• Title/Summary/Keyword: lightweighting

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A study on passenger air bag housing by injection molding analysis (자동차 승객용 에어백 하우징의 사출성형 해석 연구)

  • Choi, Doo-Yeol;Park, Jae-Il;Hong, Seok-Moo;Choi, Kye-Kwang;Han, Seong-Ryeol
    • Design & Manufacturing
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    • v.9 no.3
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    • pp.9-13
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    • 2015
  • Plastic material has been applied to many automobile parts with the automotive lightweighting trend. In this study, a passenger air bag(PAB) housing which is produced by steel material in the present were molded using a plastics material. Before design and making of a mold for the PAB housing molding, it was carried out injection molding analysis. By analyzing the deformation results, the correction dimension for mold designing was determined. The design and manufacturing the mold applied the correction dimension were conducted. It was performed actual injection molding. The warpage value of the PAB housing was similar to the warpage of the injection molding analysis.

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Development of Safety Strap to Prevent Fall Accidents (추락 사고 방지를 위한 안전대 개발)

  • Lim, kyeongmin;Jang, Myunghoun
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2021.05a
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    • pp.159-160
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    • 2021
  • Every year on a construction site safety scale of the crash of an accident, but the large and small, accounting for more than half. In Construction Field wearing safety belts for their safety, but the impact of fracture, including the risk of injury occurs. Accordingly, the death as well as by the crash, injuries that can reduce the size of the invention was driven by safety belts.

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Analysis on Lightweight Methods of On-Device AI Vision Model for Intelligent Edge Computing Devices (지능형 엣지 컴퓨팅 기기를 위한 온디바이스 AI 비전 모델의 경량화 방식 분석)

  • Hye-Hyeon Ju;Namhi Kang
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.24 no.1
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    • pp.1-8
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    • 2024
  • On-device AI technology, which can operate AI models at the edge devices to support real-time processing and privacy enhancement, is attracting attention. As intelligent IoT is applied to various industries, services utilizing the on-device AI technology are increasing significantly. However, general deep learning models require a lot of computational resources for inference and learning. Therefore, various lightweighting methods such as quantization and pruning have been suggested to operate deep learning models in embedded edge devices. Among the lightweighting methods, we analyze how to lightweight and apply deep learning models to edge computing devices, focusing on pruning technology in this paper. In particular, we utilize dynamic and static pruning techniques to evaluate the inference speed, accuracy, and memory usage of a lightweight AI vision model. The content analyzed in this paper can be used for intelligent video control systems or video security systems in autonomous vehicles, where real-time processing are highly required. In addition, it is expected that the content can be used more effectively in various IoT services and industries.

Effect of Heat Treatments on the Hydroformability of Aluminum Tubes (알루미늄 관재의 액압성형성에 미치는 열처리의 영향)

  • Lee, M.Y.;Kang, C.Y.
    • Journal of the Korean Society for Heat Treatment
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    • v.17 no.3
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    • pp.146-150
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    • 2004
  • Because of the social needs for energy saving and the rigid environmental regulation, the development of light materials and new economical manufacturing technologies have been actively investigated. Recently, the hydroforming of high strength aluminum tube has attracted great interest due to its good strength-to-weight ratio, which could play an important role in lightweighting of automobile. However, the limited formability of high strength aluminum alloys is considered to hinder the active application of the hydroforming process. In this paper, the hydroformability of aluminum tubes with different heat treatments was investigated as the basic research of the hydroforming process for the high strength aluminum tubes.

Wanda Pruning for Lightweighting Korean Language Model (Wanda Pruning에 기반한 한국어 언어 모델 경량화)

  • Jun-Ho Yoon;Daeryong Seo;Donghyeon Jeon;Inho Kang;Seung-Hoon Na
    • Annual Conference on Human and Language Technology
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    • 2023.10a
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    • pp.437-442
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    • 2023
  • 최근에 등장한 대규모 언어 모델은 다양한 언어 처리 작업에서 놀라운 성능을 발휘하고 있다. 그러나 이러한 모델의 크기와 복잡성 때문에 모델 경량화의 필요성이 대두되고 있다. Pruning은 이러한 경량화 전략 중 하나로, 모델의 가중치나 연결의 일부를 제거하여 크기를 줄이면서도 동시에 성능을 최적화하는 방법을 제시한다. 본 논문에서는 한국어 언어 모델인 Polyglot-Ko에 Wanda[1] 기법을 적용하여 Pruning 작업을 수행하였다. 그리고 이를 통해 가중치가 제거된 모델의 Perplexity, Zero-shot 성능, 그리고 Fine-tuning 후의 성능을 분석하였다. 실험 결과, Wanda-50%, 4:8 Sparsity 패턴, 2:4 Sparsity 패턴의 순서로 높은 성능을 나타냈으며, 특히 일부 조건에서는 기존의 Dense 모델보다 더 뛰어난 성능을 보였다. 이러한 결과는 오늘날 대규모 언어 모델 중심의 연구에서 Pruning 기법의 효과와 그 중요성을 재확인하는 계기가 되었다.

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A Study on the Development of Electric Resistance Welding of DP780 Grade Steel for Hydroforming Tube (하이드로포밍용 DP780MPa급 강판의 전기저항용접 강관 개발에 관한 연구)

  • Park, Sungpill;Kwon, Yongjai
    • Transactions of the Korean Society of Automotive Engineers
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    • v.23 no.3
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    • pp.279-286
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    • 2015
  • To achieve lightweight design, research & development of various lightweighting technologies such as hydroforming are underway worldwide. In the case of hydroforming, application of ultra high strength steel is essential for weight reduction of the car. However, considering common high-strength carbon steel, it is not suitable to the actual hydroformed parts since the lack of formability. DP steel offers an outstanding combination of strength and formability as a result of their microstructure. DP steel has high strength and good formability but it's difficult to secure stable quality of welding section because of softening of weld section and chemical composition. Therefore, most of companies use LASER welding when making high strength tube. Electric resistance welding is excellent production method for steel tube manufacturing considering the productivity. Optimum electric resistance welding technology is needed to be developed for application of high strength hydroformed parts using DP steel. This study is comprehensive research & development from electric resistance welding to actual formabililty evaluation.

Large Aspheric Optics and Its Applications (대구경 비구면 광학기술과 응용)

  • Lee, Yun-Woo;Moon, Il Kweon;Kihm, Hagyong;Yang, Ho-Soon
    • Korean Journal of Optics and Photonics
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    • v.24 no.3
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    • pp.111-119
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    • 2013
  • A large aspheric mirror is a key component for large astronomical telescopes and high resolution satellite cameras. Since it is large and has an aspheric form, it is much more difficult to fabricate it compared to the similar size of spherical mirror. Especially, the opto-mechanical design and analysis is critical to reduce the deformation of mirror surface due to the external forces such as gravity or temperature change, as the mirror size is larger and lightweighting ratio is increased. The design requirements for the mirror are different depending on the particular ground and space applications because the environmental conditions are changed. In this paper, we explain the opto-mechanical design and analysis for ground and space applications that are among the most difficult to achieve among several technologies related to development of the large aspheric mirror.

Welding Technical Trend of High Hardness Armour Steel for Combat Vehicle (장갑판재용 고경도 강판의 용접 기술동향)

  • Jeong, Youngcheol;Kim, Chankyu;Lee, Seungjun;Jung, Yongmun;Park, Choulsoo;Lee, Byungsuk;Park, Taewon;Kim, Hongkyu;Cho, Young Tae
    • Journal of the Korea Institute of Military Science and Technology
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    • v.22 no.3
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    • pp.299-310
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    • 2019
  • Increase of combat capability through the lightweighting of vehicles has been internationally issued. One of the methods for lightening is applying high hardness armor(HHA) steel which is outstanding ballistic performance and protection performance compared to weight. Development of HHA steel is currently completed in America, United Kingdom, Australia and Germany. It is used for not only combat vehicle, but also various combat device. Korea is developing new material of HHA steel according to this trend. When such HHA steel is applied to structure, welding process is used for connection of the structure. Cracks from hydrogen embrittlement and cold cracking are easily generated in welds of HHA steel and it greatly affects the strength of all structure. Decrease of strength from welding defect is critical to combat capability. Therefore, welding process optimization is important for performing the role of structure. In this study, international welding technology is reviewed through scientific research paper and patent.

Low-cost Fiber Bragg Grating Interrogator Design for Unmanned Aircraft (무인 항공기를 위한 저가형 FBG 인터로게이터 설계)

  • Hong, Jae-Beom;Hong, Gyo-Young
    • Journal of Advanced Navigation Technology
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    • v.24 no.6
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    • pp.465-470
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    • 2020
  • Complex materials are widely used in aviation industries where lightweighting is essential because they have lighter properties than metals. However, composite materials can cause defects such as internal void formation, poor adhesive mixing, and non-adhesive parts during the production process, and there is a risk of micro-cracking and interlayer separation due to low energy impact. Therefore, a structural damage test is essential. As a result, structural integrity monitoring using FBG is drawing attention. Compared to conventional electrical sensors, FBG has the advantage of being more corrosion-resistant and multiplexed without being affected by electrical noise. However, interloggers measuring FBG are expensive and have a large disadvantage because they are made on the premise of measuring large structures. In this paper, low-cost interloggers were designed for use in unmanned or small aircraft using optical switche, WDM filter, and LTFs, and compared to conventional high-priced interrogator.