• Title/Summary/Keyword: Data Envelopment analysis

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Integrated Simulation Modeling of Business, Maintenance and Production Systems for Concurrent Improvement of Lead Time, Cost and Production Rate

  • Paknafs, Bahman;Azadeh, Ali
    • Industrial Engineering and Management Systems
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    • v.15 no.4
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    • pp.403-431
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    • 2016
  • The objective of this study is to integrate the business, maintenance and production processes of a manufacturing system by incorporating errors. First, the required functions are estimated according to the historical data. The system activities are simulated by Visual SLAM software and the required outputs are obtained. Several outputs including lead times in different dimensions, total cost and production rates are computed through simulation. Finally, data envelopment analysis (DEA) is utilized in order to select the best option between the defined scenarios due to the multi-criteria feature of the problem. This is the first study in which the lead times, cost and production rates are simultaneously considered in the integrated system imposed of business, maintenance and production processes by incorporating errors. In the current study, the major bottlenecks of the system being studied are identified and suggested different strategies to improve the system and make the best decision.

Comparing Efficiencies of R&D Projects Using DEA : Focused on Core Technology Development Project (DEA를 이용한 R&D 사업의 효율성 비교 : 원천기술개발사업을 중심으로)

  • Kim, Heung-Kyu;Kang, Won-Jin;Park, Jung-Hee;Yeo, In-Kuk
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.36 no.3
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    • pp.126-132
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    • 2013
  • In this paper, efficiencies of core technology development projects, conducted by Ministry of Trade, Industry and Energy, are compared. In the process, DEA (Data Envelopment Analysis) is utilized as a main technique for comparing efficiencies. For DEA, input oriented BCC Model is adopted with government grant, recipient expenditure, the number of participating institutions, and project duration as input factors, and the number of patents, the number of papers, and occurred sales as output factors. As a result, next generation mobile communication project turns out to be the most efficient project of all. Therefore, next generation mobile communication project should be benchmarked for the other projects to follow. However, these results should be used only for reference data since every project has a different objective and, of course, is run under a different environment.

Research on the Development Efficiency of Tourism in the Non-Pearl River Delta of Guangdong

  • Lin, Jia-Zheng;Kim, Hyung-Ho
    • International Journal of Advanced Culture Technology
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    • v.9 no.3
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    • pp.34-45
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    • 2021
  • On February 18, 2019, the Chinese government officially released the Outline of the Development Plan for the Guangdong-Hong Kong-Macao Greater Bay Area, which will lead the country in a new round of reform and opening-up. The Greater Bay Area will become a dynamic world-class city cluster, an international scientific and technological innovation center with global influence, an important support for the development of the "One Belt And One Road", a demonstration area for in-depth cooperation between the mainland and Hong Kong and Macao, and a high-quality living area for living, working and traveling. Non-Pearl River Delta(Non-PRD) cities in Guangdong Province are adjacent to the Guangdong-Hong Kong-Macao Greater Bay Area, so it is of practical significance to promote the high-quality development of urban tourism from an international perspective. Based on the panel data released in Guangdong Yearbook 2019, this paper uses the envelopment data analysis (DEA) method to explore ways to promote the high-quality tourism development of Non-PRD cities in Guangdong Province based on the perspective of international development.

A Study on the Extracting the Core Input and Output Variables in Korean Seaports by DEA and PCA Approach (DEA와 PCA에 의한 항만의 핵심 투입-산출변수의 추출방법)

  • Park, Ro-Kyung
    • Journal of Navigation and Port Research
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    • v.30 no.10 s.116
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    • pp.793-800
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    • 2006
  • The purpose of this paper is to show a way for extracting the core input and output variable in Korean seaports by using principal component analysis and DEA(data envelopment analysis). Two inputs(birthing capacity, and cargo handling capacity) and three outputs(export cargo handling amount, import cargo handling amount, and number of ship calls), and three cross sectional data(1995, 2000, and 2004) for 26 Korean seaports are considered for measuring the efficiencies of 21 DEA models. 21 models can be treated as variables and efficiencies as observations for extracting the core inputs and outputs variables by using principal component analysis. An empirical main result indicates that core input variable is cargo handling capacity, and core output is the number of ship calls. The Korean seaport authority can adopt the DEA and principal component analysis for deciding the development and investment to each seaport.

A Study on the Efficiency Analysis of Specialty Construction Industry Type (전문건설업 유형별 효율성 분석 연구)

  • Kim, Ye-Jung;Yoo, Dong-Young;Park, Sun-Gu
    • The Journal of the Korea Contents Association
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    • v.19 no.5
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    • pp.64-73
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    • 2019
  • This study analyzed the efficiency by using the DEA model to evaluate the competitiveness of specialty construction firms. The target of the analysis is 300 firms with continuous data from 2010 to 2017 as listed and externally listed firms. Significant analysis results are as follows. First, the efficiency of specialty construction firms is lower than that of general construction industry. Second, efficiency by type was highest in facilities construction and dismantling work. This shows that the relevant industries such as reinforced concrete works and scaffolding and demolition work are relatively efficient in specialty construction industry. Third, the efficiency of specialty construction industry is affected by economic fluctuations. When the construction industry is in the expansion phase, the efficiency value is high and the efficiency value is low in the down phase. Finally, in the scale profitability analysis, specialty construction industry was most analyzed by DRS. This means that it is effective to scale down for the efficiency of the firm.

A DEA Analysis of the Effect of High Efficient Pitchers on the Team's Advance to the Post Season of the Korean Baseball League (한국프로야구에서 효율성 높은 투수가 팀의 포스트 시즌 진출에 미치는 영향: DEA 활용 분석)

  • Kim, Jae-Hong;Hwang, Seung-June
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.45 no.2
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    • pp.30-36
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    • 2022
  • This study analyzed the relationship between efficient pitchers and teams advancing to the postseason in Korean professional baseball through DEA. A total of 1,133 pitchers who threw more than one inning from the 2014 season to the 2018 season were selected for this study. For DEA analysis, input variables were selected as annual salary and inning output variables as Wins, Saves, and Holds and the number of efficient pitchers for each season was classified using the input-oriented BCC model. After that, it was divided into two groups based on joining the postseason or not, and the number of efficient pitchers was compared through a prop test. As a result of the analysis, the groups that advanced to the postseason in the rest of the season except for the 2014 and 2017 seasons had more efficient pitchers. Considering that the 2014 season recorded the highest WAR (Wins Above Replacement) at 183.56 compared to other seasons, most pitchers threw well, and in the 2017 season, they made more mistakes in pitching than in other seasons, but they performed well in batters. The results of this study have expanded the research field using efficiency analysis in professional baseball and can be used as useful data for practical research.

Multi -Criteria ABC Inventory Classification Using Context-Dependent DEA (컨텍스트 의존 DEA를 활용한 다기준 ABC 재고 분류 방법)

  • Park, Jae-Hun;Lim, Sung-Mook;Bae, Hye-Rim
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.33 no.4
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    • pp.69-78
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    • 2010
  • Multi-criteria ABC inventory classification is one of the most widely employed techniques for efficient inventory control, and it considers more than one criterion for categorizing inventory items into groups of different importance. Recently, Ramanathan (2006) proposed a weighted linear optimization (WLO) model for the problem of multi-criteria ABC inventory classification. The WLO model generates a set of criteria weights for each item and assigns a normalized score to each item for ABC analysis. Although the WLO model is considered to have many advantages, it has a limitation that many items can share the same optimal efficiency score. This limitation can hinder a precise classification of inventory items. To overcome this deficiency, we propose a context-dependent DEA based method for multi-criteria ABC inventory classification problems. In the proposed model, items are first stratified into several efficiency levels, and then the relative attractiveness of each item is measured with respect to less efficient ones. Based on this attractiveness measure, items can be further discriminated in terms of their importance. By a comparative study between the proposed model and the WLO model, we argue that the proposed model can provide a more reasonable and accurate classification of inventory items.

A Comparative Study on Efficiency of Technologically Innovative Activities between Manufacturing and Service Industries Using DEA (DEA를 활용한 제조 및 서비스 산업의 기술혁신활동 효율성 비교 연구)

  • Suh, Yong-Yoon;Kim, Moon-Soo
    • IE interfaces
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    • v.24 no.4
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    • pp.330-340
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    • 2011
  • This research aims at conducting a comparative study on the relative efficiency of technologically innovative activities between manufacturing and service industries using data envelopment analysis (DEA). First, as an individual approach, efficiency of technologically innovative activities between manufacturing and service industries is separately evaluated. The results show that efficiency of both industries is similarly low, but patterns of technologically innovative activities differ from each other. Manufacturing industries usually do innovation focusing on various outputs with a single input, whereas service industries tend to do innovation emphasizing on a single output with mixed inputs. Second, as a holistic approach to both industries, efficiency is collectively assessed. The analysis demonstrates that efficiency of service industries is higher than that of manufacturing industries, and there are similar patterns of technologically innovative activities between both manufacturing and service industries. This study provides industrial managers with policy implications based on similarities and differences between manufacturing and service industries.

A Study on an Evaluation Method for LCD TV Products Using Axiomatic Design based Hybrid AHP/DEA Model (공리적 설계 기반의 AHP/DEA 혼합모형을 이용한 LCD TV평가방법에 관한 연구)

  • Choi, Min-Soo;Kim, Woo-Je;Cho, Hyun-Ki;Park, Se-Jung
    • Korean Management Science Review
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    • v.29 no.1
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    • pp.33-56
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    • 2012
  • Domestic LCD TV market is composed of two groups of products produced by major firms and small and medium enterprises. The major companies make the price relatively high, but the other makes lower in the same sizes. The model of the low price products does not make consumers choice when they choose LCD TV. This makes the questions of capability between difference price products. The reason above mentioned, the firms that include group of comparatively lower price, are worried about not increasing sale because of prejudice. This study is to find any interrelationship and evaluate the efficiency between the products using performance, exterior and brand power of product. In order to do this, a hybrid AHP/DEA evaluation model for comparison/valuation of LCD TV products is developed. The proposed process is; first, to derive hierarchy structure of LCD TV evaluation criteria using axiomatic design, second, to calculate the score of each LCD TV product through AHP analysis including weight calculation of evaluation criteria, and last, to evaluate the efficiency of LCD TV product by applying DEA by defining product scores as output and prices as input. It concludes that the high price products shows good efficiency, but there are some products with good exterior and brand power, not performance, also presenting good efficiency.

Scale Efficiency and Fishing Capacity Analysis for Large Pair-Trawl Vessels in Korean Waters (한국 근해 쌍끌이 대형기선저인망어선의 규모별 효율성과 어회능력 활용도 평가)

  • Lee, Dong-Woo;Lee, Jae-Bong;Jung, Suk-Geun;Kim, Yeong-Hye
    • Korean Journal of Fisheries and Aquatic Sciences
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    • v.41 no.6
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    • pp.485-492
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    • 2008
  • To propose proper vessel characteristics for sustainable fisheries in Korean waters, we analyzed the fishing capacity, scale efficiency and utilization of large pair-trawl vessels based on the database of catch, effort and vessel characteristics (gross tonnage and engine power) in 1990 by applying data envelopment analysis (DEA). The input factors were gross tonnage, horse power and days operated; whereas the output factor was expected catch by vessel characteristics. The optimal vessel types, selected based on the input-oriented technical efficiency and gross tonnages, was 100 GT with engine power <600 HP. The output-oriented unbiased estimate of capacity utilization (CD) decreased with increasing vessel tonnage. For the same tonnage vessels, the CD decreased with increasing engine power.