• Title/Summary/Keyword: Community engineering

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Comparison of similarity measures and community detection algorithms using collaboration filtering (협업 필터링을 사용한 유사도 기법 및 커뮤니티 검출 알고리즘 비교)

  • Ugli, Sadriddinov Ilkhomjon Rovshan;Hong, Minpyo;Park, Doo-Soon
    • Proceedings of the Korea Information Processing Society Conference
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    • 2022.05a
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    • pp.366-369
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    • 2022
  • The glut of information aggravated the process of data analysis and other procedures including data mining. Many algorithms were devised in Big Data and Data Mining to solve such an intricate problem. In this paper, we conducted research about the comparison of several similarity measures and community detection algorithms in collaborative filtering for movie recommendation systems. Movielense data set was used to do an empirical experiment. We applied three different similarity measures: Cosine, Euclidean, and Pearson. Moreover, betweenness and eigenvector centrality were used to detect communities from the network. As a result, we elucidated which algorithm is more suitable than its counterpart in terms of recommendation accuracy.

On Extracting a Community in the Blog World (블로그 월드를 위한 커뮤니티 추출 방안)

  • Jung-Hwan Shin;Sang-Wook Kim;Seok-Ho Yoon
    • Proceedings of the Korea Information Processing Society Conference
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    • 2008.11a
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    • pp.283-285
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    • 2008
  • 블로그 월드에는 동일한 주제와 관련된 포스트들에 공통적으로 관심을 보이는 블로거들이 존재한다. 본 논문에서는 이러한 블로거들의 집합을 블로그 커뮤니티(blog community)라 정의한다. 블로그 커뮤니티는 타겟 마케팅, 양질의 정보 공유, 블로그 월드의 활성화 등 다양한 블로그 비즈니스 정책을 수립하는데 활용될 수 있다. 그러나 블로그 커뮤니티는 카페 등과 달리 멤버쉽으로 운영되는 집단이 아니기 때문에 커뮤니티에 속하는 멤버를 쉽게 파악할 수 없다. 본 논문에서는 주어진 주제와 관련된 블로그 커뮤니티를 추출하는 효과적인 방법을 제안한다. 먼저, 주어진 주제에 대한 시드 포스트들을 선택하고, 이 시드 포스트들을 통해서 주제와 관련된 블로거들을 선택한다. 다음으로, 선택된 블로거들을 통해서 주제와 관련된 포스트들을 선택한다. 위와 같은 과정을 반복해 나가면서 블로그 월드에 존재하는 주어진 주제와 관련된 모든 블로거들을 선발한다. 실제 블로그 데이터를 이용한 실험을 통하여 제안하는 방법의 우수성을 검증하였다.

Seasonal variation in longitudinal connectivity for fish community in the Hotancheon from the Geum River, as assessed by environmental DNA metabarcoding

  • Hyuk Je Lee;Yu Rim Kim;Hee-kyu Choi;Seo Yeon Byeon;Soon Young Hwang;Kwang-Guk An;Seo Jin Ki;Dae-Yeul Bae
    • Journal of Ecology and Environment
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    • v.48 no.1
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    • pp.32-48
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    • 2024
  • Background: Longitudinal connectivity in river systems strongly affects biological components related to ecosystem functioning, thereby playing an important role in shaping local biodiversity and ecosystem health. Environmental DNA (eDNA)-based metabarcoding has an advantage of enabling to sensitively diagnose the presence/absence of species, becoming an efficient/effective approach for studying the community structure of ecosystems. However, little attention has been paid to eDNA-based biomonitoring for river systems, particularly for assessing the river longitudinal connectivity. In this study, by using eDNA we analyzed and compared species diversity and composition among artificial barriers to assess the longitudinal connectivity of the fish community along down-, mid- and upstream in the Hotancheon from the Geum River basin. Moreover, we investigated temporal variation in eDNA fish community structure and species diversity according to season. Results: The results of species detected between eDNA and conventional surveys revealed higher sensitivity for eDNA and 61% of species (23/38) detected in both methods. The results showed that eDNA-based fish community structure differs from down-, mid- and upstream, and species diversity decreased from down to upstream regardless of season. We found that there was generally higher species diversity at the study sites in spring (a total number of species across the sites [n] = 29) than in autumn (n = 27). Nonmetric multidimensional scaling and heatmap analyses further suggest that there was a tendency for community clusters to form in the down-, mid- and upstream, and seasonal variation in the community structure also existed for the sites. Dominant species in the Hotancheon was Rhynchocypris oxycephalus (26.07%) regardless of season, and subdominant species was Nipponocypris koreanus (16.50%) in spring and Odontobutis platycephala (15.73%) in autumn. Artificial barriers appeared to negatively affect the connectivity of some fish species of high mobility. Conclusions: This study attempts to establish a biological monitoring system by highlighting the versatility and power of eDNA metabarcoding in monitoring native fish community and further evaluating the longitudinal connectivity of river ecosystems. The results of this study suggest that eDNA can be applied to identify fish community structure and species diversity in river systems, although some shortcomings remain still need to be resolved.

The Characteristic analysis of Community Energy System in Japan (소규모 지역냉난방시스템 도입 특성분석)

  • 박준택
    • Proceedings of the Korea Society for Energy Engineering kosee Conference
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    • 2002.11a
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    • pp.45-51
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    • 2002
  • CES(Community Energy System)란 구역형의 소규모 지역냉난방시스템으로 세계에서 일본이 가장 발달된바, 일본의 도입 실태분석이 향후 국내 CES 도입에 중요한 자료가 될 것으로 판단되므로 일본에서의 소규모 지역냉난방시스템 도입사례에 대한 조사분석한 내용을 소개하고자 한다. 일본에서의 지역열공급사업의 개념은 1개소 또는 수개소의 열공급플랜트로부터 복수의 건물에 지역배관을 통하여 냉수ㆍ증기ㆍ온수 등을 보내어 냉난방ㆍ급탕을 행하는 것이다.(중략)

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A Role of Bio-production Robots in Precision Farming Model of Japan

  • Shibusawa S.
    • Agricultural and Biosystems Engineering
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    • v.5 no.1
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    • pp.1-4
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    • 2004
  • Community-based precision farming is a new concept of agricultural systems, which leads to organize groups of wise farmers and technology platforms in Japan. The wisdom farmers create a rational farming system to manage hierarchical variability: variability in farmers' community as well as variability of within-field and between-field. The technology platform develops and provides three key-technologies: mapping technology, variable-rate technology, and decision support systems available for rural constraints. Advancement of bio-production robots leads precision farming to the next level, where two technological innovations: how to produce and manage information-oriented fields and information-added products, can be attained.

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Effects of Pb and CO2 on Soil Microbial Community Associated with Pinus densiflora-Lab (소나무(Pinus densiflora) 생육토양의 미생물 군집에 미치는 납과 CO2의 영향)

  • Hong, Sun-Hwa;Kim, Sung-Hyun;Kang, Ho-Jeong;Ryu, Hee-Wook;Lee, Sang-Don;Lee, In-Sook;Cho, Kyung-Suk
    • Journal of Ecology and Environment
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    • v.29 no.6
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    • pp.551-558
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    • 2006
  • Effects of Pb and $CO_2$ on soil microbial community associated with Pinus densiflora were investigated using community level physiological profiles (CLPP) and 16S rDNA PCR-denaturing gradient gel electrophoresis (DGGE) methods. Two-years pine trees were planted in Pb-contaminated soils and uncontaminated soils, and cultivated for 3 months in the growth chamber where $CO_2$ concentration was controlled at 380 or 760 ppmv. The structure of microbial community was analyzed in 6 kinds of soil samples (CA-0M : $CO_2$ 380 ppmv + Pb 0 mg/kg + initial, CB-0M : $CO_2$ 380 ppmv + Pb 500 mg/kg + initial, CA-3M : $CO_2$ 380 ppmv + Pb 0 mg/kg + after 3 months, CB-3M : $CO_2$ 380 ppmv + Pb 500 mglkg + after 3 months, EA-3M : $CO_2$ 760 ppmv + Pb 0 mg/kg + after 3 months, EB-3M : $CO_2$ 760 ppmv + Pb 500 mg/kg + after 3 months). After 3 months, the substrate utilization in the uncontaminated soil samples (CA-3M vs EA-3M) was not significantly influenced by $CO_2$ concentrations. However, the substrate utilization in the Pb-contaminated soil samples (CB-3M vs EB-3M) was enhanced by the elevated $CO_2$ concentrations. The results of principal component analysis based on substrate utilization activities showed that the structure of microbial community structure in each soil sample was grouped by Pb-contamination. The similarities of DGGE fingerprints were 56.3 % between the uncontaminated soil samples (CA-3M vs EA-3M), and 71.4% between the Pb-contaminated soil samples (CB-3M vs. EB-3M). The similarities between the soil samples under $CO_2$ 380 ppmv (CA-3M vs CB-3M) and $CO_2$, 760 ppmv (EA-3M vs EB-3M) were 53.3% and 35.8%, respectively. These results suggested that the structure of microbial community associated with Pinus densiflora were sensitively specialized by Pb-contamination rather than $CO_2$ concentration.

Transmission Loss from Voltage Drop in a DC Cable for a Floating Photovoltaic System in a Reservoir (저수지 내 수상태양광의 전압 강하에 의한 직류 송전 손실)

  • Bhang, Byeong Gwan;Woo, Sung Cheol;Lee, Wonbin;Choi, Jin Ho;Shin, SeungWook;Lee, ChulSung;Park, MiLan;Won, Changsub;Ahn, HyungKeun
    • New & Renewable Energy
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    • v.16 no.1
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    • pp.47-57
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    • 2020
  • In Floating PV (Photovoltaic) systems, PV modules are installed on water by utilizing the surface of idle water such as a reservoir and multipurpose dam. A floating PV system, therefore, has the advantage of efficiency in national land use and improved energy yield owing to cooling effect compared to on-land PV systems. Owing to the limitation of installation environment for a floating PV system, the system, however, has the disadvantage of an increase in transmission distance of DC (Direct current) cables. A longer transmission distance of a DC cable results in greater power loss due to a voltage drop. This leads to a decline in economic feasibility for the floating PV system. In this paper, the economic analysis for 10 floating PV systems installed in a reservoir has been conducted in terms of a change in annual power sales according to the variation of transmission losses depending on the factors affecting the voltage drop, such as transmission distance, cross-section area of underwater cable, the presence of joint box, and PV capacity.

Effects of Electrochemical Reduction Reactions on the Biodegradation of Recalcitrant Organic Compounds (ROCs) and Bacterial Community Diversity

  • Lee, Woo-Jin;Lee, Jong-Kwang;Chung, Jin-Wook;Cho, Yong-Ju;Park, Doo-Hyun
    • Journal of Microbiology and Biotechnology
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    • v.20 no.8
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    • pp.1230-1239
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    • 2010
  • Five bacterial species, capable of degrading the recalcitrant organic compounds (ROCs) diethyleneglycol monomethylether (DGMME), 1-amino-2-propanol (APOL), 1-methyl-2-pyrrolidinone (NMP), diethyleneglycol monoethylether (DGMEE), tetraethyleneglycol (TEG), and tetrahydrothiophene 1,1-dioxide (sulfolane), were isolated from an enrichment culture. Cupriavidus sp. catabolized $93.5{\pm}1.7$ mg/l of TEG, $99.3{\pm}1.2$ mg/l of DGMME, $96.1{\pm}1.6$ mg/l of APOL, and $99.5{\pm}0.5$ mg/l of NMP in 3 days. Acineobacter sp. catabolized 100 mg/l of DGMME, $99.9{\pm}0.1$ mg/l of NMP, and 100 mg/l of DGMEE in 3 days. Pseudomonas sp.3 catabolized $95.7{\pm}1.2$ mg/l of APOL and $99.8{\pm}0.3$ mg/l of NMP. Paracoccus sp. catabolized $98.3{\pm}0.6$ mg/l of DGMME and $98.3{\pm}1.0$ mg/l of DGMEE in 3 days. A maximum $43{\pm}2.0$ mg/l of sulfolane was catabolized by Paracoccus sp. in 3 days. When a mixed culture composed of the five bacterial species was applied to real wastewater containing DGMME, APOL, NMP, DGMEE, or TEG, 92~99% of each individual ROC was catabolized within 3 days. However, at least 9 days were required for the complete mineralization of sulfolane. Bacterial community diversity, analyzed on the basis of the TGGE pattern of 16S rDNA extracted from viable cells, was found to be significantly reduced in a conventional bioreactor after 6 days of incubation. However, biodiversity was maintained after 12 days of incubation in an electrochemical bioreactor. In conclusion, the electrochemical reduction reaction enhanced the diversity of the bacterial community and actively catabolized sulfolane.

Intra-event variability of bacterial composition in stormwater runoff from mixed land use and land cover catchment

  • Paule-Mercado, Ma. Cristina A.;Salim, Imran;Lee, Bum-Yeon;Lee, Chang-Hee;Jahng, Deokjin
    • Membrane and Water Treatment
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    • v.10 no.1
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    • pp.29-38
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    • 2019
  • Microbial community and composition in stormwater runoff from mixed land use land cover (LULC) catchment with ongoing land development was diverse across the hydrological stage due different environmental parameters (hydrometeorological and physicochemical) and source of runoff. However, limited studies have been made for bacterial composition in this catchment. Therefore, this study aims to: (1) quantify the concentration of fecal indicator bacteria (FIB), stormwater quality and bacterial composition and structure according to hydrological stage; and (2) determine their correlation to environmental parameters. The 454 pyrosequencing was used to determine the bacterial community and composition; while Pearson's correlation was used to determine the correlation among parameters-FIB, stormwater quality, bacterial composition and structure-to environmental parameters. Results demonstrated that the initial and peak runoff has the highest concentration of FIB, stormwater quality and bacterial composition and structure. Proteobacteria, Bacteroidetes, Actinobacteria and Firmicutes were dominant bacteria identified in this catchment. Furthermore, the 20 most abundant genera were correlated with runoff duration, average rainfall intensity, runoff volume, runoff flow, temperature, pH, organic matter, nutrients, TSS and turbidity. An increase of FIB and stormwater quality concentration, diversity and richness of bacterial composition and structure in this study was possibly due to leakage from septic tanks, cesspools and latrines; feces of domestic and wild animals; and runoff from forest, destroyed septic system in land development site and urban LULC. Overall, this study will provide an evidence of hydrological stage impacts on the runoff microbiome environment and public health perspective.

Research on comprehensive engineering design in connection with local communities (지역사회와 연계한 공학계열 종합설계 연구)

  • Huh, Wonwhoi
    • Journal of the Korea Convergence Society
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    • v.12 no.3
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    • pp.133-139
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    • 2021
  • In the era of the 4th industrial revolution in order to cultivate excellent human resources equipped with international competitiveness and new technologies the university's engineering education is gradually improving through a number of studies. Comprehensive design in engineering is a course that emphasizes the importance of design education and nurtures future talents that are practically needed in the industrial field. In this study focusing on the researcher's 2019 engineering-related comprehensive design courses students apply new technologies learned in college to actual practice propose creative ideas and develop practical results that solve problems of local welfare facilities. The curriculum was described in which students took the initiative to find problems in community welfare facilities and developed VR contents for disaster response education for the socially disadvantaged. Through this study, students solved the motion limitations of existing earthquake VR contents by connecting them with motion chairs. As a result, it is meaningful that students contributed to the local community as well as cultivating their ability to adapt in the field.