• Title/Summary/Keyword: Advanced Manufacturing Industry

검색결과 289건 처리시간 0.023초

Study on Real-time Detection Using Odor Data Based on Mixed Neural Network of CNN and LSTM

  • Gi-Seok Lee;Sang-Hyun Lee
    • International Journal of Advanced Culture Technology
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    • 제11권1호
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    • pp.325-331
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    • 2023
  • In this paper, we propose a mixed neural network structure of CNN and LSTM that can be used to detect or predict odor occurrence, which is most required in manufacturing industry or real life, using odor complex sensors. In addition, the proposed learning model uses a complex odor sensor to receive four types of data such as hydrogen sulfide, ammonia, benzene, and toluene in real time, and applies this data to an inference model to detect and predict odor conditions. The proposed model evaluated the prediction accuracy of the learning model through performance indicators according to accuracy, and the evaluation result showed an average performance of 94% or more.

전과정평가(LCA)에 기반한 터치스크린 모니터 스탠드의 친환경적 기구설계 (Eco-Friendly Mechanical Design of Touch-Screen Monitor Stand through Life-Cycle Assessment(LCA))

  • 이화조;장운근;한훈;조영래;전찬곤
    • 한국산업융합학회 논문집
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    • 제15권4호
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    • pp.117-124
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    • 2012
  • Recent years, many industries acknowledge that environmental substantiality of products must be an essential role and it is one of the major importances for industries to consider the environmental impacts of products at the early stages of product development. This study investigated eco-design parameters and $CO_2-eq$. emissions in each stage of raw material acquisition, manufacturing, transportation, use and disuse in life cycle of touch monitor stand based on Eco-Design. In this study, to fulfill of Eco-Design, the environmental impact assessment of through LCA(Life cycle assessment) was carried out with benchmarking monitor stand and we suggested the direction of new design of touch monitor stand mechanism based on eco-friendly considerations. New design based on LCT(Life Cycle Thinking) showed that the following eco-friendly considerations at the early stage of design to be helpful to reduce GWP(Global Warming Potential) [kg $CO_2-eq$.] in new monitor stand development and it is necessary for Eco-Design process of the product.

다공성 물길의 진공동결건조과정에서 얼 및 물질전달 특성에 관한 연구 (A Study on the Heat and Mass Transfer Characteristics of Vacuum Freeze Drying Process for Porous Media)

  • c. s. song
    • Journal of Advanced Marine Engineering and Technology
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    • 제25권6호
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    • pp.1341-1352
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    • 2001
  • Vacuum freeze drying process by which frozen water in a drying material is removed sublimation under vacuum condition, is now applied to various industrial field such as the manufacturing and packaging of pharmaceuticals in pharmaceutical industry, the drying of bio- products in bio-technology industry, the treatment of various quality food stuff in food technology, and so on. The Knowledge about the heat and mass transfer characteristics related with the vacuum freeze drying process is crucial to improve the efficiency of the process as well as the quality of dried products. In spite of increasing needs for understanding of the process, the research efforts in this fields are still insufficient. In this paper, a numerical code that can predict primary drying in a vial is developed based on the finite volume method with a moving grid system. The calculation program can handle the axis- symmetric and multi-dimensional characteristics of heat and mass transfer of the vial freeze drying process. To demonstrated the usefulness of the present analysis, a practical freeze drying of skim Milk solution in a vial is simulated and various calculation results are presented.

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공작기계 산업의 국제 경쟁력 향상을 위한 연구개발과제 도출 (Extraction of Research and Development Project for Improving the International Competitiveness of Machine Tool Industry)

  • 이석우
    • 한국산학기술학회논문지
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    • 제2권1호
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    • pp.19-30
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    • 2001
  • 공작기계는 산업발전의 기초가 되며 그 나라 기술수준을 반영하는 디자인 가공, 제어, 조립 등과 같은 분야에서 고도의 기술력을 요구하기 때문에 기계류 부품의 생산성 향상 및 품질향상에 큰 영향을 주게된다. 그러나, 국내업체의 경우 능숙한 기술자나 공작기계 개발을 위한 충분한 자본의 확보가 어려워 선진 공작기계 제조업체와의 기술적 차이를 극복하기가 어려운 실정이다. 따라서, 이 논문은 국내의 공작기계 업체가 안고있는 문제점들을 인식하고 국제 경쟁력의 향상을 위해서 국·내외 공작기계 회사의 현 상태 및 연구경향 등을 조사하여 국내 공작기계 업체를 지원하기 위한 국가차원에서의 종합적인 연구개발과제를 도출하고자 한다.

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Lean 6 Sigma에 의한 LCD TV의 Modular Cell Line 구축에 관한 연구 (Study on Construction of Modular Cell Line for LCD TV by Lean 6 Sigma)

  • 정영관;최성대;유종규;정선환
    • 한국산업융합학회 논문집
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    • 제13권1호
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    • pp.49-54
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    • 2010
  • Lean 6 sigma has recently been used to describe a management system which combines lean management and 6 sigma. The marriage between Lean manufacturing and 6 sigma has proven to be a powerful tool for cutting waste and improving the organization operations. Time and quality are the most important metrics in improving any company's production and profit performance. lean 6 sigma is a management innovation for improving production efficiency, process quality, cost reduction, investment efficiency and customer's satisfaction. in this paper, Advanced cell line is builded the home appliance goods of the LCD TV final assembly line of domestic company line, training the multi-skilled man and controlling the production information system based on Lean 6 sigma.

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4차 산업혁명 대응을 위한 국방 무기체계 개발 발전방향 (Development Direction of Defense Weapon System for the 4th Industrial Revolution)

  • 김상훈;최승우;홍성표
    • 한국산업융합학회 논문집
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    • 제22권2호
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    • pp.71-79
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    • 2019
  • Since the announcement of President Klaus Schwab's fourth industrial revolution at the World Economic Forum in Davos, Switzerland in January 2016, the fourth industrial revolution has emerged as a hot topic in our society. The United States, Japan, China, and Germany, which are major advanced nations, are preparing and implementing a strategy and system for responding to the Fourth Industrial Revolution, focusing on information and communication technology (ICT) and manufacturing convergence in response to the fourth industrial revolution era. Korea is announcing the expansion of financial support for R & D investment budget and related industries for major technology related to revolution. In this paper, we analyze the defense R & D project procedure of the Defense Improvement Project, which is responsible for the development of the defense weapon system, and present the development direction of the defense weapon system in accordance with the 4th world industrial revolution trend.

텅스텐 특성에 대한 소결온도의 영향 (Effect on Mechanical Properties of Tungsten by Sintering Temperature)

  • 박광모;이상필;배동수;이진경
    • 한국산업융합학회 논문집
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    • 제24권3호
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    • pp.283-288
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    • 2021
  • A tungsten material using a pressure sintering process and a titanium sintering additive was prepared to evaluate the microstructure, and mechanical properties of flexural strength and hardness. In addition, the reliability on each hardness data was evaluated by analyzing the distribution of the hardness of the tungsten material using the Weibull probability distribution. In particular, the optimal manufacturing conditions were analyzed by analyzing the correlation between the sintering temperature and the mechanical properties of the tungsten sintered body. Although the sintering density of the tungsten material was hardly changed up to 1700 ℃, but it was increased at 1800 ℃. The hardness of the tungsten sintered material increased as the sintering temperature increased, and in particular, the tungsten material sintered at 1800 ℃ showed a high hardness value of about 1790 Hv. It showed relatively excellent flexural strength at a sintering temperature of 1800 ℃.

화학적 방법에 의한 나노시멘트 개발에 관한 기초 연구 (A Fundamental Study on Nano-cement by Chemical Synthesis)

  • 조병완;강석원;윤광원;최지선
    • 콘크리트학회논문집
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    • 제21권6호
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    • pp.713-718
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    • 2009
  • 21세기에 접어들면서 IT, BT, NT, ET 등 첨단 산업은 하루가 다르게 발전하고 있으며, 이러한 추세에 맞추어 시멘트 산업에서도 많은 변화가 진행되고 있다. 또한 시멘트 산업은 에너지 다소비형이며 석회석을 원료로 하고 있어 지구온난화의 주범인 $CO_2$를 배출하여, 환경문제로 인해 가까운 시기에 큰 어려움을 겪을 것으로 예상되고 있다. 이 연구에서는 시멘트 제조과정 중 소성과정에서의 $CO_2$ 발생을 방지하고, 나노 크기의 입자를 시멘트화 함으로써 구조적 치밀성을 유지하여, 고강도화내구성에 유리한 건설재료를 개발하기 위한 일환으로 기존 소성과정을 통한 시멘트 제조방식과 달리, 화학적 방법을 통해 Bottom-up 방식으로 나노 크기의 새로운 개념의 건설재료를 개발하는데 그 목적이 있다. 시멘트 화학성분비에 착안하여 실리카, 알루미나 그리고 Ca 이온을 주재료로, 인공적으로 나노시멘트 분말을 합성하여 입도분석, SEM, EDX를 통해 그 재료적 특성을 파악하고, 모르타르를 제조하여, 강도특성을 측정하였다. 그 결과 평균 168 nm 크기의 나노 입자를 제조 할 수 있었으며, 적정 배합비의 모르타르의 7일 압축강도가 53.9 MPa로 측정되는 등 충분히 건설용 재료로서의 사용이 가능할 것으로 판단되었으나, 건설 분야로 응용을 위한 기초연구로써 보다 많은 연구가 수행되어야 할 것으로 판단된다.

Octamethylcyclotetrasiloxane를 이용한 광섬유 클래드 프리폼 형성 (Formation of Optical Fiber Preform Using Octamethylcyclotetrasiloxane)

  • 최진석;이태균;박성규;이가형;전구식;안성진
    • 한국재료학회지
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    • 제28권1호
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    • pp.6-11
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    • 2018
  • There are various manufacturing processes for pure $SiO_2$ that is used as abrasives, chemicals, filters, and glasses, and in metallurgy and optical industries. In the optical fiber industry, to produce $SiO_2$ preform, $SiCl_4$ is utilized as a raw material. However, the combustion reaction of $SiCl_4$ has caused critical environmental issues, such as ozone deficiency by chlorine compounds, the greenhouse effect by carbon dioxide and corrosive gas such as hydrochloric acid. Thus, finding an alternative source that does not have those environmental issues is important for the future. Octamethylcyclotetrasiloxane (OMCTS or D4) as a chlorine free source is recently promising candidate for the $SiO_2$ preform formation. In this study, we first conducted a vaporizer design to vaporize the OMCTS. The vaporizer for the OMCTS vaporization was produced on the basis of the results of the vaporizer design. The size of the primary particle of the $SiO_2$ formed by OMCTS was less than 100 nm. X-ray diffraction patterns of the $SiO_2$ indicated an amorphous phase. Fourier-transform infrared spectroscopy analysis revealed the Si-O-Si bond without the -OH group.

휴대폰 외장부품 제조기술 공유를 위한 웹기반 플랫폼 개발 (Development of Web-Based Platform System for Sharing Manufacturing Technologies on Housing Parts of Mobile Products)

  • 정태성;윤길상;허영무;이효수;강문진
    • 대한기계학회논문집A
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    • 제37권1호
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    • pp.113-119
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    • 2013
  • 뿌리기술로 불리는 생산기반기술은 국내 주력기간산업과 미래유망산업 관련 제품의 품질 및 생산성을 좌우하는 핵심기술로서 제조산업의 주류를 이루는 중소기업의 경쟁력 강화를 위한 최적의 생산기반기술 관련 지식의 공유 및 확산은 매우 중요하다. 그러나, 생산기반기술은 현장 경험과 숙련 정도에 의존도가 높은 공정기술이기 때문에 이를 지식의 형태로 표준화하여 시스템적으로 공유하기 어렵다. 본 연구에서는 대표적인 모바일 핵심부품 중 하나인 휴대폰 외장부품 제조를 위해 공통적으로 필요한 부품 설계, 금형설계, 금형가공, 사출성형공정 최적화, 표면처리 등의 주요 기반기술의 표준화 및 정보화를 수행하였다. 또한, 이를 쉽게 축적, 공유하도록 하기 위하여 지식저작도구, 의미기반 데이터베이스, 웹 포털 서비스로 구성된 웹 기반 지식공유 시스템을 구축하였다.