• 한국정보통신학회논문지
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• 제25권1호
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• pp.115-123
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• 2021

생산관리 시스템은 생산 공정 내의 모든 자원의 공정단위 생산계획을 현장에서 실행하는 것은 물론 생산 관련 품질 데이터까지 다루는 공장정보화시스템이다. 인공지능으로 자동화와 연결성이 극대화되는 4차 산업혁명이 화두가 되면서 제조업체들은 스마트 공장 구축에 관심을 보이나 막대한 구축비와 표준화되지 않은 생산 공정은 스마트 공장구축에 걸림돌이 되고 있다. 그래서 본 논문은 노후화된 공장에서 스마트 공장 구축을 위한 제조관리 시스템을 설계 및 구현한다. 철강 선재 공정을 위한 기초 수준의 스마트 공장을 목표로 Web 기반의 제조공정 시스템을 제안한다. 제안 시스템은 REST API를 사용하여 기존 구축된 ERP 시스템과의 연동을 원활히 지원할 것이며 다양한 기기와 다양한 브라우저에서 사용할 수 있도록 확장성을 고려할 것이다. 제안한 WoT 기반 생산관리시스템을 구현하여 실용성을 보이겠다.

• 한국산학기술학회논문지
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• 제22권2호
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• pp.50-56
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• 2021

본 연구는 3D 스캐닝에 대해 고찰하고 건축분야에서의 활용 동향, 시공 이후 공간에 3D 스캐닝 기술을 활용하여 시공 준공도면과 시공 후 데이터를 추출하여 도면과 데이터를 비교하며 기존 시공 준공도면과의 차이점을 도출하고 이를 통해 3D 스캐닝을 활용하여 건축 전반적인 부분에서 어떻게 활용되어야 하는지에 대해 이 연구의 목적이 있다. 현재 3D 스캐닝 기술은 현재 현장에 적용하여 설계, 시공, 안전까지 건축분야 전반적으로 널리 활용되어 지고 있다. 3D스캐닝 데이터와 기존 도면을 비교한 연구 결과는 다음과 같다. 첫째, 외부 형태와 치수는 크게 차이를 보이지 않는다. 둘째, 내부 형태와 치수는 차이를 보이고 있다. 셋째, 실내조명 배치는 모든 건축물에서 차이를 보이고 있다. 3D스캐닝은 준공되기 전 시공 단계에서도 필수적인 요소가 되어야 할 것으로 보이며, 자동화, 로봇 등을 이용하여 지속적인 3D 스캔을 통해 시공 및 안전관리의 효율성을 높이고, 자재관리 등 감리의 목적으로 활용되어야 할 것이며, 이를 통한 BIM, 공정관리 등 건축 전반적인 분야에서의 후속 연구가 필요할 것으로 보인다.

• 한국인공지능학회지
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• 제8권2호
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• pp.17-22
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• 2020

Purpose: After entering the 21st century, a new industrial revolution, i.e. industrial revolution 4.0, which is characterized by intelligence, automation and networking, has opened the curtain of the "industry 4.0" era. In recent years, "low-carbon economy" has been a development goal that has been paid close attention to and adhered to at home and abroad. As a major economic province, Shandong Province has not only brought about rapid economic growth, but also caused rapid environmental deterioration due to its high energy consumption, high dependence and high environmental pollution. In this environment, low-carbon economy has become an inevitable trend in the development of foreign trade in Shandong Province. Based on the current situation of foreign trade in Shandong Province and various existing problems, this paper explores the relationship between low-carbon economy and foreign trade in Shandong Province under this strategic background. Research design, data and methodology: By selecting the data from 2008 to 2017, using the carbon emission coefficient method to measure the CO2 emissions in the past decade, analyzing the impact of ecological factors on trade, selecting the most representative GDP and total imports for regression analysis, it is proved that they have a real impact on CO2 emissions. The total GDP is positively correlated with carbon emissions, while the total import is negatively correlated with carbon emissions. Results:This paper discusses the impact of low-carbon economy on foreign trade of Shandong Province from the perspective of foreign trade. Especially in today's "low-carbon economy" background. Conclusions:it is helpful for relevant departments to formulate relevant policies and promote the sustainable development of foreign trade in Shandong Province.

• International Journal of Internet, Broadcasting and Communication
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• 제14권1호
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• pp.85-94
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• 2022

Recently, consumers who prefer contactless consumption are increasing due to pandemic trends such as Corona 19. This is the driving force for developing the last mile-based logistics ecosystem centered on the online e-commerce market. Lastmile led to the continued development of the logistics industry, but increased the amount of cargo in urban area, and caused social problems such as overcrowding of logistics. The courier service in the logistics base area utilizes the process of visiting the delivery site directly because the courier must precede the loading work of the cargo in the truck for the delivery of the ordered product. Currently, it's carried out as automated logistics equipment such as conveyor belt in unloading or classification stage, but the automation system isn't applied, so the work efficiency is decreasing and the intensity of the courier worker's labor is increased. In particular, small-scale courier workers belonging to the sub-terminal unload at night at underdeveloped facilities outside the city center. Therefore, the productivity of the work is lowered and the risk of safety accidents is exposed, so robot-based loading technology is needed. In this paper, we have derived the top-level concept and requirements of robot-based loading system to increase the flexibility of logistics processing and to ensure the safety of courier drivers. We defined algorithms and motion concepts to increase the cargo loading efficiency of logistics sub-terminals through the requirements of end effector technology, which is important among concepts. Finally, the control technique was proposed to determine and position the load for design input development of the automatic conveyor system.

• Animal Bioscience
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• 제36권1호
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• pp.98-107
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• 2023

Objective: Current quail production is configured as an economic activity in scale. Advancements in quail nutrition have been limited to areas such as breeding and, automation of facilities and ambience. The objective of this study was to evaluate the performance responses, liver and oviduct morphometry, and liver histology of Japanese laying quails subjected to different levels of nitrogen-corrected apparent metabolizable energy (MEn). Methods: A completely random design was used that consisted of nine levels of MEn, six replicates, and five hens per cage with a total of 270 quails. The experimental period lasted for 10 weeks. The variables of performance were subjected to analysis of variance and then regression analysis using the broken-line model. The morphometric and histological variables were subjected to multivariate exploratory techniques. Results: The MEn levels influenced the responses to zootechnical performance. The broken-line model estimated the maximum responses for feed intake, egg production, egg weight, and egg mass as 3,040, 2,820, 1,802, and 2,960 kcal of MEn per kg of diet, respectively. Multivariate analysis revealed that the occurrence of hepatic steatosis and increased levels of Kupffer cells were not related to MEn levels. Conclusion: The level of 2,960 kcal/kg of MEn meets performance variable requirements without compromising hepatic physiology.

• International Journal of Computer Science & Network Security
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• 제22권6호
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• pp.346-356
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• 2022

The jurisprudential legal rules govern the way Muslims react and interact to daily life. This creates a huge stream of questions, that require highly qualified and well-educated individuals, called Muftis. With Muslims representing almost 25% of the planet population, and the scarcity of qualified Muftis, this creates a demand supply problem calling for Automation solutions. This motivates the application of Artificial Intelligence (AI) to solve this problem, which requires a well-designed Question-Answering (QA) system to solve it. In this work, we propose a QA system, based on retrieval augmented generative transformer model for jurisprudential legal question. The main idea in the proposed architecture is the leverage of both state-of-the art transformer models, and the existing knowledge base of legal sources and question-answers. With the sensitivity of the domain in mind, due to its importance in Muslims daily lives, our design balances between exploitation of knowledge bases, and exploration provided by the generative transformer models. We collect a custom data set of 850,000 entries, that includes the question, answer, and category of the question. Our evaluation methodology is based on both quantitative and qualitative methods. We use metrics like BERTScore and METEOR to evaluate the precision and recall of the system. We also provide many qualitative results that show the quality of the generated answers, and how relevant they are to the asked questions.

• 한국정보통신학회논문지
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• 제26권7호
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• pp.1047-1059
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• 2022

클라우드 컴퓨팅 기술의 발전으로 가상 환경을 기반으로 서비스를 제공하는 컨테이너 기술 또한 발전하고 있다. 컨테이너 오케스트레이션 기술은 클라우드 서비스를 위한 핵심적인 요소이며, 대규모로 구성된 컨테이너를 빌드, 배포, 테스트하는데 자동화로 관리하기 위한 중요한 핵심 기술이 되었다. 최초 구글에 의해 설계되었고, 현재 리눅스 재단에 의해 관리되고 있는 쿠버네티스는 컨테이너 오케스트레이션 중에 하나이며 사실상 표준으로 자리 매김을 하고 있다. 하지만 컨테이너 오케스트레이션 중 쿠버네티스의 사용이 증가하고 있음에도 불구하고, 보안 취약점에 의한 사고사례도 또한 증가하고 있다. 이에 본 논문에서는 쿠버네티스의 취약점을 연구하고, 위협 분석을 통해 개발 초기 또는 설계 단계에서부터 보안을 고려할 수 있는 보안 정책을 제안한다. 특히, STRIDE 위협 모델링을 적용하여 보안 위협을 분류함으로써 구체적인 보안 가이드를 제시하고자 한다.

• KEPCO Journal on Electric Power and Energy
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• 제8권1호
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• pp.5-7
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• 2022

KEPCO's plan is undergoing a trial operation to replace the open-loop section with ring main units configuration where underground distribution lines are installed, by linking the multi-way circuit breakers auto (MCA) on the power side of each pad-mounted transformer. However, ring main units application mentioned above may cause the ripple effects, when implementing the configuration without a study of protection coordination. Because ring main units with classical pre-set protection devices contribution in fault condition didn't consider yet. For the reliable ring main units operation, it is necessary to resolve several protection issues such as the protection coordination with substation side, prevention of the transformer inrush current. These issues can radically deteriorate the distribution system reliability Hence, it is essential to design proper protection coordination to reduce these types of problems. This paper presents a scheme of ring main units' configuration and MCA's settings of time-current curves to preserve the performance of protection coordination among the switchgears considering constraints, e.g. prevention of the ripple effects (on the branch section when a transformer failure occurs and the mainline when a branch line failure occurs). It was confirmed that the propagation of the failure for each interrupter segment could be minimized by applying the proposed TCC and the interrupter settings for the MCAs (branch, transformer). Further, it was verified that the undetected area of the distribution automation system (DAS) could be supplemented by having the MCA configurated ring main units operate first, instead of the internal protection equipment in the transformer such as the fuse, STP when a transformer failure occurs.

• 한국컴퓨터정보학회논문지
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• 제27권11호
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• pp.139-145
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• 2022

소비자들이 원하는 제품이 다양해지면서, 경쟁력 있는 제품을 생산하기 위해 자동화 장비의 종류가 다양해지고, 고도화 되어 가고 있다. 일반적으로 장비들은 운영자가 효율적으로 장비를 감시하고, 신속하게 조작할 수 있도록 사용자용 인터페이스 장치(HMI)를 내장하여 제작하고 있다. HMI 장치는 다양한 산업용 컨트롤러와 연결되기 때문에, 디자인하는 단계에서 다양한 컨트롤러의 통신 프로토콜 등의 요소를 이해하고 설정해야 한다. 비전문가들은 다양한 프로토콜 중 호환 가능한 항목을 선택하는데 어려움이 존재할 뿐만 아니라, 화면과 설정이 정적으로 할당되므로 하나의 기기에서 통합 운용하는데 한계가 존재한다. 본 논문에서는 모바일 장치를 사용하여, QR코드로 장비의 ID, 통신 프로토콜 등의 정보를 스캔하고, 산업용 컨트롤러에 접속하여 원격으로 표시된 장비 화면을 조작할 수 있는 모델을 제안한다. 제안 모델은 하나의 모바일 장치를 활용하여 다양한 자동화 장비의 통신 환경을 쉽게 설정하고, 감시 및 조작할 수 있어 자동화 장비의 점검 및 관리에 효율이 증대될 것으로 기대된다.

• 반도체디스플레이기술학회지
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• 제22권1호
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• pp.134-138
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• 2023

This study focuses on the analysis of the results of computational fluid dynamics simulations of mist-chemical vapor deposition for the growth of an epitaxial wafer in power semiconductor technology using artificial intelligence techniques. The conventional approach of predicting the uniformity of the deposited layer using computational fluid dynamics and design of experimental takes considerable time. To overcome this, artificial intelligence method, which is widely used for optimization, automation, and prediction in various fields, was utilized to analyze the computational fluid dynamics simulation results. The computational fluid dynamics simulation results were analyzed using a supervised deep neural network model for regression analysis. The predicted results were evaluated quantitatively using Euclidean distance calculations. And the Bayesian optimization was used to derive the optimal condition, which results obtained through deep neural network training showed a discrepancy of approximately 4% when compared to the results obtained through computational fluid dynamics analysis. resulted in an increase of 146.2% compared to the previous computational fluid dynamics simulation results. These results are expected to have practical applications in various fields.