• 제목/요약/키워드: Efficiency Model

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Meta Frontier를 이용한 국내 IT서비스기업의 효율성 분석 및 Tobit 모형을 이용한 효율성 결정요인 분석에 대한 연구 (A Study on the Efficiency Analysis of IT Service Companies Using Meta Frontier and the Determinants of Efficiency Using Tobit Model)

  • 신민수;박지용
    • 한국IT서비스학회지
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    • 제16권4호
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    • pp.15-31
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    • 2017
  • This study analyzes 45 Korea IT service companies from 2012 to 2016 using DEA analysis. Large enterprises, medium enterprises and small and medium enterprises (SMEs). CCR model and BCC model were used for efficiency analysis. Among the various analytical objects, the decision objects which yield the maximum output with minimum input are compared with other analysis objects. The relative inefficiency was measured through this, and Technical Efficiency (TE), Pure Technology Efficiency (PTE), Scale Efficiency (SE), scale profit, reference frequency were analyzed. Also, we analyzed the Technology Gap Ratio (TGR), which is the distance between production function and Meta-Frontier for each firm, using Meta-Frontier analysis. Finally, the Tobit model is used to analyze the sources of efficiency and inefficiency. The inputs are assets, capital, and employees, and the output factor is sales. The analysis shows that large firms are achieving technological achievements more efficiently than small and medium enterprises. As a result, medium-sized enterprises and SMEs can improve efficiency overall through efficient operation of workforce and appropriate combination of inputs such as assets and capital. Also, as a result of the influence factor analysis, it was found that the ratio of the managed asset ratio and the management cost ratio were significant factors influencing the efficiency of the IT service companies. This study suggests the efficiency analysis using DEA for many Korea IT service companies. Inefficient parts of each company are classified according to size and technology. Also, we identify the most efficient companies and analyze the causes of those companies whose profits are lower than their size.

양봉농가의 기술적 효율성 분석 (An Analysis on Technical Efficiency of Apiculture Farming in Korea)

  • 여민수;홍승지
    • 농업과학연구
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    • 제37권3호
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    • pp.509-514
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    • 2010
  • The purpose of this study is to analyze the technical efficiency and its determinants for Korean Apiculture farming by using from door to door and e-mail inquiry data. The analysis was implemented through the Cobb-Douglas stochastic frontier production function (SFPF) model including the technical inefficiency effect model for cross-sectional data. To measure the SFPF model, honey production was used for a dependent variable, and for input variables labor cost, preventive cost, material cost, feeding cost, depreciation cost were used. Farmer's age, farmer's career, farming scale, full-time or half-time firm and movement or fixed firm variables were used to measure the inefficiency effect model. The average technical efficiency on apiculture farming in Korea is estimated to be 0.8112. It means that there were technical inefficiency of about 18.88% in Korea apiculture farming. In this study there are some suggestions which could increase the technical efficiency of Korean apiculture farming.

Takahashi 구름모형에서의 얼음입자 충돌효율 개선 (Implementation of Improved Ice Particle Collision Efficiency in Takahashi Cloud Model)

  • 이한아;염성수
    • 대기
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    • 제22권1호
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    • pp.73-85
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    • 2012
  • The collision efficiency data for collision between graupel or hail particles and cloud drops that take into account the differences of particle density are applied to the Takahashi cloud model. The original setting assumes that graupel or hail collision efficiency is the same as that of the cloud drops of the same volume. The Takahashi cloud model is run with the new collision efficiency data and the results are compared with those with the original. As an initial condition, a thermodynamic profile that can initiate strong convection is provided. Three different CCN concentration values and therefore three initial cloud drop spectra are prescribed that represent maritime (CCN concentration = 300 $cm^{-3}$), continental (1000 $cm^{-3}$) and extreme continental (5000 $cm^{-3}$) air masses to examine the aerosol effects on cloud and precipitation development. Increase of CCN concentration causes cloud drop sizes to decrease and cloud drop concentrations to increase. However, the concentration of ice particles decreases with the increase of CCN concentration because small drops are difficult to freeze. These general trends are well captured by both model runs (one with the new collision efficiency data and the other with the original) but there are significant differences: with the new data, the development of cloud and raindrop formation are delayed by (1) decrease of ice collision efficiency, (2) decrease of latent heat from riming process and (3) decrease of ice crystals generated by ice multiplication. These results indicate that the model run with the original collision efficiency data overestimates precipitation rates.

Modified Nayak's Randomized Response Model

  • Lee, Gi-Sung;Hong, Ki-Hak
    • Communications for Statistical Applications and Methods
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    • 제6권1호
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    • pp.117-130
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    • 1999
  • Nayak(1994) suggested a combined randomized response model that combined the Warner's model and greenberg et al.'s model. In this paper we extend Nayak's model to two sample case of including unknown unrelated character also propose some combined models such W-M model and G-M model that modify the Nayak's model. We suggest the efficiency conditions of our models for Nayak's model, also find the efficiency condition of G-M model for the W-M model.

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자유비행 분리보증 효율성 측정모델 연구 (Models for Measurement of Efficiency of Free Flight Separation Assurance)

  • 이대용;강자영
    • 한국항행학회논문지
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    • 제15권6호
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    • pp.977-985
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    • 2011
  • 항공기 분리보증은 자유비행 분리보증의 핵심요구사항이다. 본 논문에서는 자유비행 공역 효율성 측정을 위한 다양한 분리보증 및 효율성 측정 모델을 고찰하고, 자유비행 분리보증을 위한 포텐셜 필드 알고리즘과 기하학적 알고리즘, 두 가지의 충돌회피 기법을 모델링 하여 항공기 성능데이터와 두 가지 조건의 시나리오 상황에서 분리보증 해결과 운항 효율성을 측정하였다. 실험결과 자유비행 공역 하에서 기하학적 알고리즘 적용이 포텐셜 필드 알고리즘 보다 분리보증 해결, 운항 효율성 측면에서 우수하였으며, 동일한 알고리즘에서도 선회각, 속도 복합모델인 기하학적 결합 알고리즘이 더욱 효율적인 것으로 나타났다.

다양한 검증 지수를 이용한 SWAT 자동 보정 비교 평가 (Comparison of Calibrations using Modified SWAT Auto-calibration Tool with Various Efficiency Criteria)

  • 강현우;류지철;김남원;김성준;;임경재
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2011년도 학술발표회
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    • pp.19-19
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    • 2011
  • The appraisals of hydrology model behavior for flow and water quality are generally performed through comparison of simulated data with observed ones. To perform appraisal of hydrology model, some criteria are often used, such as coefficient of determination ($R^2$), Nash and Sutcliffe model efficiency coefficient (NSE), index of agreement (d), modified forms of NSE and d, and relative efficiency criteria NSE and d. These criteria are used not only for hydrology model estimations also for various comparisons of two data sets; This NSE has been often used for SWAT calibration. However, it has been known that the NSE value has some limitations in evaluating hydrology at watersheds under monsoon climate because this statistic is largely affected by higher values in the data set. To overcome these limitations, the SWAT auto-calibration module was enhanced with K-means clustering and direct runoff/baseflow modules. However the NSE is still being used in this module to evaluate model performance. Therefore, the SWAT Auto-calibration module was modified to incorporate alternative efficiency criteria into the SWAT K-means/direct runoff-baseflow auto-calibration module. It is expected that this enhanced SWAT auto-calibration module will provide better calibration capability of SWAT model for all flow regime.

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Efficiency Optimization with a Novel Magnetic-Circuit Model for Inductive Power Transfer in EVs

  • Tang, Yunyu;Zhu, Fan;Ma, Hao
    • Journal of Power Electronics
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    • 제18권1호
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    • pp.309-322
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    • 2018
  • The technology of inductive power transfer has been proved to be a promising solution in many applications especially in electric vehicle (EV) charging systems, due to its features of safety and convenience. However, loosely coupled transformers lead to the system efficiency not coming up to the expectation at the present time. Therefore, at first, the magnetic core losses are calculated with a novel magnetic-circuit model instead of the commonly used finite-element-method (FEM) simulations. The parameters in the model can be obtained with a one-time FEM simulation, which makes the calculation process expeditious. When compared with traditional methods, the model proposed in the paper is much less time-consuming and relatively accurate. These merits have been verified by experimental results. Furthermore, with the proposed loss calculation model, the system is optimized by parameter sweeping, such as the operating frequency and winding turns. Specifically, rather than a predesigned switching frequency, a more efficiency-optimized frequency for the series-parallel (SP) compensation topology is detected and a detailed investigation has been presented accordingly. The optimized system is capable of an efficiency that is greater than 93% at a coil separation distance of 200mm and coil dimensions of $600mm{\times}400mm$.

다층 퍼셉트론을 이용한 인버터의 효율 감소 진단 모델에 관한 연구 (Research on Model to Diagnose Efficiency Reduction of Inverters using Multilayer Perceptron)

  • 정하영;홍석훈;전재성;임수창;김종찬;박철영
    • 한국멀티미디어학회논문지
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    • 제25권10호
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    • pp.1448-1456
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    • 2022
  • This paper studies a model to diagnose efficiency reduction of inverter using Multilayer Perceptron(MLP). In this study, two inverter data which started operation at different day was used. A Multilayer Perceptron model was made to predict photovoltaic power data of the latest inverter. As a result of the model's performance test, the Mean Absolute Percentage Error(MAPE) was 4.1034. The verified model was applied to one-year-old and two-year-old data after old inverter starting operation. The predictive power of one-year-old inverter was larger than the observed power by 724.9243 on average. And two-year-old inverter's predictive value was larger than the observed power by 836.4616 on average. The prediction error of two-year-old inverter rose 111.5572 on a year. This error is 0.4% of the total capacity. It was proved that the error is meaningful difference by t-test. The error is predicted value minus actual value. Which means that PV system actually generated less than prediction. Therefore, increasing error is decreasing conversion efficiency of inverter. Finally, conversion efficiency of the inverter decreased by 0.4% over a year using this model.

DEA모형을 활용한 한방병원의 경영효율성 분석 (Management Efficiency Evaluation of Korean Medicine Hospitals by Data Envelop Analysis(DEA) Model)

  • 박주언;최병희;임병묵
    • 대한예방한의학회지
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    • 제17권3호
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    • pp.103-114
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    • 2013
  • Objectives : This study aimed to analyze the management efficiency of Korean Medicine hospitals for recent 10 years(2001~2010) using the Data Envelop Analysis(DEA) model. Methods : We collected the management data of 23 Korean Medicine hospitals for DEA model from the Korean Oriental Medicine Hospitals' Association (KOMHA). Input variables of DEA model are numbers of beds, numbers of doctors, numbers of nurses and numbers of other staffs of each Korean Medicine hospitals. Output variables are numbers of inpatients and numbers of outpatients of each Korean Medicine hospitals. Based on the DEA model, we calculated the efficiency score of each Korean Medicine hospital and compared it by hospital's ownership, location, and size. Results : Average DEA efficiency scores of Korean Medicine hospitals by year ranged from 0.86 to 0.92. Private owned hospitals showed higher efficiency scores than the university affiliated hospitals with statistical significance (p=0.001). And Korean Medicine hospitals located in capital region of Korea(Seoul City, Incheon City, Gyeonggi-do) and the rest Korean Medicine hospitals did not show statistical difference (p=0.516). Lastly, Korean Medicine hospitals with different size did not show statistical difference in management efficiency (p=0.499). Conclusion : We have found that Korean Medicine hospitals management efficiency have not changed throughout 10 years, and that different ownership forms of Korean Medicine hospital show statistical difference in management efficiency while location, and size do not.

AHP와 DEA 결합모델을 이용한 상장 건설기업의 효율성 분석 (Efficiency Analysis of Construction Firms Using a Combined AHP and DEA Model)

  • 서광규;최다영
    • 한국콘텐츠학회논문지
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    • 제11권6호
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    • pp.302-310
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    • 2011
  • 최근 건설경기의 난국 속에서 많은 건설기업들이 경영상의 어려움에 처해 있다. 본 연구에서는 코스피 코스닥 상장 건설기업들을 대상으로 AHP와 DEA 결합 모델을 이용하여 기업의 경영 효율성 분석을 실시한다. DEA 모형에 쓰이는 투입 및 산출 요소의 결정은 AHP 모형의 중요도 분석을 통하여 결정함으로써 기존의 방법보다 결과의 신뢰도를 제고하기 위해 노력하였으며, 실험 결과로 나온 비효율적 그룹에 대해서는 효율적 그룹으로의 이동을 위한 벤치마킹 대상과 개선율을 제공한다. 또한 연구의 결과로 나온 기업별 효율성지수와 주가간의 상관관계를 분석한다. 본 논문에서는 2009년 말 코스피 상장 건설기업 36곳과 코스닥에 상장된 건설기업 21곳인 총57개 기업을 대상으로 기업의 효율성을 평가하였는데, 분석결과 CCR 효율성이 1인 기업은 11개 기업, BCC 효율성이 1인 기업은 14개 기업, 규모의 효율성이 1인 기업은 11개 기업 이었으며 각각의 효율적 그룹으로 분류된 기업과 주가와의 상관관계에서는 CCR모형에서만 0.7로 강한 양의 상관관계를 나타냈다.