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    수로교 개보수를 위한 개략공사비 산정 모델 개발 - 회귀분석과 사례기반추론의 비교를 중심으로 - = Development of Approximate Cost Estimate Model for Aqueduct Bridges Restoration - Focusing on Comparison between Regression Analysis and Case-Based Reasoning -

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    https://www.riss.kr/link?id=A101662941

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    다국어 초록 (Multilingual Abstract) kakao i 다국어 번역

    To restore old aqueduct in Korea which is a irrigation bridge to supply water in paddy field area, it is needed to estimate approximate costs of restoration because the basic design for estimation of construction costs is often ruled out in current system. In this paper, estimating models of construction costs were developed on the basis of performance data for restoration of RC aqueduct bridges since 2003. The regression analysis (RA) model and case-based reasoning (CBR) model for the estimation of construction costs were developed respectively. Error rate of simple RA model was lower than that of multiple RA model. CBR model using genetic algorithm (GA) has been applied in the estimation of construction costs. In the model three factors like attribute weight, attribute deviation and rank of case similarity were optimized. Especially, error rate of estimated construction costs decreased since limit ranges of the attribute weights were applied. The results showed that error rates between RA model and CBR models were inconsiderable statistically. It is expected that the proposed estimating method of approximate costs of aqueduct restoration will be utilized to support quick decision making in phased rehabilitation project.
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    To restore old aqueduct in Korea which is a irrigation bridge to supply water in paddy field area, it is needed to estimate approximate costs of restoration because the basic design for estimation of construction costs is often ruled out in current sy...

    To restore old aqueduct in Korea which is a irrigation bridge to supply water in paddy field area, it is needed to estimate approximate costs of restoration because the basic design for estimation of construction costs is often ruled out in current system. In this paper, estimating models of construction costs were developed on the basis of performance data for restoration of RC aqueduct bridges since 2003. The regression analysis (RA) model and case-based reasoning (CBR) model for the estimation of construction costs were developed respectively. Error rate of simple RA model was lower than that of multiple RA model. CBR model using genetic algorithm (GA) has been applied in the estimation of construction costs. In the model three factors like attribute weight, attribute deviation and rank of case similarity were optimized. Especially, error rate of estimated construction costs decreased since limit ranges of the attribute weights were applied. The results showed that error rates between RA model and CBR models were inconsiderable statistically. It is expected that the proposed estimating method of approximate costs of aqueduct restoration will be utilized to support quick decision making in phased rehabilitation project.

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    참고문헌 (Reference)

    1 박창규, "평면적 저장 위치 할당 문제에 대한 유전자 알고리즘" 대한산업공학회 35 (35): 129-140, 2009

    2 박문서, "사례기반추론을 이용한 초기단계 공사비 예측 방법: 속성 가중치 산정을 중심으로" 한국건설관리학회 11 (11): 22-31, 2010

    3 김광희, "사례기반추론 기법을 이용한 공동주택 초기 공사비 예측에 관한 연구" 대한건축학회 20 (20): 83-92, 2004

    4 Kwon, S. H, "Regression analysis" Freedomacademy 2008

    5 김병수, "RC라멘교의 기본설계단계 개략공사비 산정모델" 한국건설관리학회 10 (10): 111-120, 2009

    6 RRI, "Project remodeling of aqueduct bridges toward for landscape & enhancement" Rural Research Institute 2012

    7 Cho, N. H, "Preliminary cost estimation model for light rail transit station– compare with multiple regression and case based reasoning" KICEM 183-184, 2011

    8 Park, K. H, "Managing science" KyoboBook 2012

    9 Kim, Y. S, "MRA revision model based on CBR for cost prediction in early stage" The University of Seoul 2010

    10 Hiller, F. S, "Introduction to management science" HanGyeong-Sa 2004

    1 박창규, "평면적 저장 위치 할당 문제에 대한 유전자 알고리즘" 대한산업공학회 35 (35): 129-140, 2009

    2 박문서, "사례기반추론을 이용한 초기단계 공사비 예측 방법: 속성 가중치 산정을 중심으로" 한국건설관리학회 11 (11): 22-31, 2010

    3 김광희, "사례기반추론 기법을 이용한 공동주택 초기 공사비 예측에 관한 연구" 대한건축학회 20 (20): 83-92, 2004

    4 Kwon, S. H, "Regression analysis" Freedomacademy 2008

    5 김병수, "RC라멘교의 기본설계단계 개략공사비 산정모델" 한국건설관리학회 10 (10): 111-120, 2009

    6 RRI, "Project remodeling of aqueduct bridges toward for landscape & enhancement" Rural Research Institute 2012

    7 Cho, N. H, "Preliminary cost estimation model for light rail transit station– compare with multiple regression and case based reasoning" KICEM 183-184, 2011

    8 Park, K. H, "Managing science" KyoboBook 2012

    9 Kim, Y. S, "MRA revision model based on CBR for cost prediction in early stage" The University of Seoul 2010

    10 Hiller, F. S, "Introduction to management science" HanGyeong-Sa 2004

    11 Riesbeck, C, "Inside case-based reasoning" Lawrence Erlbaum Associate, Publishers 1989

    12 Moon, B. R, "Genetic Algorithms to learn easily" HANBIT Media Inc 2008

    13 Kim, G. J, "Framework for proper construction cost estimation system of bridges" KICEM 12 (12): 16-23, 2011

    14 Cho, J. H, "Development of a conceptual cost estimating model for PSC box girder bridge" Dongguk University 2009

    15 Doğan, S. Z, "Determining attribute weights in a CBR model for early cost prediction of structural systems" ASCE 132 (132): 1092-1098, 2006

    16 Aamodt, A, "Case based reasoning: Foundational issue, methodological variation, and system approaches" ISO 7 (7): 39-59, 1994

    17 Ji, C. Y, "CBR-Revision Model for improving the cost prediction accuracy in the multi-family housing projects" The University of Seoul 2008

    18 Kim, S. G, "Approximate cost estimation model using phased cost information for bridge construction project-Focus in PSC beam bridge" Chung-Ang University 2010

    19 이시욱, "Approximate Cost Estimating Model of Eco-type Trade for River Facility Construction Using Case-Based Reasoning and Genetic Algorithms" 대한토목학회 17 (17): 292-300, 2013

    20 Brown, C. E, "Applying cased-based reasoning to the accounting domain" 3 : 205-221, 1994

    21 Kang, S. H, "A study on approximate construction cost estimating of steel girder bridge" Korea Maritime University 2010

    22 Koo, C. W, "A CBR-based hybrid for predicting construction duration and cost based on project characteristics in multi-family housing projects" The University of Seoul 2007

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    학술지 이력

    학술지 이력
    연월일 이력구분 이력상세 등재구분
    2022 평가 계속평가 신청대상 (등재유지)
    2017-01-01 등재 우수등재학술지 선정 (계속평가)
    2013-01-01 등재 등재학술지 유지 (등재유지) KCI등재
    2010-01-01 등재 등재학술지 유지 (등재유지) KCI등재
    2008-01-01 등재 등재학술지 유지 (등재유지) KCI등재
    2006-01-01 등재 등재학술지 유지 (등재유지) KCI등재
    2004-01-01 등재 등재학술지 유지 (등재유지) KCI등재
    2001-07-01 등재 등재학술지 선정 (등재후보2차) KCI등재
    1998-07-01 등재 등재후보학술지 선정 (신규평가) KCI등재후보
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    학술지 인용정보
    기준연도 WOS-KCI 통합IF(2년) KCIF(2년) KCIF(3년)
    2016 0.4 0.4 0.41
    KCIF(4년) KCIF(5년) 중심성지수(3년) 즉시성지수
    0.38 0.35 0.707 0.11
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