• 토지주택연구
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• 제1권1호
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• pp.1-7
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• 2010

Case-based reasoning (CBR) method can make estimators understand the estimation process more clearly. Thus, CBR is widely used as a methodology for cost estimation. In CBR, the quality of case retrieval affects the relevance of retrieved cases and hence the overall quality of the reminding capability of CBR system. Thus, it is essential to retrieve relevant past cases for establishing a robust CBR system. Case retrieval needs the following tasks to obtain appropriate case(s); indexing, search, and matching (Aamodt and Plaza 1994). However, the previous CBR researches mostly deal with matching process that has limits such as accuracy and efficiency of case retrieval. In order to address this issue, this research presents a CBR cost model for building projects that has two-step retrieval process: decision tree and nearest neighbor methods. Specifically, the proposed cost model has indexing, search and matching modules. Features in the model are divided into shape-based and scale-based attributes. Based on these, decision tree is established for facilitating the search task and nearest neighbor method was utilized for matching task. In regard to applying nearest neighbor method, attribute weights are assigned using GA optimization and similarity is calculated using the principle of distance measuring. Thereafter, the proposed CBR cost model is developed using 174 cases and validated using 12 test cases.

• 국제학술발표논문집
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• The 6th International Conference on Construction Engineering and Project Management
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• pp.597-598
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• 2015

In order to improve the reliability of cost estimation results using CBR, there has been a continuous issue on similarity measurement to accurately compute the distance among attributes and cases to retrieve the most similar singular or plural cases. However, these existing similarity measures have limitations in taking the covariance among attributes into consideration and reflecting the effects of covariance in computation of distances among attributes. To deal with this challenging issue, this research examines the weighted Mahalanobis distance based similarity measure applied to CBR cost estimation and carries out the comparative study on the existing distance measurement methods of CBR. To validate the suggest CBR cost model, leave-one-out cross validation (LOOCV) using two different sets of simulation data are carried out. Consequently, this research is expected to provide an analysis of covariance effects in similarity measurement and a basis for further research on the fundamentals of case retrieval.

• 의료ㆍ복지 건축 : 한국의료복지건축학회 논문집
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• 제3권4호
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• pp.35-49
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• 1997

The percentage of postnatal disabled people and elderly population is rapidly increased by the industrialization, and the improvement of medical technology. The disparity between the city and rural area is in the way to disabled people who need rehabilitation. To solve these problems, Community Based Rehabilitation(CBR) is suggested by WHO. In this study, at first, the CBR model considering the specific characteristics of AnSan City are presented. Secondly, the first, the second, and the third rehabilitation facilities in AnSan City are classified by the CBR model. Thirdly, the estimation of optimum space for physical therapy and occupational therapy at rehabilitation center and public health center are sugested, which are the second level rehabilitation facilities. There are some differences in the distribution of population between new and old area in AnSan City. In other words, the subject population of CBR program in old area is relatively higher than that of new area. So, the CBR program for AnSan City must reflect their regional characteristics. In this study, the therapeutic boundaries of second level rehabilitation facilities is decided through the survey of physical therapists and occupational therapists in general hospitals and nursing homes.

• 한국지반환경공학회 논문집
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• 제3권1호
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• pp.57-66
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• 2002

도로포장설계시 일반적으로 동상방지층을 노상층에 포함시키지 않고 단지 노상층의 CBR을 산정하여 그 강도에 적합한 도로포장구조를 결정하고 있다. 그러나, 현재 추세는 동상방지층을 노상층에 포함시켜 포장구조를 설계하고 있다. 동상방지층을 포함한 노상층의 평균 CBR을 사용하는 경우 노상층만의 CBR에 비해 상대적으로 큰 강도를 나타내므로 포장구조 두께는 감소한다. 그러나, 동상방지층을 포함한 노상층의 평균 CBR 산정식이 별도로 규정되어 있지 않으므로 CBR 결정에 많은 혼선을 가져오고 있다. 따라서, 본 연구에서는 동상방지층을 포함한 노상층의 평균 CBR을 산정하기 위하여 실내 및 현장 CBR 시험을 실시하였다. 실험결과를 근거로 노상층의 평균 CBR 산정에 편리한 수정식을 제안하였다. 또한, 노상층만의 CBR을 사용한 포장설계시와 동상방지층을 포함한 노상층의 평균 CBR을 사용한 포장설계시 포장두께를 비교하여 경제성을 검토하였다.

• 한국도로학회논문집
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• 제5권1호
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• pp.35-45
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• 2003

본 연구는 도로를 설계, 건설, 유지관리하는 도로기술자들이 실제 도로의 건설과 유지관리가 이루어지고 있는 현장에서, 도로를 구성하고 있는 기층 보조기층 선택층. 노상, 노체 등의 현장강도성분을 PDCP(Pavement Dynamic Cone Penetrometer)라는 조작이 용이하고 실험결과 해석이 간단하면서 신뢰성 있는 기구를 사용하여 현장에서의 측정이 가능하도록 하고자 수행이 되었다. 이와 같은 목적을 수행하기 위하여 먼저 현장에서 조립 및 이동이 용이하도록 포장관입시험기(PDCP)를 제작하였으며, 동일한 시료에 CBR시험 및 PDCP 관입시험을 시행하기 위하여 기존의 직경 15cm CBR 몰드를 여러개 연결하여 높이를 키운 특수 CBR 몰드도 동시에 제작하였다. 실험실에서 다양한 시료에 대하여 다짐시험을 실시하여 최적함수비 및 최대 건조밀도를 구한 후, 각각 B다짐 및 D다짐으로 다져 PDCP 관입시험 및 CBR 시험을 실시하였다. 이와 같은 시험 결과 스무 개의 CBR 값과 관입지수와의 상관관계식을 구할 수 있었다. 또한 해석적 인 방법으로 PDCP 시험의 결과치인 관입지수로부터 탄성계수를 산정하는 방법을 소개하였다. 현단계에서는 다양한 토질분류에 대한 관입지수와 탄성계수 산정식이 제시되어 있지 않아 정확한 탄성계수값을 구하는 데에는 어려움이 있지만, 추후 보다 다양한 토질분류에 대한 관입지수와 탄성계수 산정식을 얻는 노력 이 시행된다면 보다 정확한 탄성계수값 및 회복탄성계수($M_R$)값도 구할 수 있을 것으로 기대된다.

• 대한토목학회논문집
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• 제33권4호
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• pp.1693-1705
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• 2013

국내의 수로교는 쌀문화로 상징되는 농업용수를 공급하는 교량으로서 수로교를 개보수하기 위해서는 기본설계를 실시하는 것이 바람직하나 현재 생략되고 있는 실정이므로 이에 소요되는 공사비를 산정할 필요가 있다. 이 연구에서는 2003년 이후 교체한 RC구조 수로교에 대한 실적자료를 기초로 개략공사비 산정 회귀분석(RA) 모델과 사례기반추론(CBR) 모델을 개발하였다. RA 모델의 경우 단순회귀 모델이 다중회귀 모델보다 오차율이 낮았다. CBR 모델의 경우 유전 알고리즘을 이용하였으며 영향요인의 가중치, 편차, 순위조건을 최적화 대상으로 하였고 특히 영향요인 가중치의 범위를 제한하여 수로교 개보수 공사비의 예측 정확도를 제고하였다. RA 모델과 CBR 모델 사이의 오차율은 통계적 차이를 보이지 않았다. 본 논문에서 제시된 수로교 개보수 개략공사비 산정방법은 개보수사업의 시행에 따른 신속한 의사결정을 하는데 활용될 수 있을 것으로 기대된다.

• 한국건설관리학회논문집
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• 제15권5호
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• pp.40-48
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• 2014

최근 화생방 공격에 대한 위협이 증가함에 따라 화생방 방호시설의 중요성이 강조되고 있다. 화생방전 발생 시 화생방 방호시설 외부에 있는 작전인원은 화생방 방호시설 내 오염통제구역 및 무해구역에서 제독과정을 거쳐 방호시설 내부로 진입하게 된다. 이 과정에서 부족한 설비 등으로 인해 특정 절차 및 구역에서 병목현상이 발생할 경우 작전인원은 제시간에 방호시설 내로 진입 할 수 없게 되며, 이는 전시 작전 수행의 효율성 저하뿐만 아니라 큰 인명피해로도 이어지게 된다. 현재의 화생방 방호시설 설계기준은 공조시스템 등 특정 설비에 국한되어 있으며, 실제 화생방전 발생 시 실제 진입 소요시간을 고려한 설계기준은 부재한 실정이다. 본 연구에서는 화생방 방호시설 진입 소요시간에 크게 영향을 미치는 요소를 시뮬레이션에 반영하여 화생방 방호시설 진입 소요시간을 예측하는 시뮬레이션 모델을 개발하였다. 이를 위해 오염통제구역 및 무해구역에서 이루어지는 행동절차를 세분화하고, 각 행동절차에 소요되는 실제 시간을 측정하여 이를 시뮬레이션에 적용하였다. 또한 진입 소요시간에 영향을 미치는 요인들을 선정하여 이들의 조절을 통해 대안을 작성하고 각 대안별 진입 소요시간 및 전체결과에 미치는 영향을 분석하였다. 이 모델은 향후 화생방 방호시설 진입 시뮬레이터의 모듈로써 활용될 수 있으며 방호시설 설계 및 운용자의 의사결정 기초자료로 활용될 수 있다.

• 대한한의진단학회지
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• 제12권2호
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• pp.107-126
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• 2008

Background : There was seldom study about method that diagnose 8 Constitution beside method of pulse diagnosis in 8 Constitution Medicine. Objectives : This study is to make out 8 Constitution Medicine Diagnosis Expert System Development used CBR(Case based Reasoning). Methods : First, at case base construction process we constructed case base for CBR embodiment because gathering 925 cases all to patient who constitution is verified, and second, at study model establishment process superior expert system development by purpose CBR of reasoning process dividing fundamental type CBR that spend basis data value and expert type CBR that reflect weight in basis data value accordin I II III to advice expert opinion, and third, system embodiment process explained about way to give process and weight that diagnose constitution through Nearest Neighbor Method sampling process of CBR techniques, and fourth, at system estimation process we selected superior CBR model because comparing and estimate the diagnosis rate of expert system with fundamental type system (GECBR) model and expert type I II III CBR system (AVCBR, AACBR, AGCBR) model that reflect expert opinion in fundamental type system. GECBR and AGCBR chose on superior study model. Through such 4 study process, we developed 8 constitution diagnosis expert system lastly. Results : 1. When we select GECBR that is fundamental type by reasoning system, diagnosis rate 78.91% of 8 constitution diagnosis expert system is expected, and the constitution diagnosis rate Hepatonia 90.4%, Cholecystonia 63.0%, Pancreotonia 91.1%, Gastrotonia 0%, Pulmotonia 71.2%, Colonotonia 74.4%, Renotonia 37.5%, Vesicotonia 67.1% expect. 2. When we select AGCBR that is expert type III by reasoning system, diagnosis rate 77.51% of 8 constitution diagnosis expert system is expected, and the constitution diagnosis rate Hepatonia 93.4%, Cholecystonia 58.5%, Pancreotonia 91.1%, Gastrotonia 0%, Pulmotonia 73.1%, Colonotonia 64.4%, Renotonia 41.7%, Vesicotonia 72.2% expect. Conclusion : Based on this study, 8 constitution diagnosis expert system may give help to diagnose 8 constitution, and it is going to utilize as objective estimation tool of 8 constitution diagnosis, and further study for 8 Constitution Medicine Diagnosis Expert System Development used CBR(Case based Reasoning) is needed to supplement this study.

• 대한한의진단학회지
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• 제12권1호
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• pp.142-184
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• 2008

Background: There was seldom study about method that diagnose 8 Constitution beside method of pulse diagnosis in 8 Constitution Medicine. Objectives: This study is to make out 8 Constitution Medicine Diagnosis Expert System Development used CBR(Case based Reasoning). Methods: First, at case base construction process we constructed case base for CBR embodiment because gathering 925 cases all to patient who constitution is verified, and second, at study model establishment process superior expert system development by purpose CBR of reasoning process dividing fundamental type CBR that spend basis data value and expert type I II III CBR that reflect weight in basis data value according to advice expert opinion, and third, system embodiment process explained about way to give process and weight that diagnose constitution through Nearest Neighbor Method sampling process of CBR techniques, and fourth, at system estimation process we selected superior CBR model because comparing and estimate the diagnosis rate of expert system with fundamental type system (GECBR) model and expert type I II III CBR system (AVCBR, AACBR, AGCBR) model that reflect expert opinion in fundamental type system. GECBR and AGCBR chose on superior study model. Through such 4 study process, we developed 8 constitution diagnosis expert system lastly. Results: 1. When we select GECBR that is fundamental type by reasoning system, diagnosis rate 78.91% of 8 constitution diagnosis expert system is expected, and the constitution diagnosis rate Hepatonia 90.4%, Cholecystonia 63.0%, Pancreotonia 91.1%, Gastrotonia 0%, Pulmotonia 71.2%, Colonotonia 74.4%, Renotonia 37.5%, Vesicotonia 67.1% expect. 2. When we select AGCBR that is expert type III by reasoning system, diagnosis rate 77.51% of 8 constitution diagnosis expert system is expected, and the constitution diagnosis rate Hepatonia 93.4%, Cholecystonia 58.5%, Pancreotonia 91.1%, Gastrotonia 0%, Pulmotonia 73.1%, Colonotonia 64.4%, Renotonia 41.7%, Vesicotonia 72.2% expect. Conclusion: Based on this study, 8 constitution diagnosis expert system may give help to diagnose 8 constitution, and it is going to utilize as objective estimation tool of 8 constitution diagnosis, and further study for 8 Constitution Medicine Diagnosis Expert System Development used CBR(Case based Reasoning) is needed to supplement this study.

• 국제학술발표논문집
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• The 3th International Conference on Construction Engineering and Project Management
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• pp.1223-1230
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• 2009

In the construction industry, Case-Based Reasoning (CBR) is considered to be the most suitable approach and determining the attribute weights is an important CBR problem. In this paper, a method is proposed for determining attribute weights that are calculated with attribute relation. The basic items of consideration were qualitative and quantitative influence factors. These quantitative factors were related to the qualitative factors to develop a Cost Drivers-structural equation model which can be used to estimate construction cost by considering attribute weight. The process of determining the attribute weight-structural equation model consists o 4 phases: selecting the predominant Cost Drivers for the SEM, applying the Cost Driers in the SEM, determining and verifying the attribute weights and deriving the Cost Estimation Equation. This study develops a cost estimating technique that complements the CBR method with a Cost Drivers-structural equation model which can be actively used during the schematic estimating phases of construction.