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Prediction of Vapor-Compressed Chiller Performance Using ANFIS Model (냉동기 성능 진단을 위한 적응형 뉴로퍼지(ANFIS) 모델 개발)

  • Shin, Young-Gy;Chang, Young-Soo;Kim, Young-Il
    • Proceedings of the KSME Conference
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    • 2001.11b
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    • pp.89-95
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    • 2001
  • On-site diagnosis of chiller performance is an essential step for energy saving business. The main purpose of the on-site diagnosis is to predict the COP of a target chiller. Many models based on thermodynamics background have been proposed for the purpose. However, they have to be modified from chiller to chiller and require deep insight into thermodynamics that most of field engineers are often lacking in. This study focuses on developing an easy-to-use diagnostic technique that is based on adaptive neuro-fuzzy inference system (ANFIS). Quality of the training data for ANFIS, sampled over June through September, is assessed by checking COP prediction errors. The architecture of the ANFIS, its error bounds, and collection of training data are described in detail.

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오염토양 정화의 비용편익분석 -독일 오스나부릭 도시 사례-

  • 강동규
    • Proceedings of the Korean Society of Soil and Groundwater Environment Conference
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    • 2004.09a
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    • pp.20-24
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    • 2004
  • The aim of this study was to analyse the cost-benefit-ratio of a soil remediation project. The target of the study was the 'Altablagerung Osnabrueck-Wueste' the largest inhabited former landfill site in Germany. The determination of benefit resulting from the soil remediation was quantified with the help of willingness-to-pay(WTP) analysis (contingent valuation method, CVM). 400 households participated in the survey. The average WTP was 6.5 Euro per household per month or 78 Euro per house-hold per year. The projected benefit generated by the remediation (consumer value) for the population in the landfill area was determined to be 0.7 million Euro per year. Factors which influence the will-ingness to pay were evaluated. The most important factors were age, garden use and the prevailing concern about personal health. A computation of the cost-benefit relationship was made on the basis of three different scenarios, which differed in terms of the projected benefits. Finally the economical efficiency of the project was determined. With a projection of 18 years and upwards the remediation of the soil is economically worthwhile.

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A Study on the Properties of High Early Strength of Concrete using PC Admixture (PC계 혼화제 사용 콘크리트의 조강특성에 대한 연구)

  • Moon, Su-Dong;Lee, Sang-Ho
    • Proceedings of the Korea Concrete Institute Conference
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    • 2005.05b
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    • pp.361-364
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    • 2005
  • This study reports the properties of high early strength of concrete using PC admixture. To apply these data to construction site, we did the lab tests and mock-up test. The target of this study is to accomplish early strength of concrete(5 MPa/18 hr), and we tested by the different factors, such as the type of admixtures, curing temperature, the amount of binder, etc. Through the test of concrete using the different type of admixture, PC type was more excellent than PNS type admixture. According to these tests, we concluded that we can apply this type of PC Admixture to the civil & construction site, and we can reduce the term of works and finally we can accomplish the economical construction.

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Identification of Customer Segmentation Sttrategies by Using Machine Learning-Oriented Web-mining Technique (기계학습 기반의 웹 마이닝을 이용한 고객 세분화에 관한 연구)

  • Lee, Kun-Chang;Chung, Nam-Ho
    • IE interfaces
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    • v.16 no.1
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    • pp.54-62
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    • 2003
  • With the ubiquitous use of the Internet in daily business activities, most of modern firms are keenly interested in customer's behaviors on the Internet. That is because a wide variety of information about customer's intention about the target web site can be revealed from IP address, reference address, cookie files, duration time, all of which are expressing customer's behaviors on the Internet. In this sense, this paper aims to accomplish an objective of analyzing a set of exemplar web log files extracted from a specific P2P site, anti identifying information about customer segmentation strategies. Major web mining technique we adopted includes a machine learning like C5.0.

A Study on the Profiling of Collect Site for the Effective Reputation Analysis (효과적인 평판분석을 위한 수집사이트 프로파일링에 관한 연구)

  • Song, Eun-Jee;Kang, Min-Sik
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2014.05a
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    • pp.617-618
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    • 2014
  • 본 논문에서는 보다 정확하고 효과적인 평판분석을 위하여 서비스 산업별 타겟으로 하는 수집사이트를 프로파일링 하는 방법을 제안한다. 먼저 각 서비스에 특화된 타겟 사이트를 추출하고 등록하고 각 서비스에 관련한 정보 및 의견 공유 게시판과 지식인 추천/질문 등 지식 공유 사이트를 추출한다. 또한 업종별 주요 사이트를 선택하고 등록하여 유효 데이터 수집한다. 이를 통해 실시간 수집 데이터의 활용 기술을 이용하여 수집원 프로파일링을 통한 미디어별 수집 주기 산정하고 수집 엔진의 유연한 확장성을 활용한 실시간 수집 제반 기술 확대할 수 있다. 또한 지속적인 수집원 변경관리를 수행한다. 즉, 신규 생성, 변경, 삭제되는 사이트에 대한 변경관리를 수행하고 지속적인 수집량 모니터링을 통한 수집여부를 점검하며 수집 필터링 규칙에 대한 튜닝으로 데이터 품질 확보하도록 한다.

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Biophysical effect of lipid modification at palmitoylation site on the structure of Caveolin 3

  • Ma, Yu-Bin;Kang, Dong-Hoon;Kim, Myeongkyu;Kim, Ji-Hun
    • Journal of the Korean Magnetic Resonance Society
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    • v.23 no.3
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    • pp.67-72
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    • 2019
  • Caveolae are small plasma membrane invaginations that play many roles in signal transduction, endocytosis, mechanoprotection, lipid metabolism. The most important protein in caveolae is the integral membrane protein, caveolin, which is divided into three families such as caveolin 1, caveolin 2, and caveolin 3. Caveolin 1 and 3 are known to incorporate palmitate through linkage to three cysteine residues. Regulation of the protein palmitoylation cycle is important for the cellular processes such as intracellular localization of the target protein, membrane association, conformation, protein-protein interaction, and activity. However, the detailed aspect of individual palmitoylation has not been studied. In the present work, the role of each lipid modification at three cysteines was studied by NMR. Our results suggest that each lipid modification at the natively palmitoylation site has its own roles. For example, lipidations to C106 and C129 are play a role in structural stabilization, however, interestingly, lipid modification to C116 interrupts the structural stabilization.

Analysis of Yedang Reservoir Equipment Adapting Optimum Equipment Model of Agricultural Reservoir (최적정비모델을 이용한 예당저수지 정비방안 분석)

  • Kim, Jongbong;Park, JooSeok;Jung, Namsu
    • Journal of The Korean Society of Agricultural Engineers
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    • v.61 no.2
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    • pp.51-61
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    • 2019
  • In this study, interest in rural life of good natural environment rather than busy life is increasing as human life is extended by scientific and medical technology and society has improved. The reckless development of rural villages has caused social problems as the natural environment has been damaged, failing to function as a pleasant home. To address these problems, the government has implemented a rural village development project, but if the site is selected incorrectly, the residents may not be recruited, or applicants may lose their status, or the portion of the infrastructure building fee may increase. In order to prepare objective and clear assessment methods for the target site not to cause such problems, a layering analysis method (AHP: Analytic Method) was used to identify the current status of the rural village formation project, draw assessment items, and determine the importance of each item.

A Study on the Landscape Characteristics of Jeju Woljeong-ri Batdam as an Agricultural Heritage Systems (농업유산으로서 제주 월정리 밭담의 경관 특징에 대한 연구)

  • Lim, Jung-woo;Son, Yong-hoon
    • Journal of Korean Society of Rural Planning
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    • v.27 no.3
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    • pp.57-68
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    • 2021
  • The purpose of this study was to examine the area of Woljeong-ri, Jeju, as a target site in order to derive the landscape features of Jeju Batdam, designated as an agricultural heritage. The summary of the research results is as follows. First, the Batdam of Woljeong-ri is closely related to the local natural envrionment, forming a unique landscape pattern in terms of shape and scale. Second, the site where drainage management is important due to its geological characteristics has a water resource management Batdam landscape for effective drainage management. Third, the farmers in Woljeong-ri, who have been engaged in agricultural activities for a long time, have implemented a utilization system that considers different land conditions. As a result, the landscape of Batdam in Woljeong-ri, Jeju, shows the characteristics of the landscape that is constantly evolving.

On site monitoring during nearby drilling operations toward a geothermal power system installation

  • Bortoluzzi, Daniele;Casciati, Sara;Faravelli, Lucia;Francolini, Matteo
    • Smart Structures and Systems
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    • v.30 no.3
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    • pp.317-325
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    • 2022
  • Among the approaches to the production of "green" energy, geothermal power systems are becoming quite popular in Europe. Their installation in existing buildings requires an extended, external pipes appendix and its laying operation needs a drilling activities nearby structural skeletons often designed to support static loads only, especially when ancient buildings are targeted. This contribution reports and discusses the experimental results achieved within a specific case study within the European project GEOFIT. In particular, standard accelerometric measurements in and nearby a single-story reinforced concrete building are collected and analysed in the absence of drilling (pre-drilling) and during drilling activities (drilling phase) to monitor the structure response to the external source of vibrations related to the excavations phase. The target is to outline automatic guidelines toward installations preventing from any sort of structural damage.

Compound Loss Function of semantic segmentation models for imbalanced construction data

  • Chern, Wei-Chih;Kim, Hongjo;Asari, Vijayan;Nguyen, Tam
    • International conference on construction engineering and project management
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    • 2022.06a
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    • pp.808-813
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    • 2022
  • This study presents the problems of data imbalance, varying difficulties across target objects, and small objects in construction object segmentation for far-field monitoring and utilize compound loss functions to address it. Construction site scenes of assembling scaffolds were analyzed to test the effectiveness of compound loss functions for five construction object classes---workers, hardhats, harnesses, straps, hooks. The challenging problem was mitigated by employing a focal and Jaccard loss terms in the original loss function of LinkNet segmentation model. The findings indicates the importance of the loss function design for model performance on construction site scenes for far-field monitoring.

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