• Title/Summary/Keyword: Information process

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An Empirical Study on Manufacturing Process Mining of Smart Factory (스마트 팩토리의 제조 프로세스 마이닝에 관한 실증 연구)

  • Taesung, Kim
    • Journal of the Korea Safety Management & Science
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    • v.24 no.4
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    • pp.149-156
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    • 2022
  • Manufacturing process mining performs various data analyzes of performance on event logs that record production. That is, it analyzes the event log data accumulated in the information system and extracts useful information necessary for business execution. Process data analysis by process mining analyzes actual data extracted from manufacturing execution systems (MES) to enable accurate manufacturing process analysis. In order to continuously manage and improve manufacturing and manufacturing processes, there is a need to structure, monitor and analyze the processes, but there is a lack of suitable technology to use. The purpose of this research is to propose a manufacturing process analysis method using process mining and to establish a manufacturing process mining system by analyzing empirical data. In this research, the manufacturing process was analyzed by process mining technology using transaction data extracted from MES. A relationship model of the manufacturing process and equipment was derived, and various performance analyzes were performed on the derived process model from the viewpoint of work, equipment, and time. The results of this analysis are highly effective in shortening process lead times (bottleneck analysis, time analysis), improving productivity (throughput analysis), and reducing costs (equipment analysis).

The study about the effect of IT strategy and business process renovation (정보기술전략과 비즈니스 프로세스 개선이 기업성과에 미치는 영향에 관한 연구)

  • Park, Chan-Uk;Juhn, Sung-Hyun
    • Proceedings of the CALSEC Conference
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    • 2005.11a
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    • pp.131-136
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    • 2005
  • It appears that many companies have made good results by using information technology strategy and business process renovation simultaneously about information technology promotion lately. So this study divides the construct into information technology orientation and business process orientation and sets up business performance as a dependent variable about IT promotion to show whether business performances is high when companies use IT strategy and business process renovation simultaneously about IT promotion. According to this assumption, the information orientation affects business performances. Also it investigated that a interaction with information technology orientation and business process orientation makes a better beneficial effect. Summing up, this will come to the result that information technology orientation with business process orientation makes a better business performances than information technology.

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A Modeling of Information Process Concept for Analyzing Information Effect in Combat Simulation (전투 시뮬레이션에서 정보효과 분석을 위한 정보처리 개념 모델링)

  • Noh, Hyunil;Lee, Youngwoo;Lee, Taesik
    • Journal of the Korea Institute of Military Science and Technology
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    • v.19 no.6
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    • pp.730-743
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    • 2016
  • Network-Centric Warfare is a forthcoming military revolution paradigm for maximizing combat effectiveness in terms of information superiority. However, quantitative assessment of information effect is a challenging issue. Among the many approaches, war-game is a well known method to evaluate combat effectiveness. However, previous researches and current models have a limited function or logic to simulate information process, which is core concept of NCW. So this research suggests a concept of simulation modeling method to describe the information process as defining of combat information process based on probability decision model. In addition, we suggest a simple scenario to represent proposed concept modelling method. This results can be used in designing war-game analysis model for enhanced information effectiveness.

Dynamic Yield Improvement Model Using Neural Networks (신경망을 이용한 동적 수율 개선 모형)

  • Jung, Hyun-Chul;Kang, Chang-Wook;Kang, Hae-Woon
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.32 no.2
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    • pp.132-139
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    • 2009
  • Yield is a very important measure that can expresses simply for productivity and performance of company. So, yield is used widely in many industries nowadays. With the development of the information technology and online based real-time process monitoring technology, many industries operate the production lines that are developed into automation system. In these production lines, the product structures are very complexity and variety. So, there are many multi-variate processes that need to be monitored with many quality characteristics and associated process variables at the same time. These situations have made it possible to obtain super-large manufacturing process data sets. However, there are many difficulties with finding the cause of process variation or useful information in the high capacity database. In order to solve this problem, neural networks technique is a favorite technique that predicts the yield of process for process control. This paper uses a neural networks technique for improvement and maintenance of yield in manufacturing process. The purpose of this paper is to model the prediction of a sub process that has much effect to improve yields in total manufacturing process and the prediction of adjustment values of this sub process. These informations feedback into the process and the process is adjusted. Also, we show that the proposed model is useful to the manufacturing process through the case study.

A Study on Building Structures and Processes for Intelligent Web Document Classification (지능적인 웹문서 분류를 위한 구조 및 프로세스 설계 연구)

  • Jang, Young-Cheol
    • Journal of Digital Convergence
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    • v.6 no.4
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    • pp.177-183
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    • 2008
  • This paper aims to offer a solution based on intelligent document classification to create a user-centric information retrieval system allowing user-centric linguistic expression. So, structures expressing user intention and fine document classifying process using EBL, similarity, knowledge base, user intention, are proposed. To overcome the problem requiring huge and exact semantic information, a hybrid process is designed integrating keyword, thesaurus, probability and user intention information. User intention tree hierarchy is build and a method of extracting group intention between key words and user intentions is proposed. These structures and processes are implemented in HDCI(Hybrid Document Classification with Intention) system. HDCI consists of analyzing user intention and classifying web documents stages. Classifying stage is composed of knowledge base process, similarity process and hybrid coordinating process. With the help of user intention related structures and hybrid coordinating process, HDCI can efficiently categorize web documents in according to user's complex linguistic expression with small priori information.

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B2B Business Process Metadata Ontology Design (기업간 비즈니스 프로세스 메타데이터 온톨로지 설계)

  • Kim, Hyoung-Do;Kim, Jong-Woo
    • 한국IT서비스학회:학술대회논문집
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    • 2006.11a
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    • pp.170-176
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    • 2006
  • B2B registries are information systems to registrate B2B related business information such as companies' profiles, business documents, business processes, services and to provide query facilities to find information about potential business partners. In this study, we focus on the design of the repository for B2B business processes. In this paper, a metadata ontology is designed to registrate B2B business processes. In practice, there are several competitive business process definition languages such as ebXML BPSS (Business Process Specification Schema), WSBPEL (Web Service Business Process Execution Language), BPMN (Business Process Modeling Notation), and so on. In order to registrate business processes based on different representation frameworks, the proposed metadata ontology consist of three layers, common metadata, language-specific metadata, and interrelationship metadata. To implement the proposed metadata ontology using ebXML registry, metadata mapping scheme to ebRIM (ebXML Registry Information Model) are also suggested.

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SOS-Net for Generattion of PLC Program (PLC 프로그램 생성을 위한 SOS-Net)

  • Ko, Min-Suk;Hong, Sang-Hyun;Wang, Gi-Nam;Park, Sang-Cheul
    • Korean Journal of Computational Design and Engineering
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    • v.14 no.1
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    • pp.60-68
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    • 2009
  • Because of the reduced product life-cycle, industries are making an effort to bring down the process planning time. In the traditional approach, we have to analyze established process planning, then design the time chart based on process information and drawing the formal time chart such as SOP(sequence of operation). Thereafter, it will be converted to PLC code that is a time consuming and redundant job. Similarly, Industrial automated process uses PLC Code to control the factory; however, control information and control code(PLC code) are difficult to understand. Hence, industries prefer writing new control code instead of using the existing one. It shows the lack of information reusability in the existing process planning. As a result, to reduce this redundancy and lack of reusability, we propose SOS-Net modeling method. Unlike past stabilized process planning that is rigid to any change; our proposed SOS-Net modeling method is more adaptable to the new changes. The SOS-Net model is easy to understand and easy to convert into PLC Code accordingly. Therefore, we can easily modify the control information and reuse it for new process planning. The proposed model plays an intermediary role between process planning and PLC code generation. It can reduce the process planning and implementation time as well as cost.

A Study on the Improvement Methods for Sausage Stuffing Process

  • Lee, Jae-Man;Cha, Young-Joon;Hong, Yeon-Woong
    • 한국데이터정보과학회:학술대회논문집
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    • 2005.04a
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    • pp.7-17
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    • 2005
  • Consider a stuffing process where sausage-casings are filled with sausage-kneading. One of the most important factors in the stuffing process is weights of stuffed sausages. Sausages weighting above the specified limit are sold in a regular market price for a fixed price, and underfilled sausages are reworked at the expense of reprocessing cost. In this paper, the sausage stuffing process is inspected for improving productivity and quality levels. Several statistical process control tools are suggested by using real data obtained from a Korean Vienna sausage company.

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A Study on Data Mining Application Problem in the TFT-LCD Industry

  • Lee, Hyun-Woo;Nam, Ho-Soo;Kang, Jung-Chul
    • Journal of the Korean Data and Information Science Society
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    • v.16 no.4
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    • pp.823-833
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    • 2005
  • This paper deals the TFT-LCD process and quality, process control problems of the process. For improvement of the process quality and yield, we apply a data mining technique to the LCD industry. And some unique quality features of the LCD process are also described. We describe some preceding researches first and relate to the TFT-LCD process and the problems of data mining in the process. Also we tried to observe the problems which need to solve first and the features from description below hazard must be considered a quality mining in LCD industry.

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