• 제목/요약/키워드: Model Based Expert System

검색결과 353건 처리시간 0.024초

THE RESEARCH ON CONCEPTUAL MODEL OF LNG PLANT PROJECT PLANNING EXPERT SYSTEM

  • Moon-Sun Park;Young-Ai Kim;Seung-Wook Lee;Sung-Ryul Bae;Hyun-Wook Kang;Byoung-Jun Min;Yong-Su Kim
    • 국제학술발표논문집
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    • The 3th International Conference on Construction Engineering and Project Management
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    • pp.1570-1575
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    • 2009
  • The purpose of this research is to propose the conceptual model of Scenario-based Project Planning Expert System which has not been used in domestic LNG plant industry. This research examines data on the plant project planning expert system of domestic and oversea, analyzes the components of project planning expert systems and benchmark excellent cases. The conceptual model of LNG plant project planning expert system is established through the procedure as has been noted above. The results of this research are as follows: First, this research draws out such components of LNG plant project planning expert system as feasibility, cost control, contract management and risk management. Second, this research proposes the conceptual model of LNG plant project planning expert system which core module is consist of feasibility evaluation, life cycle cost evaluation and decision making. Finally, each module of LNG plant project planning expert system would be integrated into the Scenario-based Project Planning Expert System.

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LLM과 RAG 기반 BIM 지식 전문가 에이전트 연구 (BIM Knowledge Expert Agent Research Based on LLM and RAG)

  • 강태욱;박승화
    • 한국BIM학회 논문집
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    • 제14권3호
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    • pp.22-30
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    • 2024
  • Recently, LLM (Large Language Model), a rapidly developing generative AI technology, is receiving much attention in the smart construction field. This study proposes a methodology for implementing an knowledge expert system by linking BIM (Building Information Modeling), which supports data hub functions in the smart construction domain with LLM. In order to effectively utilize LLM in a BIM expert system, excessive model learning costs, BIM big data processing, and hallucination problems must be solved. This study proposes an LLM-based BIM expert system architecture that considers these problems. This study focuses on the RAG (Retrieval-Augmented Generation) document generation method and search algorithm for effective BIM data retrieval, with the goal of implementing an LLM-based BIM expert system within a small GPU resource. For performance comparison and analysis, a prototype of the designed system is developed, and implications to be considered when developing an LLM-based BIM expert system are derived.

8체질 진단을 위한 전문가 시스템 개발에 관한 연구(2) (A Study for 8 Constitution Medicine Diagnosis Expert System Development(2))

  • 신용섭;박영배;박영재;김민용;이상철;오환섭
    • 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.

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8체질의학을 위한 진단 전문가 시스템 개발 및 고찰 (A Study for 8 Constitution Medicine Diagnosis Expert System Development)

  • 신용섭;박영배;박영재;김민용;오환섭
    • 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.

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전문가 시스템과 데이터 베이스를 사용한 지식 기반 시뮬레이션 환경 구축 (Construction of Knowledge-based Simulation Environment Using Expert System and Database)

  • 김형종;이주용;조대호
    • 한국시뮬레이션학회논문지
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    • 제9권3호
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    • pp.27-41
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    • 2000
  • As the application domains of rule-based systems become larger and more complicated, the integration of rule-based systems within the database systems has become the topic of many research works. This paper suggests a simulation modeling using expert system and database. The integration methods employed in this research are as follows. First, we defined new states and state transition functions to interrelate simulation model and expert system. Second, we designed and implemented FCL(Fact Class Library) as a interface of expert system and database. FCL has facilities of filtering data from database, and assigning a meaning to the filtered data. Also, FCL detects the violation of the integrity rules in database, as the result of inference is reflected. Some implementation problems are pointed out and the methods to solve these problems are discussed in this paper, We developed a simulation model of the grating production line and executed it to validate the functions of the proposed method.

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전력계통의 단기 발전계획 기원용 전문가시스템 (An Expert System for Short-Term Generation Scheduling of Electric Power Systems)

  • Yu, In-Keun
    • 대한전기학회논문지
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    • 제41권8호
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    • pp.831-840
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    • 1992
  • This paper presents an efficient short-term generation scheduling method using a rule-based expert/consulting system approach to assist electric energy system operators and planners. The expert system approach is applied to improve the Dynamic Programming(DP) based generation scheduling algorithm. In the selection procedure of the feasible combinations of generating units at each stage, automatic consulting on the manipulation of several constraints such as the minimum up time, the minimum down time and the maximum running time constraints of generating units will be performed by the expert/consulting system. In order to maximize the solution feasibility, the aforementioned constraints are controlled by a rule-based expert system, that is, instead of imposing penalty cost to those constraint violated combinations, which sometimes may become the very reason of no existing solution, several constraints will be manipulated within their flexibilities using the rules and facts that are established by domain experts. In this paper, for the purpose of implementing the consulting of several constraints during the dynamic process of generation scheduling, an expert system named STGSCS is developed. As a building tool of the expert system, C Language Integrated Production System(CLIPS) is used. The effectiveness of the proposed algorithm has been demonstrated by applying it to a model electric energy system.

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유전 알고리즘기반 퍼지 모델을 이용한 모터 고장 진단 자동화 시스템의 구현 (Implementation of Automated Motor Fault Diagnosis System Using GA-based Fuzzy Model)

  • 박태근;곽기석;윤태성;박진배
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2005년도 심포지엄 논문집 정보 및 제어부문
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    • pp.24-26
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    • 2005
  • At present, KS-1000 which is one of a commercial measurement instrument for motor fault diagnosis has been used in industrial field. The measurement system of KS-1000 is composed of three part : harmonic acquisition, signal processing by KS-1000 algorithm, diagnosis for motor fault. First of all, voltage signal taken from harmonic sensor is analysed for frequency by KS-1000 algorithm. Then, based on the result values of analysis skilled expert makes a judgment about whether motor system is the abnormality or degradation state. But the expert system such a motor fault diagnosis is very difficult to bring the expectable results by mathematical modeling due to the complexity of judgment process. In this reason, we propose an automation system using fuzzy model based on genetic algorithm(GA) that builded a qualitative model of a system without priori knowledge about a system provided numerical input output data.

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웹기반 전문가시스템의 구조 분류 (Classification of the Architectures of Web based Expert Systems)

  • 임규건
    • 지능정보연구
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    • 제13권4호
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    • pp.1-16
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    • 2007
  • 인터넷의 대중화와 e-비즈니스의 활성화에 따라 향후 인터넷과 유비쿼터스 환경에 대비한 지능형시스템 연구가 가속화 되고 있다. 전문가시스템도 기존의 Stand Alone방식에서 웹기반의 클라이언트-서버방식으로 발전되고 있으며, 다양한 인터넷 환경에서 활용되고 있다. 본 논문에서는 인터넷 웹 환경에서의 전문가시스템 개발환경과 고려사항들을 살펴 보고 웹 기반 전문가시스템들을 유형별로 분류하고, 분석하여 이를 통해 웹 기반 전문가 시스템의 일반적인 유형 모델과 구조를 제시한다. 본 논문에서는 첫 번째 클라이언트와 서버 간의 Load Balancing 측면에 따라 서버중심의 Server Oriented, 클라이언트 중심의 Client Oriented의 두 가지 모델을 구분 하였다. 그리고, 두 번째 지식 및 추론 공유 정도에 따라 지식과 추론에 대한 공유가 전혀 이루어 지지 않는 No Sharing, 서버들 간에 지식 및 추론의 공유가 이루어지는 경우인 Server Sharing, 클라이언트 간의 공유가 이루어 지는 경우인 Client Sharing, 클라이언트, 서버 모두에서 공유가 이루어 지는 경우인 Client-Server Sharing의 네 가지 모델을 분류하였다. 이들의 조합을 통해 총 8가지의 유형을 도출하였다. 또한 각 모델 별로 유형별 구조와 장단점, 인터넷상에서의 지식베이스, Fact Base, 추론엔진 등의 위치 문제와 사용기술, 고려사항, 서비스 유형들을 구분, 분석하였다. 본 논문을 통해서 제시된 프레임워크를 활용하여 새로운 환경에 좀더 능동적으로 대처할 수 있는 효율적인 전문가시스템의 다양한 개발이 기대된다.

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잠수함 배치 설계에의 전문가 시스템 적용 방안에 대한 연구 (Study on the Application of an Expert System to Arrangement Design of Submarine)

  • 김기수;하솔;구남국;노명일
    • 대한조선학회논문집
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    • 제51권2호
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    • pp.138-147
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    • 2014
  • This paper proposed an application of expert system to submarine arrangement design. Since all components of the submarine should be placed in a restricted place called pressure hull, expert knowledge has great effects on design of submarine arrangement. In this regard, a suitable knowledge-based expert system shell was applied to design of submarine arrangement process. To use expert system on the design of submarine arrangement effectively, a template model for submarine arrangement, which is proper to use in optimum design process, was developed. The proposed system was applied to simplified example of submarine arrangement problem to choose optimal design alternative. From this study, it was verified that expert system could be used in design of submarine arrangement with effect.

독일의 환경영향평가를 위한 컴퓨터 전문가 시스템 (Expert System for Computer-aided Environmental Planning Tasks Methodology of Computer-aided Evaluation)

  • Weiland, U.;Pietsch, J.;Hubner, M.
    • 환경영향평가
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    • 제2권2호
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    • pp.85-93
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    • 1993
  • Aims of the EXCEPT project and tasks and characteristics of the EXCEPT system are presented based on an analysis of urban planning EIAs. The methodology of evaluation in EIAs, which had to be developed in order to program the system, is based on a model of evaluation processes. Evaluation principles, evaluation rates, an environmental model and a model of the projects being planned are presented. The evaluation concern re-unifies the different components of evaluation again.

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