• 제목/요약/키워드: roll-to-roll

검색결과 2,816건 처리시간 0.031초

머신러닝을 활용한 가변 롤포밍 공정 web-warping 예측모델 개발 (Application of Machine Learning to Predict Web-warping in Flexible Roll Forming Process)

  • 우영윤;문영훈
    • 소성∙가공
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    • 제29권5호
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    • pp.282-289
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    • 2020
  • Flexible roll forming is an advanced sheet-metal-forming process that allows the production of parts with various cross-sections. During the flexible process, material is subjected to three-dimensional deformation such as transverse bending, inhomogeneous elongations, or contraction. Because of the effects of process variables on the quality of the roll-formed products, the approaches used to investigate the roll-forming process have been largely dependent on experience and trial- and-error methods. Web-warping is one of the major shape defects encountered in flexible roll forming. In this study, an SVR model was developed to predict the web-warping during the flexible roll forming process. In the development of the SVR model, three process parameters, namely the forming-roll speed condition, leveling-roll height, and bend angle were considered as the model inputs, and the web-warping height was used as the response variable for three blank shapes; rectangular, concave, and convex shape. MATLAB software was used to train the SVR model and optimize three hyperparameters (λ, ε, and γ). To evaluate the SVR model performance, the statistical analysis was carried out based on the three indicators: the root-mean-square error, mean absolute error, and relative root-mean-square error.

롤생산방식 유연회로기판의 레이저 드릴링 고속화 요소기술 (Enabling Technology for High-Speed Laser Drilling of Roll Type FPCB)

  • 라웅재;최환영
    • 실천공학교육논문지
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    • 제15권1호
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    • pp.127-132
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    • 2023
  • Roll to Roll (이하 RTR)로 연결된 유연회로기판(이하 FPCB)에서 일정한 장력을 유지하여 안정적인 홀 가공이 가능하게 하는 Dancer Roll System를 경량화하고 서보모터를 활용한 토크 제어를 통해 기존 방식 FPCB RTR에서는 대응 불가능하였던 중력가속도의 2배가 되는(이하 2.0G) 가속도의 고속 가공이 가능하도록 요소기술과 성능 지표를 제시한다. 기존 마그넷 클러치 방식 RTR에서는 달성이 불가능하였던 높은 회전수와 발열 문제, 낮은 토크 문제등을 마그네슘 소재를 이용한 Roll의 경량 가공법 개발과 서보모터의 토크 제어 알고리즘 개발을 통하여 해결하여 FPCB에 균일한 장력을 제공하고 토크 안정성을 높인다. 본 연구에서 개발한 요소 기술로 인해 Dancer Roll의 반응속도가 개선되어 목표한 고속화를 달성하였다.

Roll-to-Roll 스퍼터로 성장시킨 플렉시블 ITO 전극을 이용한 플렉시블 유기태양전지 제작 (Fabrication of flexible organic solar cells on Roll-to-Roll sputter grown flexible indium tin oxide electrode)

  • 최광혁;강재욱;김한기
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2008년도 추계학술대회 논문집 Vol.21
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    • pp.64-64
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    • 2008
  • 연속공정이 가능한 Roll to Roll sputter system을 이용하여 플렉시블 indium tin oxide(ITO) 투명전극을 PET(polyethlyene terephthalate) 기판위에 성막하였다. 연속 성막공정을 위해 Roll to Roll sputter system에서의 unwinder roller와 rewinder roller를 이용한 servomotor의 rolling으로 기판의 움직임이 완벽히 제어되었으며, 외부 응력으로 부터의 안정성 및 성막 공정 시의 PET 기판의 열적 변형을 최소화하기 위한 접촉식 냉각방식의 cooling system을 main drum으로 사용하였다. 또한 고분자 기판과 투명전극 사이의 adhesion을 향상시키기 위한 전처리 공정으로 gridless linear ion beam source를 pretreatment system으로 구축하였다. 이렇게 제작된 Roll to Roll sputter system을 이용하여 PET 기판위에 연속공정을 통해 ITO 투명전극을 성막하였다. 성막된 플렉시블 ITO/PET 투명전극은 XRD, HREM, SEM 분석을 통하여 main drum의 cooling에 의해 완전한 비정질 구조를 나타내었음을 확인할 수 있었으며, 비록 Roll to Roll sputter system을 통하여 상온에서 성막 되었음에도 불구하고 최적화 된 조건에서 가시광선 영역 83.46 %의 높은 광투과도 값과 47.4 Ohm/square의 비교적 낮은 먼저항 값을 얻을 수 있었다. 또한 Bending test 결과를 통하여 ion source의 전처리 공정으로 굽힘/평의 반복적 응력에 따른 전기적 특성 열화를 최소화 할 수 있음을 보였다. 최적화된 플렉시블 투명전극을 이용하여 P3HT:PCBM 기반의 플렉시블 유기태양전지를 제작하였으며, 제작된 유기태양전지로부터 1.88%의 power conversion efficiency (PCE)을 확보함으로써 플렉시블 유기태양전지 제작을 위한 ITO/PET 투명전극 성막 공법으로써 Roll to Roll sputter system의 적용가능성을 확인할 수 있었다.

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롤투롤 나노 복제 공정을 이용한 이차원 광결정 소자의 제작 (Fabrication of Two-dimensional Photonic Crystal by Roll-to-Roll Nanoreplication)

  • 김영규;변의현;장호영;김석민
    • 한국기계가공학회지
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    • 제12권5호
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    • pp.16-22
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    • 2013
  • A two-dimensional photonic crystal structure was investigated using a roll-to-roll nanoreplication and physical vapor deposition processes for the inexpensive enhanced fluorescence substrate which is not sensitive to the polarization directions of excitation light source. An 8 inch silicon master having nano dot array with a diameter of 200 nm, a height of 100 nm and a pitch of 400 nm was prepared by KrF laser scanning lithography and reactive ion etching processes. A flexible polymer mold was fabricated by flat type UV replication process and a deposition of 10 nm nickel layer as an anti-adhesion layer. A roll mold was prepared by warping the flexible polymer mold on an aluminum roll base and a roll-to-roll UV replication process was carried out using the roll mold. After the deposition of ~ 100 nm $TiO_2$ layer on the replicated nano dot array, a 2 dimensional photonic crystal structure was realized with a resonance wavelength of 635 nm for both p- and s-polarized light sources.

롤 기반 나노임프린트 리소그래피 시스템 기술 (Technology for Roll-based Nanoimprint Lithography Systems)

  • 임형준;이재종;최기봉;김기홍;이성휘
    • 한국기계가공학회지
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    • 제12권5호
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    • pp.1-8
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    • 2013
  • Roll-based, nanoimprint lithography (Roll-NIL) is one effective method to produce large-area nanopatterns continuously. Systems and processes for Roll-NIL have been developed and studied for more than 15 years. Since the shapes of the stamp and the substrate for Roll-NIL can be plates, films, and rolls, there exist many concepts to design and implement roll-NIL systems. Combinations and variations of contact-methods for variously shaped stamps and substrates are analyzed in this paper. The contact-area can be changed by using soft materials such as polydimethylsiloxane (PDMS) or silicone rubber. Ultraviolet (UV) sources appropriate for the roll-to-plate or roll-to-roll process are introduced. Finally, two roll-to-plate nanoimprint lithography systems are illustrated.

용융아연도금강판의 표면특성에 미치는 조질압연 조업조건의 영향 (Effect of Skinpassing Conditions on the Surface Characteristics of Hot-dip Galvanized Steel Sheets)

  • 전선호
    • 한국표면공학회지
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    • 제34권4호
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    • pp.327-336
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    • 2001
  • The skinpassing conditions such as roll type, roll force and roll roughness of the work roll were evaluated to give the surface properties of the galvanized steel sheets that were required for automotive and to get rid of the surface defects that caused with the bad control of galvanized coating process parameters. The surface defects of the galvanized steel sheets such as the ripple mark and the scratch were completely removed as the roll force of SPM work roll was increased and the amount of the transfer of roll surface texture to the strip was also gained a lot. The image clarity of electro discharge textured (EDT) coated steel sheets before and after painting was higher than that of the bright (BRT) and shot blasted (SBT) coated steel sheets because of higher PPI value, lower waviness and uniform surface pattern. Since micro-craters transferred on the surface of the galvanized steel sheets played a role of nucleation sites of chromate reaction, Increase of micro-craters was bring to better corrosion resistance with the increase of the roll force and the use of EDT roll at the skin pass mill.

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내부 경화형 구상흑연주철 롤 동체와 넥의 미세조직과 경도에 미치는 탄소 영향 (Effect of Carbon on the Micro Structure and Hardness of Internally Hardened Ductile Cast Iron Roll)

  • 이상묵;신기항;최병철;남기우
    • 한국산업융합학회 논문집
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    • 제26권1호
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    • pp.79-86
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    • 2023
  • This study was investigated the effect of carbon on the micro-structure and hardness of ductile cast iron roll with internal curing capacity. Spheroidal graphite existed at roll body with rapid cooling, but granular graphite existed at roll neck with slow cooling. The volume fraction of graphite increased at roll body with rapid cooling, That of roll neck with slow cooling decreased, but graphite size increased. The volume fraction of cementite decreased, but volume fraction increased. The cementite size was larger at roll neck than roll body. The hardness was decreased at roll body and roll neck due to volume fraction of cementite. The hardness of roll body was higher than roll neck.

감쇠계수 산출을 위한 자유 횡동요 감쇠실험 연구 (Experimental Study of the Free Roll Decay Test for the Evaluation of Roll Damping Coefficients)

  • 김남우;김용직;하영록
    • 대한조선학회논문집
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    • 제52권6호
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    • pp.460-470
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    • 2015
  • In general ships and FPSOs, roll damping is very small and consequently roll motion is very large at the roll resonance frequency. Proper evaluation of the roll damping coefficient at the resonance frequency is an important task in the study of roll motion and usually it is done by the analysis of free roll decay tests. The relative decrement method based on energy relation has been used mainly for the evaluation of roll damping coefficient from the roll decay test so far. As another method, the logarithmic decrement method based on equivalent linear decay assumption can be used for the same purpose and it is relatively simple. In this paper, both of the relative decrement method and the logarithmic decrement method are used for the evaluation of roll damping coefficient including quadratic damping from the free roll decay tests, and their results are cross-checked for verifying the obtained damping coefficients. Through applications to a box-type floating body equiped with bilge keels, it is shown that the two methods give almost the same damping coefficients in a practical view point and the cross-check of their results is to be a good tool to prevent a possible error. And also the quantitative effects of the bilge keels on the roll damping of box-type floating body are shown and discussed.

사각형 바지선의 횡동요 와류 감쇠에 대한 실험적 연구 (Experimental Study on the Eddy Making Damping Effect at the Roll Motion of a Rectangular Barge)

  • 정광효;서성부;전호환
    • 대한조선학회논문집
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    • 제44권3호
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    • pp.267-278
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    • 2007
  • This experimental study investigated on the eddy making effect on the roll motion of a rectangular barge in a two-dimensional wave tank. The structure was used to simulate a simplified rectangular barge in the beam sea condition. The structure with a draft one half of its height was hinged at the center of gravity and free to roll by waves. The rectangular barge was tested with regular waves with a range of wave periods that are shorter, equal to, and longer than its roll natural period. Particle image velocimetry (PIV) was employed to obtain the velocity field in the vicinity of the structure. The coupled interactions between the incident wave and the barge were demonstrated by examining the vortical flow fields to elucidate the eddy making effect during the roll motion. For incoming wave with a wave period same as the roll natural period, the barge roll motion was reduced by the eddy making damping effect. At the wave period shorter than the roll natural period, the structure roll motion was slightly reduced by the vertical flow around the barge. However, at the wave period longer than the roll natural period, the eddy making effect due to flow separation at structure corners indeed amplifies the roll motion. This indicates that not only can the eddy making effect damp out the roll motion, it can also increase the roll motion.