• 제목/요약/키워드: intelligent analytic system

검색결과 63건 처리시간 0.023초

QFD와 AHP를 이용한 ITS 프로젝트관리자 핵심역량 연구 (A Study on Core Competencies of ITS Project Managers Using QFD and AHP)

  • 이봉우;김자희;김우제
    • 한국IT서비스학회지
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    • 제10권1호
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    • pp.89-103
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    • 2011
  • ITS (Intelligent Transportation System) has been more popular but ITS project managements remain complex because of diverse stakeholders and multidisciplinary processes of ITS. The multidisciplinary process enforces specialized competencies on ITS project managers comparing to other system integration project managers. In this paper, we derived core competencies of ITS projects from previous researches, built the hierarchy of the competencies, and employed AHP (Analytic Hierarchy Process) surveying ITS project managers and auditors with the hierarchy. Finally, we analyzed the difference of evaluation model on ITS project manager between project managers and auditors using Mann-Whitney U test. Additionally we suggest a method of building MECE (Mutually Exclusive and Collectively Exhaustive) structure for AHP using the HoQ (House of Quality). We expect our model to give some inspirations for raising capable ITS project managers and selecting a proper project manager for an ITS project.

퍼지 프러덕션시스템의 추론방법에 관한 연구 (A Research on Inference Method in Fuzzy Production System)

  • 송수섭
    • 지능정보연구
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    • 제2권2호
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    • pp.1-15
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    • 1996
  • 전문가의 지식을 지식베이스화하여 의사결정지원시스템으로 사용하려는 노력이 증대하고 있다. 특히 투자의사결정과 같은 원인결과의 관계를 명확히 규정할 수 없는 복작한 영역에서 전문가의 지식베이스는 비전문가의 의사결정에 중요한 조언을 제공할 수 있다. 불확실한 지식을 지식베이스화하는 한 방법으로 퍼지프러덕션시스템이 널리 사용되고 있다. 주식시장과 같은 동태적인 시스템에서 어떤 정보의 중요성은 상황에 따라 변화하는데 이를 정태적인 프로덕션시스템의 규칙으로 지식베이스화하는 것은 불가능하다. 그러나 추론을 수행하는 과정에서 수행당시 각 정보의 중요도에 부응하는 가중치를 부여하여 평가함으로써 정태적인 지식베이스에 동태적인 실제시스템의 특성을 반영할 수 있다. 이는 가중치가 높은 정보에 해당하는 조건명제의 충족정도가 해당규칙의 전체평가결과에 더욱 중요하게 반영되게 하여 좀더 현실성 있는 추론 결과를 얻게 한다. AHP(Analytic Hierachy Process) 방법에 의하여 얻어진 정보의 상대적 중요도에 따른 가중치 (w)를 해당 정보와 조건명제의 합치정도(Degree of Match : DM)에 (DM)w 의 형식으로 적용함으로써 퍼지프러덕션시스템에서 정보의 중요도를 반영하여 프러덕션규칙을 평가하는 방법을 제시한다.

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Analytic Network Process에 기초한 제품가족 디자인 (Product Family Design based on Analytic Network Process)

  • 김태운
    • 지능정보연구
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    • 제17권4호
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    • pp.1-17
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    • 2011
  • 오늘날 글로벌한 경쟁에서 고객의 만족도를 유지하고 생산성과 효율을 높이기 위해서 대량맞춤(mass customization)이 많은 선도기업에서 채택되고 있다. 대량맞춤은 제품가족과 제품 플랫폼에 근거하여 기업으로 하여금 새로운 제품을 유연하고 효율적이며 고객 요구에 신속히 대응하는 것을 용이하게 한다. 따라서 제품 플랫폼에 기반한 제품가족 전략이 대량맞춤을 실현화하는데 적절한 방법이다. 제품가족이란 다양한 시장의 요구를 충족하기 위해서 공통의 특성, 구성부품, 서브 시스템을 공유하는 일련의 유사한 제품군으로 정의된다. 이 연구의 목표는 제품가족 설계 전략을 이용하여 고객의 요구를 충족시키는 제품의 구성부품간의 우선순위를 찾아내고자 하는 것이다. 신 제품 개발을 위한 의사결정 과정은 피드백을 가지는 다 변량 의사결정 모형을 필요로 한다. 이를 위해서 분석적 네트워크 과정(analytic network process) 방법을 이용하여 의사결정 모델과 절차를 수립하였다. 구현을 위해서 제품가족 모델에 적합한 소형 PC인 넷북 제품을 선정하고, 각 제품가족에 대한 구성부품에 대하여 제안된 방법에 따라서 우선순위를 도출하였다. 구현결과를 QFD 모델을 이용하여 고객요구사항과 구성부품간의 관계를 분석하고 평가하였다.

사물인터넷 표준화의 상대적 중요도 결정을 위한 계층분석방법 응용 (Application of Analytic Hierarchy Process for Relative Importance Determination of Internet of Things Standardization)

  • 우훈식
    • 산업경영시스템학회지
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    • 제39권1호
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    • pp.47-55
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    • 2016
  • As one of recent issues in the information and communication industry, internet of things has attracted attention to provide intelligent infrastructure services which connect and share data and information between real and virtual world. According to the development of these internet of things technologies, types of machines, telecommunication devices, and terminals are increasing tremendously. In this situation, connectivity and interoperability between internet of things components are important issues to build a hyper connected society. To visualize this society, it is important to set up and develop information and communication technology (ICT) standards among stakeholders. However, under limited budget and human resources, it is essential to rank standardization work items for setting standards with respect to efficiency. The purpose of this study is to provide a method for setting standardization strategies within group decision making. As a multi-criteria group decision making tool, analytic hierarchy process (AHP) is adopted and applied to determine the priorities of setting work items. The proposed method first defines decision making problem with objective, criteria, and alternatives which produces a hierarchy consisting of upper and lower criteria. Then, pairwise comparisons of academy and public sector experts are performed with respect to their relative meaning and importance. Individual surveys of expert groups are collected and summarized to determine relative criteria importance measures. Furthermore, to deliver reliable importance criteria measures, differences between academy and public sector expert groups are compared and tested using Mann-Whitney non-parametric test. The results are illustrated for useful guidelines to practical group decision making in standardization strategy establishments.

ER 유체를 이용한 반능동 완충장치의 동적 특성 (Dynamic Characteristics of Semi-Active Shock Absorber Using Electrorheological Fluid)

  • 김도형;조기대;정용현;이인
    • 한국소음진동공학회논문집
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    • 제11권4호
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    • pp.13-21
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    • 2001
  • Electrorheological(ER) fluid is a kind of smart material with variable shear stress and dynamic viscosity under various electric field intensity. Electric field can control the damping characteristics of ER damper. The objective of this study is the analysis of the performance of ER damper and its application to shock absorber. Idealized nonlinear Bingham plastic shear flow model is used to predict the velocity profile between electrodes. Cylindrical dashpot ER damper with moving electrode is constructed and tested under various electric fields. The analytic and experimental results for damping force are compared and discussed. Drop test system using ER damper is prepared to identify transient vibration characteristics. The rebound is eased as the applied electric field increases. When semi-active control algorithm is applied, rebound phenomenon disappears and vibration energy level decays faster than the case of zero electric field.

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자율주행자동차 도입에 따른 사업용 차량 도로교통 안전사업 개선방안 우선순위 선정 연구 (Study on the Prioritization of Improvement Plan for Road Traffic Safety Projects for Business Vehicles by the Introduction of Autonomous Vehicles)

  • 박상민;정하림;이승준;박수정;남두희;윤일수
    • 한국ITS학회 논문지
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    • 제16권3호
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    • pp.1-14
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    • 2017
  • 최근 자동차 산업은 자율주행자동차로 인해 빠르게 변화하고 있고 관련된 연구 또한 활발하게 진행되고 있다. 하지만 자율주행자동차의 기술에 관한 연구가 대부분이며, 도로교통 안전과 관련한 변화 예측과 개선방안에 대한 연구는 부족한 실정이다. 본 연구는 자율주행자동차의 도입에 따른 사업용 차량 도로교통 안전사업의 개선방안 제시와 우선순위 도출을 목적으로 수행하였다. 자율주행자동차 전문가를 대상으로 한 설문조사 결과와 AHP를 이용하여 분석한 결과 교통수단안전점검 법령 개정, 자율주행자동차 운전자 및 운영자 등에 대한 교육제도 개발 등이 가장 우선시 되어야 할 것으로 분석되었다.

Internal Control Risk Assessment System Using CRAS-CBR

  • Hwang, Sung-Sik;Taeksoo Shin;Ingoo Han
    • 한국지능정보시스템학회:학술대회논문집
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    • 한국지능정보시스템학회 2003년도 춘계학술대회
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    • pp.338-346
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    • 2003
  • Information Technology (IT) and the internet have been major drivers the changes in all aspects of the business processes and activities. They have brought major changes to the financial statements audit environment as well, which in turn has required modifications in audit procedures. There exist, however, certain difficulties with current audit procedures especially for the assessment of the level of control risk. This assessment is primarily based on the auditors' professional judgment and experiences, not based on the objective hies or criteria. To overcome these difficulties, this paper proposes a prototype decision support model named CRAS-CBR using case based reasoning (CBR) to support auditors in making their professional judgment on the assessment of the level of control risk of the general accounting system in the manufacturing industry. To validate the performance, we compare our proposed model with benchmark performances in terms of classification accuracy for the level of control risk. Our experimental results showed CRAS-CBR outperforms a statistical model (MDA) and staff auditor performance in average hit ratio.

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신경망을 이용한 S&P 500 주가지수 선물거래 (S & P 500 Stock Index' Futures Trading with Neural Networks)

  • Park, Jae-Hwa
    • 지능정보연구
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    • 제2권2호
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    • pp.43-54
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    • 1996
  • Financial markets are operating 24 hours a day throughout the world and interrelated in increasingly complex ways. Telecommunications and computer networks tie together markets in the from of electronic entities. Financial practitioners are inundated with an ever larger stream of data, produced by the rise of sophisticated database technologies, on the rising number of market instruments. As conventional analytic techniques reach their limit in recognizing data patterns, financial firms and institutions find neural network techniques to solve this complex task. Neural networks have found an important niche in financial a, pp.ications. We a, pp.y neural networks to Standard and Poor's (S&P) 500 stock index futures trading to predict the futures marker behavior. The results through experiments with a commercial neural, network software do su, pp.rt future use of neural networks in S&P 500 stock index futures trading.

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전기유변성 클러치의 동력전달 메커니즘 제2보:전기유변성 유체의 온도상승에 의한 성능변화 예측 (Power Transmission Mechanism of Electrorheological Clutch (Part II: Estimation of Performance Variation due to Temperature Rise of Eiectrorheological Fluid))

  • 이규한;심현해;김창호;임윤철
    • Tribology and Lubricants
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    • 제13권3호
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    • pp.73-84
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    • 1997
  • ER clutch is a device using ER fluid, so called "intelligent material" and is a controlled system with electric field strength. Currently, the temperature of ER fluid increases and affects the performance of ER clutch when ER clutch is operating. This study was undertaken to estimate this performance variation due to temperature rise of ER fluid. An analytic heat transfer model of concentric cylinder type ER clutch was developed and with this model, effects of changing geometric, kinetic parameters of ER clutch and ER fluid properties were described. In conclusion, compared with neglecting thermal effects, a performance of ER clutch was very differential and for uniform performance of ER clutch, we have to improve thermal stability of ER fluid. ER fluid.

전기유변성 클러치의 동력전달 메커니즘 제1보: 동력전달 메커니즘의 해석적 전개 (Power Transmission Mechanism of Electrorheological Clutch Part I: Analytical development of power transmission mechanism)

  • 이규한;심현해;김창호;임윤철
    • Tribology and Lubricants
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    • 제13권2호
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    • pp.27-38
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    • 1997
  • ER clutch is a device using ER fluid, so called "intelligent material" and is a power transmission system controlled with electric field strength. This device responses very rapidly when controlled by rapid and continuous electrical signal and can form a servosystem. Wear, noise and vibration during operation is very low level. This study was undertaken to investigate substitutive possibilities of this ER clutch for existing power transmission mechanism. An analytic relationships using rheological model (so called, 'Bingham plastic model') of ER fluid were developed, and operation constraints and optimum design concepts were constructed. With this relationships, typical responses of ER clutch and effects of changing geometric, kinetic parameters of ER clutch and ER fluid properties were described. In conclusion, compared with existing mechanisms, an excellent performance of ER clutch was confirmed.confirmed.