• Title/Summary/Keyword: DEA 모델

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The development of a back analysis program for subsea tunnel stability under operation: longitudinal direction (운영 중 해저 터널의 안정성 평가를 위한 역해석 프로그램 개발: 종단방향)

  • An, Joon-Sang;Kim, Byung-Chan;Moon, Hyun-Koo;Song, Ki-Il
    • Journal of Korean Tunnelling and Underground Space Association
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    • v.18 no.6
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    • pp.545-556
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    • 2016
  • If a back analysis is used in various measurement information for the estimation of an operating subsea tunnel safety, it is possible to obtain the results within efficient error rate. With such a commercial geotechnical analysis program as FLAC3D, back analysis is performed with a DEA which was validated in previous studies. However, there is a problem that is relatively a time-consuming analysis. For this reason, beam-spring model-based FEM solver which takes shorter relative analysis time, was developed by Python language, and then combined with the built-DEA. In order to consider the assessment of safety of an operation tunnel near real-time, a program for longitudinal direction tunnel was developed due to its relative easy development for analysis solver engine.

The development of a back analysis program for subsea tunnel stability under operation: transversal tunnel section (운영 중 해저 터널의 안정성 평가를 위한 역해석 프로그램 개발: 횡단방향)

  • An, Joon-Sang;Kim, Byung-Chan;Lee, Sang-Hyun;Song, Ki-Il
    • Journal of Korean Tunnelling and Underground Space Association
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    • v.19 no.2
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    • pp.195-212
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    • 2017
  • When back analysis is used for the assessment of an operating subsea tunnel safety in various measurement information such as stress, water pressure and tunnel lining and ground stiffness degradation, the reliable results within tolerable error rate can be obtained. By utilizing a commercial geotechnical analysis program FLAC3D, back analysis can be performed with a DEA which has already been successfully validated in previous studies. However, relative more time-consumption is the drawback of this approach. For this reason, this study introduced beam-spring model-based on FEM solver which uses less analysis time relatively. Beam-spring program capable of structural analysis of a circular tunnel section was developed by using Python language and combined with the built-DEA. From the measurement datum, expected to estimate the stability of an operation tunnel close to real-time.

An Evaluation of the Efficiency of Information Protection Activities of Private Companies (기업의 정보보호활동의 효율성 평가)

  • Choi, Won-Nyeong;Kim, Woo-Je;Kook, Kwang-Ho
    • Convergence Security Journal
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    • v.18 no.5_1
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    • pp.25-32
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    • 2018
  • Cyber hackings are increasing and becoming more intelligent. The government and private companies conduct various information protection activities by investing lots of money and employing security personnel to protect import ant assets and personal information. It is important to evaluate the efficiency of the information protection activities that cost lots of money and manpower. However, the studies on the efficiency of the information protection activities were mainly conducted for government agencies the information of which is more readily available. This study suggests a model that can evaluate the efficiency of the activities of information protection and information security certification of various private companies. Our model evaluates the efficiency of the information protection activities by applying AHP and DEA on the information that are publicly announced by the private companies. Our model identifies the DMUs that are efficiently operated and suggests the improvement policies for the DMU that are non-efficiently operated.

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A Simulation Study on the Carbon Dioxide Removal Process Using Aqueous Amine Solution in the GTL Process (GTL 공정에서 아민 수용액을 이용한 이산화탄소 제거공정의 전산모사에 대한 연구)

  • Cho, Jung-Ho;Lee, Ji-Hwan
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.12 no.7
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    • pp.3334-3340
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    • 2011
  • In this study, a computer simulation work has been performed for the carbon dioxide removal process using aqueous amine solution in the GTL (Gas To Liquids) process. 30wt% DEA(diethnaol amine) aqueous solution was utilized as a carbon dioxide remvoal agent and an absorber-stripper two-columns configuration was used. Kent-Eisenburg modeling equation built-in amine specicial package was used for the modeling of the carbon dioxide removal process. PRO/II with PROVISION 9.0, a commercial process simulator was used. Through this simulation study, heat and material balance was obtained and packing column diameter and column height were also estimated.

An Exploratory Performance Analysis of The Forest Sector R&D Program (산림분야 기후변화대응 R&D사업에 대한 탐색적 성과분석 : 효율성 관점에서 DEA분석을 중심으로)

  • Moon, Kwan-sik;Lim, Chae-hong;Ahn, Kyung-sup
    • Journal of Digital Convergence
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    • v.14 no.8
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    • pp.47-56
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    • 2016
  • This study is on the actual analysis of R&D investment effect through DEA in terms of efficiency resulted from forestry sector climate change response R&D project. Namely, it is clarifying the mechanism of the scientific, technological, social performance result and output, depending on research development cost, employment size as same input. Also, it is in-depth analysis on which performance operates more efficiently in any detailed business. With the study result, we seek political implications to enhance investment effect and core element to consider R&D business project in the future.

Decision support model for improving the efficiency of mail center (우편집중국의 운영효율성 개선을 위한 의사결정지원 모델에 대한 연구)

  • Kim, Dae-Gi;Choe, Jae-Pil
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2004.05a
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    • pp.586-589
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    • 2004
  • This paper attempts to propose the decision support model, which can be employed for 22 mail centers to improve their operational efficiency and competitive. This model deals with both DEA method and system dynamics model. DEA is a management tool aimed to determine relative efficiency of independent decision making unit. We measured the relative efficiency between mail centers using CCR model and tried to find the reason for inefficiency mail centers. Also, we introduced the system dynamics model to present the strategic policy for mail center to strengthen their efficiency.

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Developing a Method for Diagnosing the Banking Industry (은행산업 진단방법론 개발)

  • Park, Kyung-Bo;Hong, Jong-Yi
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.1
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    • pp.255-265
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    • 2015
  • The globalization of the banking industry has highlighted the importance of the internal stability of the banks. For internal stability, the efficiency and productivity of the bank becomes more important, and the bank must be improved. To improve the efficiency and productivity, a methodology for analyzing the current state of the bank's needs was made based on the BCC of DEA and the Malmquist productivity index. This model was developed as a diagnostic method that can analyze the efficiency and productivity of the bank. As a result of the analysis, the position of the bank and the position of the model studied were similar. The BCC-Malmquist model can be applied to the other areas and provide a management strategy.

Efficiency Assessment of China's Yangtze River Ports- Based on the 3-Stage DEA (중국 양쯔강(장강) 내륙항만의 효율성 평가 - 3단계 DEA 모델을 토대로)

  • Xi-Na Ji;Kyoung-Suk Choi
    • Korea Trade Review
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    • v.48 no.1
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    • pp.215-241
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    • 2023
  • As competition between ports intensifies, port efficiency has always been a hot topic in the port and shipping economy. Boosting regional and national economies by improving port efficiency and promoting sustainable development of ports is also a concern for port operators and local and national governments. In this situation, this study has the following objectives. First, using panel data from 2010 to 2017, the efficiency of 14 major inland ports along the Yangtze River was analyzed, and changes in port efficiency over time were examined. Second, 14 inland ports are divided into the middle, upper, and lower Yangtze River port groups to compare and review differences in efficiency levels of ports by basin. For the study, we applied a three-step DEA analysis method, which evaluated the pure relative efficiency of the port itself by removing the effects of environmental factors and statistical noise that could affect the efficiency evaluation and presented the results. As a result, it was confirmed that there was a clear difference in the efficiency value of the port between the first-stage and the third-stage efficiency evaluation result. In addition, the downstream ports showed relatively high efficiency compared to the middle and upstream ports.

The Change of Tourism Industry Efficiency in Heilongjiang Province under the Background of Northeast Revitalization Strategy (동북진흥전략 배경하에서 흑룡강성 관광산업의 효율성 변화)

  • Lei Wang;Gi young Chung
    • Industry Promotion Research
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    • v.9 no.3
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    • pp.295-309
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    • 2024
  • With the implementation of the Northeast Revitalization Strategy, the tourism industry in Heilongjiang Province had an increasingly greater impact on regional economic development. Based on the tourism panel data of Heilongjiang Province from 2005 to 2021, this paper used DEA-BCC and Malmquist Index to analyze the static and dynamic changes of the tourism industry.The results of the study were as follows: (1) Static: The OE value reached strong DEA effectiveness in 2010, 2013, and 2019, indicated that tourism resources had been fully utilized. The SE value changed dramatically between 0.354 and 1, and the PTE value approached 1. OE was mainly affected by SE changes. (2) Dynamic: The total factor productivity (TFP) was overall greater than 1 and grew at an average annual rate of 13.8%. The variation in TFP was primarily influenced by the index of technological progress, indicated that the tourism industry in Heilongjiang Province made full use of technology for resource development, with a relatively high level of development efficiency. Therefore, the future focus of Heilongjiang Province's tourism industry will be on adjustments in industrial scale, technological innovation, and policy optimization.

Lightweight Language Models based on SVD for Document-Grounded Response Generation (SVD에 기반한 모델 경량화를 통한 문서 그라운딩된 응답 생성)

  • Geom Lee;Dea-ryong Seo;Dong-Hyeon Jeon;In-ho Kang;Seung-Hoon Na
    • Annual Conference on Human and Language Technology
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    • 2023.10a
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    • pp.638-643
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    • 2023
  • 문서 기반 대화 시스템은 크게 질문으로부터 문서를 검색하는 과정과 응답 텍스트를 생성하는 과정으로 나뉜다. 이러한 대화 시스템의 응답 생성 과정에 디코더 기반 LLM을 사용하기 위해서 사전 학습된 LLM을 미세 조정한다면 많은 메모리, 연산 자원이 소모된다. 본 연구에서는 SVD에 기반한 LLM의 경량화를 시도한다. 사전 학습된 polyglot-ko 모델의 행렬을 SVD로 분해한 뒤, full-fine-tuning 해보고, LoRA를 붙여서 미세 조정 해본 뒤, 원본 모델을 미세 조정한 것과 점수를 비교하고, 정성평가를 수행하여 경량화된 모델의 응답 생성 성능을 평가한다. 문서 기반 대화를 위한 한국어 대화 데이터셋인 KoDoc2Dial에 대하여 평가한다.

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