• 제목/요약/키워드: Analyzing Performance of Data

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사례연구 분석을 통한 발주방식별 성과비교 (Project Performance Comparison Based on Different Types of Project Delivery System)

  • 이수경;정영수
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2011년도 춘계 학술논문 발표대회 1부
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    • pp.207-209
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    • 2011
  • Numerous reports show that alternative project delivery systems (PDSs) such as design-build (DB), construction management at risk (CMR), and design-build-maintain (DBM) are increasingly used in many countries. This study compared characteristics of each PDS (design-bid-build (DBB), DB, CMR, or DBM) by analyzing quantitative data from 9 research articles. In order to compare characteristics between DBB and alternative PDSs, the study is based on principal 3 factors - Time, Cost, and Quality. DB shows the best performance in the time part and also the cost performance depending on facility type and project size. The performance of quality has minor difference among different PDSs. These results support the fact that using an appropriate PDS by the characteristic of a project makes high value of efficiency and productivity.

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비정형 공사감리문서 정보와 이항 로지스틱 회귀분석을 이용한 건축 현장 비용성과 평가 프레임워크 개발 (Cost Performance Evaluation Framework through Analysis of Unstructured Construction Supervision Documents using Binomial Logistic Regression)

  • 김창원;송태근;이기석;유위성
    • 한국건축시공학회지
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    • 제24권1호
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    • pp.121-131
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    • 2024
  • 공사감리문서는 프로젝트의 수행과정을 제3의 독립적인 위치에서 모니터링한 종합적인 점검의견이라는 주요한 비정형 정보를 제공할 수 있다. 이와 같은 비정형 정보는 최근 분석방법론의 고도화에 따라 다양한 시사점을 제공할 수 있는 유의미한 자료로 평가받고 있다. 이에 본 연구는 건축공사의 최종 감리보고서 내 비정형 데이터를 대상으로 다양한 방법론을 활용하여 비용성과를 평가할 수 있는 프레임워크를 제시하였다. 세부적으로는 텍스트마이닝과 사회연결망분석을 통해 감리보고서 내 주요 키워드들을 도출하고, 해당 데이터들을 이항 로지스틱 회귀분석을 통해 분석하여 비용성과를 평가하였다. 그 결과, 감리보고서 내 비정형 데이터를 이용하여 추정된 비용성과 예측 정확도는 약 73% 수준으로 높게 도출되었다. 본 연구의 결과는 향후 건설산업에서 발생되는 다양한 비정형 데이터의 분석을 위한 기초자료로 활용이 가능할 것으로 예상된다.

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

  • 김태성
    • 대한안전경영과학회지
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    • 제24권4호
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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).

현장에서 운전중인 터보냉동기의 성능 측정과 전력 소비량 예측 (Field Performance Test and Prediction of Power Consumption of a Centrifugal Chiller)

  • 장영수;신영기;김영일;백영진
    • 대한기계학회논문집B
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    • 제25권12호
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    • pp.1730-1738
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    • 2001
  • This paper presents an overview of testing and analyzing field performance of a centrifugal chiller which has a rated capacity of 200 RT(703 kW). Field data of a chiller installed in the cleanroom research building of KIST has been collected far performance analysis. The operating data included start-up, shut-down, and quasi-static state where cooling capacity and compressor power consumption varied cyclically. It was found that the steady-state thermodynamic model could be applied to relate the cooling capacity and COP under quasi-static conditions. The results led to finding the required cooling load pattern and a possible energy saving method. This study provides a method of evaluating performance of a large capacity centrifugal chiller in which field test is necessary.

수산·해운 전문계열 교사의 직무수행능력에 관한 연구 (A Study on Teacher's Performance of the Fisheries & Shipping Business High Schools)

  • 김삼곤;차철표;이종호
    • 수산해양교육연구
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    • 제20권3호
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    • pp.358-368
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    • 2008
  • The purpose of this study is to gather background data of teacher's performance of the fisheries and shipping industries high schools. This data will provide direction for advancing teacher's performance of the fisheries and shipping business high school,s by investigating and analyzing variables related to teacher's performance. This study focused on the opinions of thirty teachers within the fisheries and shipping business high schools. The conclusions of the study were as follows: First, teachers continually seek goal achievement, rewarding jobs, and a feeling of self-worth. However, it was found that male teachers have stronger task performing ability and form stronger relationships with their partners than female teachers. Second, it was shown that teachers have a much higher percentage of ability to teach. Particularly, male teachers are generally higher than female teacher. Third, it was shown that teachers have a much higher percentage of ability to teach, but it is required that they both get equal participation opportunity as there is a little difference between male teachers and female teachers. Fourth, it was found teachers exhibited a lower percentage rate of ability to manage activities, and required further development of programs for expansion of professionalism of this field.

Performance and modeling of high-performance steel fiber reinforced concrete under impact loads

  • Perumal, Ramadoss
    • Computers and Concrete
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    • 제13권2호
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    • pp.255-270
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    • 2014
  • Impact performance of high-performance concrete (HPC) and SFRC at 28-day and 56-day under the action of repeated dynamic loading was studied. Silica fume replacement at 10% and 15% by mass and crimped steel fiber ($V_f$ = 0.5%- 1.5%) with aspect ratios of 80 and 53 were used in the concrete mixes. Results indicated that addition of fibers in HPC can effectively restrain the initiation and propagation of cracks under stress, and enhance the impact strengths and toughness of HPC. Variation of fiber aspect ratio has minor effect on improvement in impact strength. Based on the experimental data, failure resistance prediction models were developed with correlation coefficient (R) = 0.96 and the estimated absolute variation is 1.82% and on validation, the integral absolute error (IAE) determined is 10.49%. On analyzing the data collected, linear relationship for the prediction of failure resistance with R= 0.99 was obtained. IAE value of 10.26% for the model indicates better the reliability of model. Multiple linear regression model was developed to predict the ultimate failure resistance with multiple R= 0.96 and absolute variation obtained is 4.9%.

Robust CUSUM test for time series of counts and its application to analyzing the polio incidence data

  • Kang, Jiwon
    • Journal of the Korean Data and Information Science Society
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    • 제26권6호
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    • pp.1565-1572
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    • 2015
  • In this paper, we analyze the polio incidence data based on the Poisson autoregressive models, focusing particularly on change-point detection. Since the data include some strongly deviating observations, we employ the robust cumulative sum (CUSUM) test proposed by Kang and Song (2015) to perform the test for parameter change. Contrary to the result of Kang and Lee (2014), our data analysis indicates that there is no significant change in the case of the CUSUM test with strong robustness and the same result is obtained after ridding the polio data of outliers. We additionally consider the comparison of the forecasting performance. All the results demonstrate that the robust CUSUM test performs adequately in the presence of seemingly outliers.

One-Shot System의 신뢰도 분석을 통한 적정 점검주기 방안 연구 (A Study on the Proper Inspection Cycle Plan Through Reliability Analysis of One-Shot System)

  • 임준영;설현주
    • 산업경영시스템학회지
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    • 제46권1호
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    • pp.48-54
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    • 2023
  • Guided missiles are a one-shot system that finishes their purpose after being used once, and due to the long-term storage until launch, the storage reliability is calculated during development, and performance is maintained through periodic inspections until the life cycle arrives. However, the reliability standards applied in the development of guided missiles were established by analyzing data accumulated by the United States during long-term operation in the country, and since they are different from our environment, the 00 guided missiles that have been deployed in the armed forces for more than 10 years under the premise that there is a difference from actual reliability. As a result of verifying the appropriateness of the current inspection cycle by analyzing the actual reliability of the missile, the necessity of changing the inspection period was derived because it was higher than the predicted reliability. It is proposed to build and utilize a lifespan management system that can systematically collect all data such as shooting and maintenance results by classification, and to establish a reliable reliability standard based on the accumulated data.

컨설턴트 역량과 프로젝트 관리자 역량이 컨설팅 성과를 매개로 경영성과 간의 구조적 관계분석 (Analyzing the impact of Consultant and Project Manager Competencies on Business Performance Mediated by Consulting Performance)

  • 이록
    • 산업경영시스템학회지
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    • 제46권3호
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    • pp.231-240
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    • 2023
  • This empirical analysis investigates the impact of consultant competency and project manager (PM) competency on business performance. Two hundred and twenty four chief executive officers and executive members at small and medium sized firms in the manufacturing sector were surveyed, yielding several outcomes. First, consultant competency positively affects consulting performance. Second, consultant competency positively affects business performance. Third, PM competency does not have a significant influence on consulting performance. Fourth, PM competency does not have a significant impact on business performance. Fifth, consulting performance does not have a significant effect on business performance. Finally, regarding the mediation effect of consulting performance on the influence of consultant competency and PM competency on business performance, consulting performance had no significant impact. Thus, expertise and insight are crucial for a consulting business to enable the growth of professional consultants. Furthermore, this study is expected to enhance the consulting performance of small and medium sized manufacturing firms by providing useful data to consultants and project managers when carrying out consulting projects.

Discussions on Availability of Weather Information Data and Painting Effect of Existing 8,600 TEU Container Ship Using Ship Performance Analysis Program

  • Shin, Myung-Soo;Ki, Min Suk;Lee, Gyeong Joong;Park, Beom Jin;Lee, Yeong Yeon;Kim, Yeongseon;Lee, Sang Bong
    • 한국해양공학회지
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    • 제34권6호
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    • pp.377-386
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    • 2020
  • This paper discusses the effectiveness of onboard measurements and data extracted from weather information for speed-power analysis. Furthermore, validation results of hull and propeller cleaning and painting during dry-docking are discussed. Wind and wave information can be obtained from onboard measurements or weather information from the National Oceanic and Atmospheric Administration (NOAA). The weather information of a specified position and time is extracted from NOAA weather data and compared with onboard measurements. In addition, to validate the effects of hull cleaning and painting during dry-docking, speed-power analysis results of before and after dry-docking are compared. The results show that both onboard measurements and weather information show acceptable reliability when added resistance and speed-power analysis results are compared with each other. Moreover, the ship performance analysis (SPA) software clearly shows the effects of hull cleaning and painting, and it can provide reliable analysis results with either onboard measurements or weather information. In conclusion, it is confirmed that the analysis method and SPA software used in this study are effective in analyzing the ship's speed-power performance.