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냉동시스템 고장 진단 및 고장유형 분석을 위한 3단계 분류 알고리즘에 관한 연구
이강배,박성호,이희원,이승재,이승현,Lee, Kangbae,Park, Sungho,Lee, Hui-Won,Lee, Seung-Jae,Lee, Seung-hyun 한국융합학회 2021 한국융합학회논문지 Vol.12 No.8
산업의 발전으로 도시화로 인해 건물의 규모가 커지면서, 건물의 공기 정화 및 쾌적한 실내 환경을 유지의 필요성 또한 증가하고 있다. 냉동 시스템의 모니터링 기술의 발전으로 건물 내에 발생하는 전력 소모량을 관리할 수 있게 되었다. 특히 상업용 건물에서 발생하는 전력 소모량 중 약 40%가 냉동 시스템에서 일어난다. 따라서 본 연구 냉동시스템 고장진단 알고리즘을 개발하기 위해서 냉동시스템의 구조를 이해하고, 냉동 시스템의 운영과정에서 발생하는 데이터를 수집 분석하여 다양한 유형과 심각도를 가지는 고장 상황을 조기에 신속하게 탐지 분류하고자 하였다. 특히 분류가 어려운 고장 유형들의 분류 정확도를 향상시키기 위하여 3단계 진단 및 분류 알고리즘을 개발하여 제안하였다. 다수의 실험과 초모수 (hyper parameter) 최적화 과정을 거쳐 각 단계에 적합한 분류 모형으로 SVM과 LGBM에 기반 한 모형을 제시하였다. 본 연구에서는 고장에 영향을 미치는 특성을 최대한 보존하면서, 선행연구에서 어려움을 겪었던 냉매 관련 고장을 포함한 모든 고장 유형을 우수한 결과로 도출하였다. As the size of buildings increases due to urbanization due to the development of industry, the need to purify the air and maintain a comfortable indoor environment is also increasing. With the development of monitoring technology for refrigeration systems, it has become possible to manage the amount of electricity consumed in buildings. In particular, refrigeration systems account for about 40% of power consumption in commercial buildings. Therefore, in order to develop the refrigeration system failure diagnosis algorithm in this study, the purpose of this study was to understand the structure of the refrigeration system, collect and analyze data generated during the operation of the refrigeration system, and quickly detect and classify failure situations with various types and severity . In particular, in order to improve the classification accuracy of failure types that are difficult to classify, a three-step diagnosis and classification algorithm was developed and proposed. A model based on SVM and LGBM was presented as a classification model suitable for each stage after a number of experiments and hyper-parameter optimization process. In this study, the characteristics affecting failure were preserved as much as possible, and all failure types, including refrigerant-related failures, which had been difficult in previous studies, were derived with excellent results.
이강배(Kangbae Lee),백대한(Daehan Baek),김두환(Doohawn Kim) 한국IT서비스학회 2016 한국IT서비스학회지 Vol.15 No.1
In order to maximize profitability by optimizing the entire supply chain process, enterprises have made efforts to apply IT technologies such as POS, MES, and TMS. In addition, academic societies have also made efforts to verify the effects of IT technology introduction through various researches. However, until now, there is almost no research that analyzes the relationship between the IoT, a new IT technology, and the SCM. To study the effect of IoT technology on SCM, this study conducted professional Delphi surveys for three times. Through this method, this study analyzed changes that will be caused by the IoT technology, the priority area in IoT introduction, and the expected difficulty in IoT introduction on SCM. As a result of the Delphi surveys and analyses, it was expected that when IoT technology is introduced, the level of SCM’s IT use and partnership will increase. However, the effect of the increased performance of the supply chain, which includes inventory management and quality control, will become weaker. The reason is that the development of operation and management skills, as well as the improvement of IT technology, are also important elements for the performance improvement of the supply chain. As for the priority area in IoT introduction, it was expected that the effect will be greater when IoT is introduced in customer service, transportation, and delivery areas. As difficulties in IoT technology introduction, such as the shortage of IoT platform development personnel, standardization, integration with the existing system, securing professional manpower, expenses, data management, and operation, were derived, it has thus become necessary for us to exert greater efforts in order to come up with solutions.
거래비용을 고려한 기업 간 공유경제에서의 이익 배분 방안
김두환(Doo Hwan Kim),이강배(Kangbae Lee) 한국산업정보학회 2015 한국산업정보학회논문지 Vol.20 No.4
최근 많은 기업들이 협력을 통하여 투자비용과 위험은 분산시키고, 자원과 이익을 공유하여 경쟁력 강화를 시도하고 있다. 기업 간 공유경제는 기업 간 협력의 한 형태로 기업이 보유하고 있는 유휴자원을 공유하여 그 효용을 높이는 경제적 활동이다. 다양한 이해관계자가 참여하는 기업 간 공유경제에서는 이익의 명확한 배분 방안이 있어야 한다. 따라서 본 연구에서는 기업 간 공유경제를 위한 연합 구성시 발생하는 거래비용을 적용할 수 있는 MST(Minimal Spanning Tree) 방법, 각 참가자들이 주도하여 발생하는 거래비용의 평균, 참가자 간 발생하는 거래비용에 대하여 샤플리 밸류 적용의 3가지 방법을 제안하였다. 또한 협조적 게임이론에 근거한 이익 배분 방법인 이익 균등배분(Equal distribution of gain), 이익 비례배분(Proportional distribution of gain), 샤플리 밸류(Shapley Value)에 거래비용을 적용한 이익 배분 방안을 제시하였다. Currently, many enterprises are trying to allocate the investment costs and risks through collaboration, and strengthen their competitiveness by sharing their resources and gains. Intercorporate sharing economy, a type of intercorporate collaboration, refers to the economic activity to share the idle resources of enterprises and enhance their efficiency. For a successful intercorporate economy with the participation of various stakeholders, there is a need to establish the clear allocation method of gains. Accordingly, this study suggested three methods?the MST method that can apply transaction cost incurred when forming a coalition for sharing economy; the average of transaction cost incurred by each participant, and the Shapley Value application method for the transaction cost incurred between the participants. In addition, this study also suggested gain allocation methods such as the “Equal distribution of gain” method, a gain allocation method based on the Cooperative Game Theory, the the “Proportional distribution of gain” method, and the Shapley Value method that takes in consideration the transaction costs.