• Title/Summary/Keyword: Process Data Analysis

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Capacity Analysis of Internet Servers Based on Log-Data Analysis (로그자료 분석을 통한 인터넷 서버의 용량 분석)

  • 김수진;윤복식;이용주;강금석
    • Korean Management Science Review
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    • v.19 no.1
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    • pp.29-38
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    • 2002
  • Due to the rapid increase In the Internet traffic volume, ISPs are faced with the definite need of the expansion of server capacity. In order to Provide prompt services for customers and still prevent excessive facility cost, it is critical to determine the optimum level of internet server capacity. The purpose of this Paper is to provide a simple but effective strategy on the expansion of servers capacity according to the increase in internet traffic. We model an internet server as an M/G/m/m queueing system and derive an efficient method to compute the loss probability which, In turn, Is used as a basis to determine proper server capacity. The Process of estimating the traffic parameter values at each server based on log data analysis is also given. All the procedures are numerically demonstrated through the process of analyzing actual log data collected from a game company.

A study on the Experience of Nurses′ Socialization Process in the Hospital Setting (병원 간호사의 사회화 경험)

  • 김복순;류은정;김경희;정혜경;송미승;최경숙
    • Journal of Korean Academy of Nursing
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    • v.29 no.2
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    • pp.393-404
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    • 1999
  • Socialization is the process of moving from one social role to another by gaining knowledge, skills and behaviors to participate in a group. Nurses who graduate from nursing school, enter the work force, and develop a career undergo socialization as they become insiders in the hospital. This study was designed to identify experiences of the nurses' socialization process in the hospital setting. The subjects were 6 nurses. Data were collected by recording and transcribing interviews and analyzed in the framework of grounded theory as mapped out by Strauss and Corbin(1990). The core category in the analysis of the experiences of nurses' socialization process was “being beyond”. In the process of data analysis, 22 categories were identified. These categories were again grouped into 13. Based upon these results, it is recommended that development of resocialization models to establish nursing identity are necessary.

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Data-driven Co-Design Process for New Product Development: A Case Study on Smart Heating Jacket (신제품 개발을 위한 데이터 기반 공동 디자인 프로세스: 스마트 난방복 사례 연구)

  • Leem, Sooyeon;Lee, Sang Won
    • Journal of the Korea Convergence Society
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    • v.12 no.1
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    • pp.133-141
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    • 2021
  • This research suggests a design process that effectively complements the human-centered design through an objective data-driven approach. The subjective human-centered design process can often lack objectivity and can be supplemented by the data-driven approaches to effectively discover hidden user needs. This research combines the data mining analysis with co-design process and verifies its applicability through the case study on the smart heating jacket. In the data mining process, the clustering can group the users which is the basis for selecting the target groups and the decision tree analysis primarily identifies the important user perception attributes and values. The broad point of view based on the data analysis is modified through the co-design process which is the deeper human-centered design process by using the developed workbook. In the co-design process, the journey maps, needs and pain points, ideas, values for the target user groups are identified and finalized. They can become the basis for starting new product development.

Comparison between Planned and Actual Data of Block Assembly Process using Process Mining in Shipyards (조선 산업에서 프로세스 마이닝을 이용한 블록 조립 프로세스의 계획 및 실적 비교 분석)

  • Lee, Dongha;Park, Jae Hun;Bae, Hyerim
    • The Journal of Society for e-Business Studies
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    • v.18 no.4
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    • pp.145-167
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    • 2013
  • This paper proposes a method to compare planned processes with actual processes of bock assembly operations in shipbuilding industry. Process models can be discovered using the process mining techniques both for planned and actual log data. The comparison between planned and actual process is focused in this paper. The analysis procedure consists of five steps : 1) data pre-processing, 2) definition of analysis level, 3) clustering of assembly bocks, 4) discovery of process model per cluster, and 5) comparison between planned and actual processes per cluster. In step 5, it is proposed to compare those processes by the several perspectives such as process model, task, process instance and fitness. For each perspective, we also defined comparison factors. Especially, in the fitness perspective, cross fitness is proposed and analyzed by the quantity of fitness between the discovered process model by own data and the other data(for example, the fitness of planned model to actual data, and the fitness of actual model to planned data). The effectiveness of the proposed methods was verified in a case study using planned data of block assembly planning system (BAPS) and actual data generated from block assembly monitoring system (BAMS) of a top ranked shipbuilding company in Korea.

A Design for Realtime Monitoring System and Data Analysis Verification TA to Improve the Manufacturing Process Using HW-SW Integrated Framework (HW-SW 통합 프레임워크를 활용한 제조공정 개선을 위한 실시간 모니터링 시스템과 데이터 분석검증 TA설계)

  • Kim, Jae Chun;Jin, Seon A;Park, Young Hee;Noh, Seong Yeo;Lee, Hyun Dong
    • KIPS Transactions on Software and Data Engineering
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    • v.4 no.9
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    • pp.357-370
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    • 2015
  • Massive data occurred in a manufacturing place is able to fulfill very important roll to improve the manufacturing process. Domestic manufacturing business has been making an multilateral effort to react the change of manufacturing circumstance, but it undergoes many difficulties due to technical weakness. Coatings is a type of paint. It protect products by forming a film layer on the products and assigns various properties to those. The research of coatings is one of the fields studied actively in the polymer industry. The importance of the coatings in various industries is more increased. However, the industry still performs a mixing process in dependence on operator's experiences. In this paper, we propose a design for realtime monitoring system and data analysis verification TA to improve the manufacturing process using HW-SW integrated framework. Analysis results from the proposed framework are able to improve the coatings formulation process by collecting more quantitative reference data for work and providing it to work place. In particular, the framework may reduce the deterioration and loss cost which are caused by absence of a standard data as a accurate formulation criteria. It also may suggest a counterplan regarding errors which can be occurred in the future by deriving a standard calibration equation from the analysis using R and Design of Experiments about an error data generated in the mixing step.

Efficient Class Identification based on Event (이벤트 기반의 효율적인 클래스 식별)

  • Choi, Mi-Sook;Lee, Jong-Suk
    • Journal of Digital Contents Society
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    • v.9 no.2
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    • pp.165-175
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    • 2008
  • Currently, software development methods have been advanced to service-oriented from component-oriented, to component-oriented from object-oriented. The component-oriented and service-oriented software development methods are analyzed by object-oriented UML model. So, the efficient analysis method for object-oriented UML model needs. In this paper, we suggest the analysis guideline and process based on event using Input Data-Process-Output Data Table for identifying use cases and classes efficiently. And the suggested method complements the problems depending the developer's perspective and experience.

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A Study on the Prediction and Control of Welding Deformation of the BRACKET TILT in Automotive Parts (I) - Application of FEA- (자동차 부품 BRACKET TILT의 용접변형 예측 미 제어에 관한 연구 (II) -유한요소법의 적용-)

  • 장경복;강성수
    • Journal of Welding and Joining
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    • v.16 no.6
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    • pp.104-112
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    • 1998
  • In the previous study, the countermeasure for welding deformation of bracket tilt is through up through experimental inspection for total process including welding process. For completeness of systematic examination of parts having sensitivity on welding deformation, the comparison and feedback between the result through simulation of welding process and experimental data is needed. In other words, it is necessary to control welding deformation that construct the prediction system for welding deformation through comparison and tuning with experimental data. In the present study, the application of FEA on welding process of bracket tilt with susceptibility to deformation is made and deformation behavior through change of welding sequence is focused on. It is used to improve the exactness of deformation analysis that three dimensional analysis for moving heat source, activated and deactivated bead element, and volume heat flux etc.

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Influence of College Students' Gender and Relationship Status on Their Clothing Purchase Process

  • Kim, Eun-Kyung;Shin, Jung-Eun;Choo, Ho-Jung;Lee, Kyu-Hye
    • International Journal of Costume and Fashion
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    • v.11 no.1
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    • pp.35-52
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    • 2011
  • The purpose of this study is to identify the effects of college students' relationship status on their clothing behavior and purchasing process. The subjects of this study were college students. After a survey, 113 questionnaires were used for the data analysis excluding incomplete ones. Factor analysis, paired t-test, Pearson's correlation, one-way ANOVA, MANOVA and Chi-square test were conducted. The data analysis found that female students had higher levels of clothing interest, and fashion-seeking, impulse buying and individuality-seeking motives than male students. Female students who had boyfriends showed particularly higher levels of fashion-seeking and impulse-buying motives. Throughout the clothing purchase process stages, students were most influenced by girlfriend/boyfriend, especially in the evaluation stage. Students who had girlfriends/boyfriends were significantly more influenced by them. Female students were more influenced by parents at the evaluation stage and their female friends at the information search stage.

Implementation of Management performance Analysis System with KDD (KDD에 기반한 경영성과 분석 시스템 구현)

  • An, Dong-Gyu;Jo, Seong-Hun
    • 한국디지털정책학회:학술대회논문집
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    • 2004.05a
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    • pp.575-592
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    • 2004
  • In modern dynamic management environment, there is growing recognition that? information & knowledge management systems are essential for CEO's efficient/effective decision making. As a key component to cope with this current, we suggest the management performance analysis syystem based on Knowledge Discovery in Database (KDD). The system measures management performance that is considered with both VA(Value- Added), which represents stakeholder's point of view and EVA(Economic Value-Added), which represents shareholder's point of view. The relation ship between management performance and some 80 financial ratios is analyzed, and then important financial ratios are drawn out. In analyzing the relationship, we applied KDD process which includes such as multidimensional cube, OLAP(On-Line Analytic Process), data mining and AHP(Analytic Hierarchy Process). To demonstrate the performance of the system, we conducted a case study using financial data over the 16-years from 1981 to 1996 of Korean automobile industry which is taken from database of KISF AS(Korea Investors Services Financial Analysis System).

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Implementation of Management performance Analysis System with Genetic Algorithms (Genetic Algorithm에 기반한 경영성과분석 시스템 구현)

  • An, Dong-Gyu;Jo, Seong-Hun
    • 한국디지털정책학회:학술대회논문집
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    • 2003.12a
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    • pp.191-210
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    • 2003
  • In modern dynamic management environment, there is growing recognition that information & knowledge management systems are essential for CEO's Efficient/effective decision making, As a key component to cope with this current, we suggest the management performance analysis system based on Knowledge Discovery in Database (KDD). The system measures management performance that is considered with both VA(Value-Added), which represents stakeholder's point of view and EVA(Economic Value-Added), which represents shareholder's point of view, The relationship between management performance and some 80 financial ratios is analyzed, and then important financial ratios are drawn out. In analyzing the relationship, we applied KDD process which includes such as multidimensional cube, OLAP(On -Line Analytic Process), data mining and AHP(Analytic Hierarchy Process). To demonstrate the performance of the system, we conducted a case study using financial data over the 16-years from 1981 to 1996 of Korean automobile industry which is taken from database of KISFAS(Korea Investors Services Financial Analysis System).

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