1a itself, which activates the T cell, or they are unable to bind because of bulky motifs protruding from the antigen-binding groove, which might inhibit autoreactive T-cell activation. Recently, several studies have shown that by producing TH2 or TH17 cytokines, CD1a-restricted T cells contribute to inflammatory skin disorders, including atopic dermatitis, psoriasis, allergic contact dermatitis, and wasp/bee venom allergy. They may also participate in other diseases, including pulmonary disorders and cancer, because CD1a-expressing dendritic cells are also located in non-skin tissues. In this mini-review, we discuss the current knowledge regarding the biology of CD1a-reactive T cells and their potential roles in disease.

물질주의 가치에 따른 가방 구매행동 연구 (A Study on Bag Purchase Behaviors according to Materialism Value)

  • 이미숙
    • 한국의상디자인학회지
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    • 제24권3호
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    • pp.33-48
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    • 2022
  • This study aimed to investigate bag purchase behaviors according to materialism value. The subjects were 443 male and female adult consumers in their 20s to 50s. The research method was a survey, and the questionnaire consisted of questions on materialism value, bag purchase behaviors, and demographic characteristics. For data analysis, descriptive statistics, Cronbach's α, χ2 test, factor analysis, cluster analysis, ANOVA, and Duncan's multiple range test were performed. The results of this study were as follows. First, materialism value was derived from three factors (happiness pursuit, possession-oriented, and success judgment). Second, subjects could be divided into three groups (happiness pursuit group, success judgment pursuit group, and immaterialism group) based on the materialism value variable. Third, the derived groups showed many differences in bag purchase behaviors. The happiness pursuit group considered all bag evaluation criteria factors (practicality, aesthetics, economy, symbolism) and bag purchasing information sources factors (mass media and personal sources) more than other groups, and showed a tendency to prefer select shops and complex shopping malls as bag purchasing places. In addition, the average annual cost and frequency of purchasing bags of this group were higher than those of other groups. The success judgment pursuit group considered symbolism as a bag evaluation criteria more than other groups, and considered personal sources as bag purchasing information sources more than mass media sources, and preferred luxury stores and department stores as bag purchasing places. On the other hand, the immaterialism group considered practicality and aesthetics as bag evaluation criteria and placed less importance on all information sources than other groups, and preferred Internet shopping malls as purchasing places. This group had the lowest average annual purchase cost and frequency among the three consumer groups. This study suggested that materialism value is a useful variable to segment male and female adult consumer markets effectively, and to understand the bag purchase behaviors of consumer groups divided by materialism value.

황해 영광 안마 군도 해역의 요각류 출현 양상에 영향을 미치는 계절적 환경 요인 (The Seasonal Environmental Factors Affecting Copepod Community in the Anma Islands of Yeonggwang, Yellow Sea)

  • 정영석;이석주;추서휘;윤양호;조현서;김대진;서호영
    • Ocean and Polar Research
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    • 제45권2호
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    • pp.43-55
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    • 2023
  • This study was conducted to understand the seasonal patterns and variation of the copepod community in the Anma Islands of Yeonggwang, Yellow Sea, with a focus on seasonal surveys to assess the factors affecting their occurrence. Throughout the survey period, Acartia hongi, Paracalanus parvus s. l., and Ditrichocorycaeus affinis were dominant species, while Acartia ohtsukai, Acartia pacifica, Bestiolina coreana, Centropages abdominalis, Labidocera rotunda, Paracalanus sp., Tortanus derjugini, Tortanus forcipatus occurred differently by season and station. As a results of cluster analysis, the copepod communities were distinguished into three distinct groups: spring-winter, summer, and autumn. The results of this study showed that the occurrence patterns of copepod species can vary depending on environmental conditions (topographic, distance from the inshore, etc.), and their spatial occurrence patterns between seasons were controlled by water temperature and prey conditions. One of the physical mechanisms that can affect the distribution of zooplankton in the Yellow Sea is the behavior of the Yellow Sea Bottom Cold Water (YSBCW), which shows remarkable seasonal fluctuations. More detailed further studies are needed for clear grounds for mainly why to many Calanus sinicus in the central region of the Yellow Sea are seasonally moving to the inshore, what strategies to seasonally maintain the population, and support the possibilities of complex factors.

스마트팜의 발전과정과 유형별 사례 조사 - 한국과 일본의 사례를 중심으로 - (A Study on the Growth Process and Cases Type of Smart Farm - Focused on the Case of Korea and Japan -)

  • 남윤철
    • 한국농촌건축학회논문집
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    • 제26권2호
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    • pp.37-46
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    • 2024
  • The city is developing into a smart city. Smart villages and smart farms are developing in rural areas. Architectural technology needs synergy with smart cities, smart villages, and smart factories (intelligent factories) to help architectural experts understand smart farms and build facilities and equipment. Smart farms require design and construction technology with architectural structure and function. The purpose of this study was to investigate the current status and cases of smart farms in Korea and to investigate cases abroad. The conclusion is as follows. ① Smart farms are developing rapidly. The Korean government is expanding smart farms by utilizing ICT technology and infrastructure. ② 'Smart Farm Innovation Valley', which has been promoted since 2018, is a cutting-edge convergence cluster industrial complex that integrates production, education, and research functions such as start-ups and technological innovation. ③ In domestic cases, smart farms are operated in subway stations, buildings, supermarkets, and restaurants. ④ In the Japanese case, a dome-type smart farm was being operated. It utilized factory wastewater, waste heat, renewable energy, and used new materials. Otemachi Ranch raised livestock and provided a lounge on the 13th floor of the building. ⑤ In the cases of Korea and Japan, the smart farm technology is very similar. As stated earlier, since the food culture and agricultural technology of both countries are similar, we hope to promote the development of smart farms that can reduce concerns about future food by communicating and sharing mutual technologies.

만경강유역의 개간과정과 취락형성발달에 관한 연구 (A Study on the Cultivation Processes and Settlement Developments on the Mangyoung River Valley)

  • 남궁봉
    • 한국지역지리학회지
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    • 제3권2호
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    • pp.37-87
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    • 1997
  • 만경강유역을 하나의 연장선상에 놓고 연구한 결과, 그 공간상에서 역사와 더불어 형성발달해온 시공연속체를 확인할 수 있었다. 만경강상류에서 하류 하구연안에 이르는 면장공간상에서의 개간과정은 여말에서 부터 시작되어 오늘에 이른 것으로 볼 수 있다. [기원지-지향지] 지향가설에서 본 개간과정에서 개간의 기원지는 만경강상류 산간계곡의 지류곡지 개간을 효시로 하여 기원지가 이루어지고, 조선조 중기까지는 수방대책의 발달과 더불어 하천 중류까지 진출하고, 하천 본류에 대한 하류지역의 계간은 하천의 규모와 유수량의 증가로 인한 하안의 홍수와 범람을 극복할 수 있는 인공제방을 축조할 수 있는 기술수준에 이른 1920년대에 들어서야 본격화되고, 그후 연이어 하구연안의 간석지 개간도 시행되어 개간의 개척첨단이 이들 지향지인 해안간석지일대에 형성되는 것을 볼 수 있다. 시간의 흐름과 더불어 각 시기마다 공간의 변화도 수반되어 시공연속체가 발달하는 것을 볼 수 있다. 취락의 경우 개간과정에 따라 산간계곡 산록일대에서는 주변입지적 집촌, 하천중류와 하류에서는 중앙입지적 집촌, 하천하구 간석지에서는 중앙입지적 열촌형태가 우세하게 나타났다.

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유통 중인 즉석·편의식품류에서 분리한 Bacillus cereus의 산생 Toxin 및 분자유전학적 특성 조사 (Molecular Characterization and Toxin Profile of Bacillus cereus Strains Isolated from Ready-to-eat Foods)

  • 김태순;김민지;강유미;오그네;최수연;오무술;양용식;서정미;류미금;김은선;하동룡;조배식
    • 한국식품과학회지
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    • 제46권3호
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    • pp.334-340
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    • 2014
  • 즉석섭취 편의식품은 일반적으로 소비자가 별도의 조리과정 없이 직접 신선한 상태로 섭취하기 때문에 병원성 미생물에 오염되어 있을 경우 식중독을 일으킬 수 있다. 특히 B. cereus는 자연계에 널리 분포하여 대부분의 식품에 쉽게 오염되어 식중독을 유발 시킬 수 있는 독소형 식중독균 중의 하나이다. 이에 본 연구는 유통 판매중인 즉석섭취 편의식품류 및 식중독이 발생하여 의뢰된 보존식에서 B. cereus의 분리율 및 독소 종류의 분포형태를 파악하였다. 식품 총 619건 중 263건(42.5%)의 B. cereus를 분리하였지만, 식품의약품안전처의 식품공전에서 즉석섭취 편의식품류에 대한 B. cereus에 대한 규격기준이 1,000 CFU/g 이하로, 본 실험에서는 규정 범위를 초과한 식품은 없었다. B. cereus 총 263개 분리균주에 대한 9종류의 장내독소 및 1종류의 구토독소를 분석한 결과, NHE complex (nheA, nheB, nheC)중 3개의 nhe 유전자를 모두 보유한 B. cereus는 236개 균주(89.7%), 1개만의 독소를 가지고 있는 균주는 2개(0.8%)뿐이었다. 또한, HBL complex (hblA, hblB, hblD) 중 3개의 hbl 유전자를 보유한 균주는 175개 균주(66.5%), 그리고 한개 혹은 두 개의 hbl 유전자를 가진 균주는 59개 균주(21.7%), 3개 유전자를 모두 가지고 있지 않은 균주는 29개 분리균주(11.0%)로 나타났다. NHE complex 유전자의 빈도가 HBL complex 유전자 보다 더 높게 나타나는 특징을 확인할 수 있었다. 장내독소 entFM, $cytK_2$, bceT 유전자의 보유율은 각각 100, 100, 43.0% 순으로 확인되었다. B. cereus의 구토 독소인 CER 유전자는 평균 50.2%를 보유하고 있었으며, 식품유형에 따라 식중독 보존식, 즉석섭취 식품, 편의식품에서 각각 100, 59.4, 35.6% 순으로 나타났다. 식품 중 분리한 B. cereus가 산생하는 구토독소를 가지고 있는 B. cereus 균주 중 29.4%에서 8개의 장내독소를 보유하고 있었으며, 나머지 균주들도 대부분 5-8개의 장내독소를 가지고 있는 것으로 확인되었다. 따라서 본 연구 결과를 종합해보면, 식품에서 분리한 B. cereus는 대부분의 균주가 설사형 및 구토형 독소를 보유하고 있어, 즉석 섭취 편의식품의 미생물 오염 요인들은 계절에 관계없이 지속적으로 위생적인 관리가 필요할 것으로 사료된다. 또한, 식품의 미생물적 안전성 확보를 위해서는 업체의 생산단계부터 저장 및 운반을 포함한 유통단계 등에서 식중독을 유발 할 수 있는 오염원들이 내재되어 있기 때문에 철저한 개인 및 환경 위생관리가 필요할 것으로 사료된다.