• Title/Summary/Keyword: relatively efficiency

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A Hybrid Approach Combining Data Envelopment Analysis and Machine Learning to Evaluate the Efficiency of System Integration Projects (SI 프로젝트의 효율성 평가를 위해 자료포괄분석과 기계학습을 결합한 하이브리드 분석)

  • Hong, Han-Kuk;Ha, Sung-Ho;Park, Sang-Chan
    • Asia pacific journal of information systems
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    • v.10 no.1
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    • pp.19-35
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    • 2000
  • Data Envelopment Analysis(DEA), a non-parametric productivity analysis tool, has become an accepted approach for assessing efficiency in a wide range of fields. Despite of its extensive applications, some features of DEA remain bothersome. DEA offers no guidelines to where relatively inefficient DMU(Decision Making Unit) improve since a reference set of an inefficient DMU consists of several efficient DMUs and it doesn't provide a stepwise path for improving the efficiency of each inefficient DMU considering the difference of efficiency. We aim to show that DEA can be used to evaluate the efficiency of System Integration Projects and suggest the methodology which overcomes the limitation of DEA through hybrid analysis utilizing DEA along with machine learning.

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Analysis on Efficiency of Food Material Distributors and Food Service Companies by DEA (DEA를 이용한 식자재유통 및 급식기업의 효율성 분석)

  • Min, Ha-Na;Kim, Suk-Woon;Choi, Kyu-Wan
    • Journal of the Korean Society of Food Culture
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    • v.31 no.4
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    • pp.339-347
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    • 2016
  • With the interest on operational efficiency due to the rapid growth of food material distribution industry and food service industry, the study adopts DEA (Data Envelopment Analysis) model and examines to measure the technological, pure technical and scale efficiency those companies engaging in the food material distribution and food service business. As a result of analysis, the companies operating integrated business have relatively higher efficiency than those operating only food material distribution or food service companies while the result indicates that three efficiencies don't have significant difference depending on whether affiliated companies or not. In the results from the measuring by DEA.

Hybrid approach combining Data Envelopment Analysis and Machine Learning to Evaluate the Efficiency of System Integration Projects (SI 프로젝트의 효율성 평가를 위해 자료포괄분석과 기계학습을 결합한 하이브리드 분석)

  • Hong Han-Kuk;Kim Jong-Weon;Seo Bo-Ra
    • Proceedings of the Korea Society for Industrial Systems Conference
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    • 2006.05a
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    • pp.77-88
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    • 2006
  • Data Envelopment Analysis (DEA), a non-parametric productivity analysis tool, has become an accepted approach for assessing efficiency in a wide range of fields. Despite of its extensive applications, some features of DEA remain bothersome. DEA offers no guidelines to where relatively inefficient DMU(Decision Making Unit) improve since a reference set of an inefficient DMU consists of several efficient DMUs and it doesn't provide a stepwise path for improving the efficiency of each inefficient DMU considering the difference of efficiency. We aim to show that DEA can be used to evaluate the efficiency of System Integration Projects and suggest the methodology which overcomes the limitation of DEA through hybrid analysis utilizing DEA along with machine learning.

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Exhaust-Gas Heat-Recovery System of Marine Diesel Engine (I) - Energy Efficiency Comparison for Working Fluids of R245fa and Water - (선박용 디젤엔진의 배기가스 열회수 시스템 (I) - R245fa 및 Water 의 작동유체에 대한 에너지효율 비교 -)

  • Choi, Byung-Chul;Kim, Young-Min
    • Transactions of the Korean Society of Mechanical Engineers B
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    • v.36 no.3
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    • pp.293-299
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    • 2012
  • The thermodynamic efficiency characteristics of R245fa and water as working fluids have been analyzed for the electricity generation system applying the Rankine cycle to recover the waste heat of the exhaust gas from a diesel engine for the propulsion of a large ship. The theoretical calculation results showed that the cycle, system, and total efficiencies were improved as the turbine inlet pressure was increased for R245fa at a fixed mass flow rate. In addition, the net work rate generated by the Rankine cycle was elevated with increasing turbine inlet pressure. In the case of water, however, the maximum system efficiencies were demonstrated at relatively small ratios of mass flow rate and turbine inlet pressure, respectively, compared to those of R245fa. The optimized values of the net power of the cycle, system efficiency, and total efficiency for water had relatively large values compared to those of R245fa.

Efficiency Analysis of Korean Major Ship Management Corporations (국내 주요 선박관리기업의 효율성 분석에 관한 연구)

  • Jeon, Junwoo;Lee, Taehwee;Yeo, Gi-Tae
    • Journal of Korea Port Economic Association
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    • v.28 no.4
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    • pp.79-98
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    • 2012
  • There is scant of research regarding the efficiency measurement of the ship management business. This paper aims to analyze the relative efficiency within the Korean Major Ship management corporations, to select the relatively low effective companies, and to suggest the improvement strategies for those. As a research methodology, Data Envelopment Analysis (DEA) applied to the top 20 corporations among Korean and Foreign Shipping Liners in Korea. To draw out the efficiency of targeted terminals, the number of ship managed is used as an input variables while, the number of crews and the total sales are utilized as an output variables. As a result. Haeyoung Maritime services is the most efficient corporations in Foreign Shipping Liners. Among Korean Shipping Liners, Panstar Shipping, Korea Lines, STX marine and Woolim Shipping are relatively efficient corporations which are scored BCC 1.

Evaluation of Treatment Efficiencies of Water Quality for 5 years in Constructed Wetland to Upper Region of Water Source (상수원 상류지역 인공습지의 5년간 수질 정화효율 평가)

  • Park, Jong Seok;Kim, Kang Seok;Kim, Yong Chan;Rhee, Kyoung Hoon
    • Journal of Wetlands Research
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    • v.14 no.4
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    • pp.479-488
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    • 2012
  • This study evaluates treatment efficiencies of pollutants in Boknae bio-park constructed wetlands surrounding Juam Lake for 5 years from January 2006 to December 2010, in order to treat non-point pollutants effectively. The analysis of monthly treatment efficiency of pollutants shows that the scope of BOD is -19.11~37.72%, and of COD is 30.14~27.38%, thus the monthly deviation COD is relatively higher than BOD, and the scope of SS is -54.07~64.82%. Moreover, the analysis of seasonal treatment efficiency of pollutants shows that the treatment efficiency of TN is higher than 36.8% on average for 5 years in the spring and winter, and of TP relatively lower than other pollutants, however, the seasons don't make much difference to the treatment efficiency of TP.

Comparison of Electrical Properties and AFM Images of DSSCs with Various Sintering Temperature of TiO2 Electrodes (TiO2 전극의 소결 온도에 따른 DSSCs의 전기적 특성 및 AFM 형상 비교)

  • Kim, Hyun-Ju;Lee, Dong-Yun;Lee, Won-Jae;Koo, Bo-Kun;Song, Jae-Sung
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.18 no.6
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    • pp.571-575
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    • 2005
  • In order to improve the efficiency of dye-sensitized solar cell (DSSC), $TiO_2$ electrode screen-printed on transparent conducting oxide (TCO) substrate was sintered in variation with different temperature$(350\;to\;550^{\circ}C)$. $TiO_2$ electrode on fluorine doped tin oxide (FTO) glass was assembled with Pt counter electrode on FTO glass. I-V properties of DSSCs were measured under solar simulator. Also, effect of sintering temperature on surface morphology of $TiO_2$ films was investigated to understand correlation between its surface morphology and sintering temperature. Such surface morphology was observed by atomic force microscopy (AFM). Below sintering temperature of $500^{\circ}C$, efficiency of DSSCs was relatively lower due to lower open circuit voltage. Oppositely, above sintering temperature of $500^{\circ}C$, efficiency of DSSCs was relatively higher due to higher open circuit voltage. In both cases, lower fill factor (FF) was observed. However, at sintering temperature of $500^{\circ}C$, both efficiency and fill factor of DSSCs were mutually complementary, enhancing highest fill factor and efficiency. Such results can be explained in comparison of surface morphology with schematic diagram of energy states on the $TiO_2$ electrode surface. Consequently, it was considered that optimum sintering temperature of a-terpinol included $TiO_2$ paste is at $500^{\circ}C$.

An International Comparison of R&D Efficiency: DEA Approach

  • Lee, Hak-Yeon;Park, Yong-Tae
    • Journal of Technology Innovation
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    • v.13 no.2
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    • pp.207-222
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    • 2005
  • A prerequisite for making R&D more productive is to able to measure its productivity. Most of the previous studies on this topic have attempted to measure R&D productivity at the firm or industry levels. In this study, however, R&D productivity is measured at the national level to provide R&D policy implications, particularly for Asian countries. Contrary to the previous studies where total factor productivity was adopted, this study employs the data envelopment analysis (DEA) approach to measure R&D productivity. DEA is a multi-factor productivity analysis model for measuring the relative efficiency of each Decision Making Unit (DMU). In addition to the basic DEA model that includes all inputs and outputs, five additional models are constructed by combining single input with all outputs and single output with all inputs in order to measure specialized R&D efficiency. In this study, the twenty-seven countries are classified into four clusters based on the output-specialized R&D efficiency: inventors, merchandisers, academicians, and duds. Then, the characteristics of the Asian countries with respect to R&D efficiency are identified. It is found that Singapore ranks high in total efficiency, and Japan in patent-oriented efficiency. Meanwhile, China, Korea, and Taiwan are found to be relatively inefficient in R&D. We expect that the findings from this study will be able to provide directions for R&D policy-making of the Asian countries.

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A Study on the Development of PSEI and Measurement of Service Efficiency in Public Sector (공공부문의 서비스효율성 측정 및 지수개발에 관한 연구)

  • Song, Gwag-Suk;Baek, Pil-Ki;Yoo, Han-Joo
    • Journal of Korean Society for Quality Management
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    • v.37 no.4
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    • pp.100-110
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    • 2009
  • The customer-driven efficiency evaluation has been in the mainstream of public administration research, since the 1980s. However, there have been relatively fewer efficiency evaluation research in public administration compared to those of public institutions. This paper is to analyze the service efficiency of public sector using Data Envelopment Analysis(DEA). We suggested two stage DEA model to accomplish efficiency evaluation that an operation and performance characteristic of the public institution were reflected and then the number of the government employee and tax expenditure per residents were used as the input elements at the 1st stage and four integrated service dimensions were used as the output elements. At 2nd stage, four integrated service dimensions and citizen's satisfaction were used as the input and output elements respectively. In addition, we suggested PSEI(Public Service Efficiency Index) which showed the efficiency of the public sector using the two stages efficiency result. According to the results for '07, there were no efficient institutions among 15 DMUs and the most efficient public institution was K(0.9150). In case for '08 analysis, there was only one efficient DMU.

Using DEA Method to Measure and Evaluate Tourism Efficiency of Guangdong, Guangxi and Hainan Provinces in the South of China - A case of the Beibu Gulf Urban Agglomeration-

  • Wang, Xiao-Chuan;Kim, Hyung-Ho
    • International journal of advanced smart convergence
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    • v.10 no.1
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    • pp.24-37
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    • 2021
  • China's "One Belt and One Road" initiative has brought multiple opportunities to the development of tourism in Guangdong, Guangxi and Hainan provinces and the implementation of the Beibu Gulf Urban Agglomeration Development Plan hasset clear goalsforfurther accelerating the coordinated development, in-depth cooperation of the three. This study takes the Beibu Gulf Urban Agglomeration as the research object and utilized the data envelopment analysis (DEA) procedure to estimate the technical efficiency, pure technical efficiency, and scale efficiency scores for each city and Malmquist index was subsequently used to analyze dynamically, then tries to offer an adequate inclusion of sustainable factors in overall tourism development efficiency results through the detection and estimation of potential sources of efficiency. In order to complete the task, data collection was focused on Guangdong, Guangxi and Hainan provinces of China over the period from 2016 to 2018. The results in the first phase show relatively high efficiency scores, particularly in the case of the Beibu Gulf Urban Agglomeration and with room for improvement in the case of other cities of Guangdong, Guangxi and Hainan provinces. The second stage results present several aspects that should be carefully considered in order to analysis tourism efficiency of the Beibu Gulf Urban Agglomerations vertically according to the changes of the frontier.