• Title/Summary/Keyword: Rules Base

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Coupled data classification method using unsupervised learning and fuzzy logic in Cloud computing environment (클라우드 컴퓨팅 환경에서 무감독학습 방법과 퍼지이론을 이용한 결합형 데이터 분류기법)

  • Cho, Kyu-Cheol;Kim, Jae-Kwon
    • Journal of the Korea Society of Computer and Information
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    • v.19 no.8
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    • pp.11-18
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    • 2014
  • In This paper, we propose the unsupervised learning and fuzzy logic-based coupled data classification method base on ART. The unsupervised learning-based data classification helps improve the grouping technique, but decreases the processing efficiency. However, the data classification requires the decision technique to induce high success rate of data classification with optimal threshold. Therefore it is also necessary to solve the uncertainty of the threshold decision. The proposed method deduces the optimal threshold with the designing of fuzzy parameter and rules. In order to evaluate the proposed method, we design the simulation model with the GPCR(G protein coupled receptor) data in cloud computing environment. Simulation results verify the efficiency of our method with the high recognition rate and low processing time.

A Knowledge-based System for Analyzing Sophisticated Geometric Structure of Document Images (문서 영상의 정교한 기하적 구조분석을 위한 지식베이스 시스템)

  • Lee, Kyong-Ho;Choy, Yoon-Chul;Cho, Sung-Bae
    • Journal of KIISE:Software and Applications
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    • v.28 no.11
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    • pp.795-813
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    • 2001
  • Sophisticated geometric structure analysis must be preceded to create electronic document from logical components extracted from document image. this paper presents a knowledge-based method for sophisticated geometric structure analysis of technical journal pages. The proposed knowledge base encodes geometric characteristics that are not only common in technical journals but also publication-specific in the form rules. The method takes the hybrid of top-down and bottom-up techniques and consists of two phases: region segmentation and identification. Generally, the result of segmentation process does not have a one-to-one matching with composite layout components. Therefore, the proposed method identifies non-text objects such as image, drawing and table, as well as text objects such as text line and equation by splitting or grouping segmented regions into composite layout components. Experimental results with 372 images scanned from the IEEE Transactions on Pattern Analysis and Machine Intelligence show that the proposed method has performed geometrical structure analysis successfully on more than 99% of the test images, resulting in sophisticated performance compared with previous works.

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FUZZY LOGIC KNOWLEDGE SYSTEMS AND ARTIFICIAL NEURAL NETWORKS IN MEDICINE AND BIOLOGY

  • Sanchez, Elie
    • Journal of the Korean Institute of Intelligent Systems
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    • v.1 no.1
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    • pp.9-25
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    • 1991
  • This tutorial paper has been written for biologists, physicians or beginners in fuzzy sets theory and applications. This field is introduced in the framework of medical diagnosis problems. The paper describes and illustrates with practical examples, a general methodology of special interest in the processing of borderline cases, that allows a graded assignment of diagnoses to patients. A pattern of medical knowledge consists of a tableau with linguistic entries or of fuzzy propositions. Relationships between symptoms and diagnoses are interpreted as labels of fuzzy sets. It is shown how possibility measures (soft matching) can be used and combined to derive diagnoses after measurements on collected data. The concepts and methods are illustrated in a biomedical application on inflammatory protein variations. In the case of poor diagnostic classifications, it is introduced appropriate ponderations, acting on the characterizations of proteins, in order to decrease their relative influence. As a consequence, when pattern matching is achieved, the final ranking of inflammatory syndromes assigned to a given patient might change to better fit the actual classification. Defuzzification of results (i.e. diagnostic groups assigned to patients) is performed as a non fuzzy sets partition issued from a "separating power", and not as the center of gravity method commonly employed in fuzzy control. It is then introduced a model of fuzzy connectionist expert system, in which an artificial neural network is designed to build the knowledge base of an expert system, from training examples (this model can also be used for specifications of rules in fuzzy logic control). Two types of weights are associated with the connections: primary linguistic weights, interpreted as labels of fuzzy sets, and secondary numerical weights. Cell activation is computed through MIN-MAX fuzzy equations of the weights. Learning consists in finding the (numerical) weights and the network topology. This feed forward network is described and illustrated in the same biomedical domain as in the first part.

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A Study on an Automatic Summarization System Using Verb-Based Sentence Patterns (술어기반 문형정보를 이용한 자동요약시스템에 관한 연구)

  • 최인숙;정영미
    • Journal of the Korean Society for information Management
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    • v.18 no.4
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    • pp.37-55
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    • 2001
  • The purpose of this study is to present a text summarization system using a knowledge base containing information about verbs and their arguments that are statistically obtained from a subject domain. The system consists of two modules: the training module and the summarization module. The training module is to extract cue verbs and their basic sentence patterns by counting the frequency of verbs and case markers respectively, and the summarization module is substantiate basic sentence patterns and to generate summaries. Basic sentence patterns are substantiated by applying substantiation rules to the syntactics structure of sentences. A summary is then produced by connecting simple sentences that the are generated through the substantiation module of basic sentence patterns. ‘robbery’in the daily newspapers are selected for a test collection. The system generates natural summaries without losing any essential information by combining both cue verbs and essential arguments. In addition, the use of statistical techniques makes it possible to apply this system to other subject domains through its learning capability.

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Developing a Program for Measuring Ecological Footprint on the Base of Middle School Students' Consumption Lifestyle (중학생의 소비생활양식 조사를 통한 생태 발자국 측정 프로그램 개발)

  • Hong, Jin-Hee;Choi, Don-Hyung;Son, Yeon-A
    • Hwankyungkyoyuk
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    • v.18 no.3 s.28
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    • pp.75-90
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    • 2005
  • The purpose of this study was to analyze middle school students' consumption lifestyle and develop a program for measuring Ecological Footprint (EF) for them. For this study, 200 male and female middle school students in large cities, medium & small cities were selected to analyze their consumption lifestyle. It was also that the existing programs for measuring EF were studied and basic rules of setting up new EF indicators were established based on the results of survey and literature study. 15 indexes was selected by dividing the life areas into food, housing, traffic, goods and services areas and than the delpi computer programming tools was used to develop program for measuring EF in this study. The program for measuring EF can be used as educational materials for consumers' environment education in the areas of social environment education and school environment education. The followings are suggestions coming out of this study. First, it is required to revise and complement program for measuring EF analyzing the problems that occur when applying it to middle school students actually. Second, some data that used during normalization of EF ate originally from the USA. So it is necessary to change the data to meet the Korean situation. Third, it is necessary to have design work that can invite interests of students with consumers' environmental education materials through cooperation between environmental education experts and computer programmers. Fourth, it is necessary to have practical research with consumers' environmental education adding educational contents into EF measurement program. Fifth, it is necessary to develop a method for distribution an expansion of the program for measuring EF to make it usable in different types of environmental education materials.

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On Improving the Electrical Safety Systems based on the Systems Engineering Method (시스템 공학 기법에 의한 전기안전시스템 체계 개선에 관한 연구)

  • Shin, Heung-Sik;Lee, Jae-Chon;Lee, Byoung-Gil
    • Journal of the Korea Safety Management & Science
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    • v.9 no.6
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    • pp.39-46
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    • 2007
  • In this paper we discuss the problems related with the existing electrical safety system that is influenced by all the socio-technical factors including the electrical safety law, government organizations, and their practicing rules and regulations. Sometimes intangible practices also affect the safety issues. It is our intention to incorporate all those factors effectively and systematically in improving the electrical safety system. Since, the problem in nature is so complex, an approach based on the systems engineering (SE) method could be a good candidate. Specifically, as a first step of the SE process we performed the requirements analysis of all the factors mentioned above and some recommendations from the experts in the field. In the work environment utilizing a computer-aided SE tool, the requirements are verified and managed efficiently although the data base is complicated in general in tracking the changes. Next, by analyzing the verified requirements, a functional architecture is developed to achieve an improved electrical safety system. We also did the reverse engineering of the existing electrical safety system to explore potential problems there. The result can also help improve the existing one. Overall, a systematic approach to constructing electrical safety system based on SE is proposed for the first time in this paper. Note that the method described here can be adopted in the study of other safety systems.

Knowledge-based Expert System for the Preliminary Ship Structural Design (선체 구조설계를 위한 지식 베이스 전문가 시스템)

  • Y.S. Yang;Y.S. Yeon
    • Journal of the Society of Naval Architects of Korea
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    • v.29 no.1
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    • pp.1-13
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    • 1992
  • The objective of this study is to develop knowledge-based system for the preliminary design and midship section design of bulk carrier and to enhance the applicability of knowledge engineering in the field of Naval Architecture. First, expert system shell called E.1 is developed in C language. E.1 supports backward-chaining, automatic iteration procedure and reiterative inference mechanism for efficient application of knowledge-based system in structural design. Knowledge representation in E.1 includes IF-THEN rules, 'facts'and 'tables'. Second, knowledge bases for the principal particulars and midship section design are developed by experimental formula, design standard and experiential knowlege. Third, hybrid system combined this knowledge-based system with the optimization program of midship section is developed. Finally, the simplified design method utilizing the regression analysis of the optimum results of stiffened plate is developed for facilitating the design process. Using this knowledge-based system, the design process and results for Bulk carrier and stiffened plates are discussed. It is concluded that knowledge-based system is efficient for preliminary design and midship section design of the ship. It is expected that the performance of the CAD system would be enhanced if the better knowledge-base is accumulated in the E.1 tool.

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The Study on the Formative Process of Soyangin Pharmacology -Focused on ${\ulcorner}Gabobon{\lrcorner}$ and ${\ulcorner}Sinchukbon{\lrcorner}$- (소양인(少陽人) 약이(藥理)의 형성과정(形成過程)에 관한 연구(硏究) - "갑오본(甲午本)"과 "신축본(辛丑本)"을 중심으로-)

  • Han, Kyung-Suk;Park, Seong-Sik
    • Journal of Sasang Constitutional Medicine
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    • v.18 no.3
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    • pp.38-48
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    • 2006
  • 1. Objects This paper was written in order to understand the formative process of Soyangin pharmacology. 2. Methods We analysis Soyangin pharmacology through pathology and new prescription in ${\ulcorner}$Gabobon(甲午本)${\lrcorner}$ and ${\ulcorner}$Sinchukbon(辛丑本)${\lrcorner}$ of ${\ulcorner}$Dongyi Suse Bowon${\lrcorner}$. 3. Results and Conclusions New prescription of Soyangin in ${\ulcorner}$Gabobon${\lrcorner}$ is same or similar to that in ${\ulcorner}$Chobonkwon${\lrcorner}$. So we can recognize that almost Soyangin pharmacology of ${\ulcorner}$Gabobon${\lrcorner}$ is made when Dongmu write ${\ulcorner}$Chobonkwon${\lrcorner}$. And the maintenance of Yin-Qi is key point of Soyangin's pharmacology New prescription of Soyangin is made by regular rules in ${\ulcorner}$Sinchukbon${\lrcorner}$. Dongmu say that Hyungkae(荊芥) Bangpung(防風) Kanghwal(羌活) Dokhwal(獨活) is herbs for descending-Yin, and Sukjihwang(熟地黃) Sansuyoo(山茱萸) Bokryung Taeksa(澤瀉) or Saengjihwang(生池黃) Sukgo(石膏) Jimo(知母) is herbs for ascending-Yang And all new prescription except Sukjihwangkosam-tang(熟地黃苦蔘湯) is composed of asneding-Yang and descending-Yin's herbs. New prescription of the exterior disease contained all descending-Yin's herbs and that of the interior disease contained all ascending-Yang's herbs completly. Namely when ${\ulcorner}$Gabobon${\lrcorner}$ was written Soyangin pharmacology is the maintenance of Yin-Qi by selecting prescription of cold character. And when ${\ulcorner}$Sinchukbon${\lrcorner}$ was written, base sprit of Soyangin pharmacology was not changed. Pharmacology was added ascending-Yang and descending-Yin at a time.

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A study for the development of knowledge based expert system for the design of flywheels (플라이 휘일의 설계를 위한 지식기반 전문가 시스템의 개발에 관한 연구)

  • 이경원;윤용산
    • Transactions of the Korean Society of Mechanical Engineers
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    • v.14 no.5
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    • pp.1138-1146
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    • 1990
  • A knowledge-based expert system has been developed implementing the ambiguous process of conceptual design of flywheels in earlier design stage to assist the selection of proper flywheel types and dimensions. Knowledge for the flywheel design consists of the rules for conventional as well as super flywheels and other informations required for the design process. Those knowledges were extracted from literatures and some experts in the field. With these knowledges, an integrated knowledge based expert system was developed to help users with informations and facilities to design flywheels interactively using a commercial package of knowledge-based system called INSIGHT2 of backward chaining and proprietary package of forward chaining written in LISP language. The developed system consists of the knowledge base part and calculation park : the first one consists of main module and user level modules and the other one is to assist in analyzing the stress distribution in the flywheels and deciding the flywheel dimensions and specifications for various types of flywheels using proper data bases and graphic facilities. With this flywheel design software, several examples were tried generating acceptable design results.

Expert System for Stress Diagnosis of Cucumber and Tomato Using FoxPro (FoxPro를 이용한 오이와 토마토의 생육장해 진단 전문가 시스템 개발)

  • 고병진;서상룡;최영수
    • Journal of Bio-Environment Control
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    • v.12 no.1
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    • pp.30-37
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    • 2003
  • An expert system was developed for the stress diagnosis of cucumber and tomato using FoxPro. The principle points in building the system were integration with Korean, effective processing of mass information, and easy access for non-experts such as farmers. The method of inferencing was forward chaining based on pattern matching. Knowledge base was expressed with IF∼THEN rules and was expressed in the form of tree. Also, the expert system was designed so that additions and modifications of all information could easily be performed on windows. The results tested by farmers with the developed system showed that the expert system was reliable for the practical use. It was expected the expert system could be directly applied to the stress diagnosis of other vegetable plants by modifying only data bases.