• Title/Summary/Keyword: Ink Usage

Search Result 14, Processing Time 0.026 seconds

Machine Learning Algorithm for Estimating Ink Usage (머신러닝을 통한 잉크 필요량 예측 알고리즘)

  • Se Wook Kwon;Young Joo Hyun;Hyun Chul Tae
    • Journal of Korean Society of Industrial and Systems Engineering
    • /
    • v.46 no.1
    • /
    • pp.23-31
    • /
    • 2023
  • Research and interest in sustainable printing are increasing in the packaging printing industry. Currently, predicting the amount of ink required for each work is based on the experience and intuition of field workers. Suppose the amount of ink produced is more than necessary. In this case, the rest of the ink cannot be reused and is discarded, adversely affecting the company's productivity and environment. Nowadays, machine learning models can be used to figure out this problem. This study compares the ink usage prediction machine learning models. A simple linear regression model, Multiple Regression Analysis, cannot reflect the nonlinear relationship between the variables required for packaging printing, so there is a limit to accurately predicting the amount of ink needed. This study has established various prediction models which are based on CART (Classification and Regression Tree), such as Decision Tree, Random Forest, Gradient Boosting Machine, and XGBoost. The accuracy of the models is determined by the K-fold cross-validation. Error metrics such as root mean squared error, mean absolute error, and R-squared are employed to evaluate estimation models' correctness. Among these models, XGBoost model has the highest prediction accuracy and can reduce 2134 (g) of wasted ink for each work. Thus, this study motivates machine learning's potential to help advance productivity and protect the environment.

A Study on Accelerated Photo-Degradation Test for Lifetime Estimation of Ink-jet Ink (잉크젯 잉크의 수명예측을 위한 광열화 가속시험법에 관한 연구)

  • Koo, Hyun-Jin;Cho, Hang-Won;Ji, Byung-Chul
    • Journal of Applied Reliability
    • /
    • v.15 no.3
    • /
    • pp.154-162
    • /
    • 2015
  • We have performed accelerated photo-degradation test using a 10-Sun level high irradiance $Weather-Ometer^{(R)}$ (10-Sun Ci5000) in an attempt to study acceleration and correlation between accelerated and service conditions for ink-jet ink. The accelerated test was used to predict lifetimes of ink-jet ink through the calculation of scaling factor for intensity of irradiance and duration of usage combined with estimation of lifetime distribution and inverse power model as a life-stress model. The lifetimes and acceleration factors for foreign and domestic inks were compared with each other. The results showed that the failure mechanisms and life-stress models for ink-jet ink were different among the color of ink which means that we might be in need of further study by color of inks.

A KCDSA Magic Ink Sinature Secret Sharing Method (분배된 비밀 공유 기법을 이용한 KCDSA 매직 잉크 서명 방식)

  • 류영규
    • Journal of the Korea Institute of Information Security & Cryptology
    • /
    • v.9 no.2
    • /
    • pp.13-24
    • /
    • 1999
  • Electronic cash is a digital signature issued by bank. If the concept of the distributed secret sharing and magic ink signature is introduced in the existing electronic cash system we can increase the security level and the availability of electronic cash system and trace the electronic cash itself and the owner of electronic cash which was issued anonymously to a user in case of illegal usage of electronic cash by users. If the trust is concentrated on one bank system. the problem of misuse of bank can be occurred. To solve this problem, the distributed secrete sharing scheme need to be introduced in electronic cash system. In this paper We propose a DSS(Digital Signature Standard) distributed magic ink signature scheme and a KCDSA(Korea Certificate-based Digital Signature Algorithm) distributed magic ink signature scheme using a verifiable secret sharing method. and we compare two methods with respect to the required computation amount for the generation of magic-ink signature.

Inkjet Printable Transparent Conducting Oxide Electrodes

  • Kim, Han-Gi
    • Proceedings of the Materials Research Society of Korea Conference
    • /
    • 2011.05a
    • /
    • pp.59.2-59.2
    • /
    • 2011
  • We have demonstrated ink-jet printed indium tin oxide (ITO) and indium tin zinc oxide (IZTO) electrodes for cost-efficient organic solar cells (OSCs). By ink-jetting of crystalline ITO nano-particles and performing a rapid thermal anneal at $450^{\circ}C$, we were able to obtain directly patterned-ITO electrodes with an average transmittance of 84.14% and a sheet resistance of 202.7 Ohm/square without using a conventional photolithography process. The OSCs fabricated on the directly patterned ITO electrodes by ink-jet printing showed an open circuit voltage of 0.57 V, short circuit current of 8.47 mA/cm2, fill factor of 44%, and power conversion efficiency of 2.13%. This indicates that the ITO directly-patterned by ink-jet printing is a viable alternative to sputter-grown ITO electrodes for cost-efficient printing of OSCs due to the absence of a photolithography process for patterning and more efficient ITO material usage.

  • PDF

Effects of Blending Ratio of Pigments on Properties and Printability of the Double Coated Paper (안료의 배합비가 더블 도공지의 물성 및 인쇄적성에 미치는 영향)

  • Kim, Chang-Keun;Lee, Yong-Kyu
    • Journal of Forest and Environmental Science
    • /
    • v.18 no.1
    • /
    • pp.97-105
    • /
    • 2001
  • The main objective of this study was to investigate effects of pigment mixed with different ratio on the double coated paper. Mineral pigments such as clay and ground calcium carbonate(GCC) as well as hollow sphere plastic pigment were used to evaluate the physical, optical properties and printabilities of double coated paper. The physical properties such as gloss and smoothness, and the printability(ink gloss) of double coated paper were measured to evaluate the effects of the bottom layer on improving the properties of top layer. The data indicated that the usage of hollow sphere plastic pigment for the bottom layer coating improved the surface properties of double coated paper, and that ink gloss was significantly influenced by the structure of bottom layer even when hollow sphere plastic pigment was used for the bottom layer coating.

  • PDF

Effect of Dampening Component on Printed Quality of Textbook in lithography printing (평판인쇄의 축임물 조성이 교과서 인쇄품질에 미치는 영향)

  • Koo, Chul-Whoi;Sim, Woo-Seok;Ha, Young Baeck
    • Journal of Korea Technical Association of The Pulp and Paper Industry
    • /
    • v.48 no.1
    • /
    • pp.134-141
    • /
    • 2016
  • Dampening in printing is not only used with plain water but also used with various substances like dampening additive, in order to improve the wetting property by lowering the surface tension and to control material for modifing the ink transfer characteristic with proper emulsification. We have studied the printing quality according to these, looking into interrelationship among the dampening solution's pH, electrical conductivity and IPA content, prescribing the proper usage and minimum usage of fountain solution and dampening additive. In this study, it shows good result when mixing at the 7 wt% dampening with additive solution, which is result from the color density of printed sheets in accordance with the change of dampening solution condition. And the printed density value calculated 1 hour after printing, it shows relatively safe value at the etch liquid 4 wt% and IPA addition 2 wt%. The dry down at this test showed similar results regardless of various dampening conditions on coated paper, but in case of uncoated paper, the dry down showed a quite gap of different due to the fast penetration to the paper.

Fashion illustration by utilizing Four gentlemanly plants motive (사군자의 디자인모티브를 응용한 패션일러스트레이션 연구)

  • 하윤경;김혜경
    • Journal of the Korean Society of Costume
    • /
    • v.51 no.8
    • /
    • pp.159-170
    • /
    • 2001
  • The culture and society environment plays major role in the development of Fashion and now in the 21st century, interest in Fashion is getting increased along with the rapid progress of advanced media development and information surge. Now it s the time to extend visual efficiency not only transmitting fashion image but also develop a creative product that satisfy the demander s needs. Currently it is very hard to express our subjective Korean "nationalism" in the Fashion since the various expression skill using western fashion illustration are dominant in our society. I have classified two components, fashion illustration and Korean painting in the theoretical circumstance. In fashion illustration circumstance, I examined the concept, usage, expression skill and history referring to historical documents. In Korean painting section, I considered coloring portrait concept, pattern, history, concept, and feature of the four gentlemanly plants. including the basic material of Korean-paper, Writing- Brush, Ink-Stone, Traditional-ink and also the history of itself. I have designed 8 products applying the concept of plum blossoms, orchids, chrysanthemums and bamboos that represent the most important part of the four gentlemanly plants, and also the expression skill of Korean coloring portrait.rait.

  • PDF

Processing Methods for Ink-and-Wash Painting in Mobile Contents (모바일 콘텐츠의 수묵 담채 렌더링을 위한 프로세싱 기법)

  • Jang, Hyun-Ho;Jeon, Jae-Woong;Choy, Yoon-Chul
    • The Journal of the Korea Contents Association
    • /
    • v.11 no.3
    • /
    • pp.137-146
    • /
    • 2011
  • Development of mobile devices such as smart phones and tablet PC and increased usage for mobile contents make researches of mobile computer graphics noticeable. However, previous non-photorealistic renderings such as an ink-and-wash painting with thin colors are almost designed for desktop platform and not well-matched for mobile devices. In the result, mobile-specific rendering techniques are needed to create 3D mobile contents with non-photorealistic graphics. We introduce processing techniques that are especially ink-and-wash painting and oriental thin coloring in mobile devices. Through the result of this paper, it is expected that various 3D mobile contents with non-photorealistic styles are made. Proposed work also can allow mobile devices render it in realtime using proposed preprocessing techniques and rendering pipelines.

Manufacturing a Single Cell Gap Transflective Liquid Crystal Display by Using Ink Jet Printing Technology

  • Sha, Y.A.;Su, P.J.;Hsieh, C.H.;Chang, K.H.;Chen, C.H.;Hsiao, C.C.;Shiu, J.W.;Fuh, S.Y.;Cheng, W.Y.;Liao, Y.C.;Yang, J-C;Lo, K.L.;Lee, D.W.;Lee, K.C.;Chang, Y.P.
    • 한국정보디스플레이학회:학술대회논문집
    • /
    • 2006.08a
    • /
    • pp.1533-1536
    • /
    • 2006
  • A novel single cell gap transflective liquid crystal display was developed. By using the ink jet printing technology, we fabricated a transflective liquid crystal display with the hybrid alignment in the reflective region and the homogeneous alignment in the transmission region. Compared with the traditional technologies, our technology provided the advantages of easy process, high yield, fast throughput, and less material usage. We also applied this technology to the 2.4 inch prototype. This panel could be implemented in the handheld product applications.

  • PDF

Color Filter Pattern Generation by Screen Printing

  • Choi, Yong-Jung;Lee, Taik-Min;Nam, Soo-Yong;Kim, Yong-Sung;Na, Dae-Yup;You, Choon-Woo;Shin, Dong-Youn;Kim, Kwang-Young;Jung, Kwang-Il
    • 한국정보디스플레이학회:학술대회논문집
    • /
    • 2007.08a
    • /
    • pp.380-383
    • /
    • 2007
  • In this research, we present color filter which is patterned by screen printing method. Analysis of screen printing process, screen printing system, experiment for uniform printing in large area, characteristics of screen printed CF are investigated .In spite of limitation of precision, screen printed color filter is very cost- effective in respect of manufacturing facility and ink usage.

  • PDF