• Proceedings of the Korean Society of Broadcast Engineers Conference
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• 2022.06a
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• pp.1336-1338
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• 2022

폐기물 관리는 전 세계적으로 환경, 사회, 경제 문제를 일으키고 있다. 이러한 문제를 예방하고자 폐기물을 효율적으로 관리하기 위해, 인공지능을 통한 연구를 제안하고 있다. 따라서 본 논문에서는 GAN 기반 데이터 증강을 통한 폐기물 객체 인식모델을 제안한다. Open Images Dataset V6와 AI Hub의 공공 데이터 셋을 융합하여 폐기물 품목에 해당하는 이미지들을 정제하고 라벨링한다. 이때, 실제 배출환경에서 발생할 수 있는 장애물로 인한 일부분만 노출된 폐기물, 부분 파손, 눕혀져 배출, 다양한 색상 등의 인식저해요소를 모델 학습에 반영할 수 있도록 일반적인 데이터 증강과 GAN을 통한 데이터 증강을 병합 사용한다. 이후 YOLOv4 기반 폐기물 이미지 인식 모델 학습을 진행하고, 학습된 이미지 인식 모델에 대한 검증 및 평가를 mAP, F1-Score로 진행한다. 이를 통해 향후 스마트폰 애플리케이션과 융합하여 효율적인 폐기물 관리 체계를 구축할 수 있을 것이다.

• Proceedings of the Korean Institute of Building Construction Conference
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• 2022.11a
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• pp.103-104
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• 2022

In Korea, the occurrence and risk of similar fires are high, so setting up fire prevention measures through fire case investigation is considered the most basic measure in securing human safety. In particular, calculation of evacuation capacity in evacuation safety design of buildings is the most important factor that directly affects evacuation safety performance. However domestic standards is not consider about occupant characteristics. also the case of domestic, it has the problem that the law is partially applied when the fire safety design of buildings. Therefore, the purpose of this study is to study the current status and related regulations of the life safety code for the application of high fire risk buildings, and to analyze the difference in evacuation time through Case Study.

• Proceedings of the Korea Information Processing Society Conference
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• 2022.05a
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• pp.643-644
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• 2022

시청각 중복 장애인은 타인과 의사소통에 어려움이 있기 때문에 이에 대한 연구가 필요하다. 본 논문에서는 시청각 중복 장애인이 타인과 실시간 의사소통이 가능한 팔목 보호대 형태의 Google Cloud Speech API 기반 점자 단말기를 제안한다. 점자 단말기에는 심박, 온도, 인바디 센서를 부착하여 착용자의 건강상태를 분석한다. 또한 타인과 실시간 소통을 위해 점자 출력 닷 셀 6 개와 점자 입력버튼을 2 × 3 형태로 배치하여 STT 를 통해 타인의 음성을 점자형태로 출력하여 읽거나 점자를 입력하여 TTS 를이용해 타인에게 스피커를 통해 의사를 전달할 수 있다. 이를 통해 시청각 중복 장애인들은 타인과 실시간 의사소통과 정보 취득에 자유로워질 수 있다.

• Transactions of the Korean hydrogen and new energy society
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• v.33 no.1
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• pp.61-66
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• 2022

In order to introduce the hydrogen economy and increase supply, research in the field of hydrogen production is being actively conducted. Among the hydrogen production methods, the method of steam reforming from natural gas and producing it currently accounts for about 50% of the global hydrogen production. In the method of steam reforming process, hydrogen can be produced by adding a reformer to an existing natural gas supply pipe. Because of these advantages, it is evaluated as a realistic production method at present in Korea, where the city gas supply chain is well established. But there is concern in that it is highly likely to be installed in downtown areas and residential spaces. In this study, the risk of the process of steam reforming to produce hydrogen was reviewed.

• Proceedings of the Korean Institute of Building Construction Conference
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• 2020.11a
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• pp.59-60
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• 2020

Large fires continue to spread throughout the building, including the fire in Uijeongbu in 2015, the fire in Jecheon in 2017, and the fire in Miryang in 2018. According to the above fire case investigation, major problems were the fire resistance performance of compartment members such as fire doors, the fire spread due to damage to exterior wall openings, and smoke spread through vertical openings. However, in South Korea, only specification design is implemented for buildings that are not subject to performance design. In addition, the analysis of the fire resistance performance standards of building members in the specification design showed that fire doors were not specified in detail for 60 minutes of insulation performance and 60 minutes of fire resistance performance of E/V doors, limiting the prevention of fire spread. Therefore, the purpose of this research is to prepare measures to prevent the spread of fire by presenting simple transplants for calculating the required fire time according to the architectural design conditions for the performance design of the components of the fire room according to the purpose of use of the front of the building.

• Proceedings of the Korean Institute of Building Construction Conference
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• 2018.11a
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• pp.96-97
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• 2018

Facilities used by senior citizens, infants, and disabled people have characteristics that make it difficult to escape on their own or require a lot of evacuation time. Therefore, to ensure safety in case of fire, clear measures for securing safety of facilities, fire response methods, and training are required in accordance with the regulations. In case of postnatal care center facilities, newborn babies and mothers reside 24 hours a day, and as they are located in high-rise and multi-use facilities, measures for fire safety are necessary, but the domestic manual lacks. Accordingly, a field survey for security of the manual revealed that the establishment of awareness and facilities on temporary waiting areas and smoke control, which are easy for evacuation and fire safety, was a problem.

• Proceedings of the Korean Institute of Building Construction Conference
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• 2021.11a
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• pp.116-117
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• 2021

In general, when a building fire occurs, the heat flow rises by buoyancy, which affects the temperature rise of the ceiling. In addition, when the ceiling ignites, the fire spreads rapidly due to horizontal spread and radiant heat. According to the fire investigation, most of the large fires have a common characteristic that the fire spreads to the ceiling and causes many casualties. Therefore, it is considered that it is necessary to review the fire risk of ceiling materials used in buildings to prevent the spread of fire to the ceiling. Therefore, in this study, combustion characteristics such as the amount of heat released and ignition time of each SMC, DMC, and gypsum board were checked using a Cone Calorimeter, and the ignition temperature was calculated by substituting them into the fire theory. As a result, the ignition temperature of SMC was 449K, that of DMC was 1492K, and that of gypsum board was 677K.

• Journal of the Korea Institute of Information Security & Cryptology
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• v.33 no.6
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• pp.1033-1042
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• 2023

This paper proposes a network intrusion detection system that identifies abnormal flows within the network. The majority of datasets commonly used in research lack time-series information, making it challenging to improve detection rates for attacks with fewer instances due to a scarcity of sample data. However, there is insufficient research regarding detection approaches. In this study, we build upon previous research by using the Artificial neural network(ANN) model and a stack ensemble technique in our approach. To address the aforementioned issues, we incorporate temporal information by leveraging adjacent flows and enhance the learning of samples from sparse attacks, thereby improving both the overall detection rate and the detection rate for sparse attacks.

• Journal of Sensor Science and Technology
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• v.30 no.5
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• pp.300-308
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• 2021

Usually, during slaughter, the meat is divided into large chunks by part after deboning. The meat chunks are inspected for the presence of needles with an X-ray scanner. Although needles in the meat chunks are easily detectable, they can also be found in trimmings and meat offals, where meat skins, fat chunks, and pieces of meat from different parts get agglomerated. Detection of needles in trimmings and meat offals becomes challenging because of many needle-like patterns that are detected by the X-ray scanner. This problem can be solved by learning the trimmings or meat offals using deep learning. However, it is not easy to collect a large number of learning patterns in trimmings or meat offals. In this study, we demonstrate the use of deep convolutional generative adversarial network (DCGAN) to create fake images of trimmings or meat offals and train them using a convolution neural network (CNN).

• Journal of Sensor Science and Technology
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• v.28 no.2
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• pp.133-138
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• 2019

The a-InGaZnO (a-IGZO) thin film transistor (TFT) has the advantages of larger mobility than that of amorphous silicon TFTs, acceptable reliability and uniformity over a large area, and low process cost. A capacitive-type touch sensor was studied with an a-IGZO TFT that can be used on the front side of a display due to its transparency. A capacitive sensor detects changes of capacitance between the surface of the finger and the sensor electrode. The capacitance varies according to the distance between the sensor plate and the touching or non-touching of the sensing electrode. A capacitive touch sensor using only one a-IGZO TFT was developed with the reduction of two bus lines, which made it easy to reduce the pixel pitch. The proposed sensor circuit maintained the amplification performance, which was investigated for various drive conditions.