• Title/Summary/Keyword: model based

Search Result 60,316, Processing Time 0.105 seconds

A Study on A Deep Learning Algorithm to Predict Printed Spot Colors (딥러닝 알고리즘을 이용한 인쇄된 별색 잉크의 색상 예측 연구)

  • Jun, Su Hyeon;Park, Jae Sang;Tae, Hyun Chul
    • Journal of Korean Society of Industrial and Systems Engineering
    • /
    • v.45 no.2
    • /
    • pp.48-55
    • /
    • 2022
  • The color image of the brand comes first and is an important visual element that leads consumers to the consumption of the product. To express more effectively what the brand wants to convey through design, the printing market is striving to print accurate colors that match the intention. In 'offset printing' mainly used in printing, colors are often printed in CMYK (Cyan, Magenta, Yellow, Key) colors. However, it is possible to print more accurate colors by making ink of the desired color instead of dotting CMYK colors. The resulting ink is called 'spot color' ink. Spot color ink is manufactured by repeating the process of mixing the existing inks. In this repetition of trial and error, the manufacturing cost of ink increases, resulting in economic loss, and environmental pollution is caused by wasted inks. In this study, a deep learning algorithm to predict printed spot colors was designed to solve this problem. The algorithm uses a single DNN (Deep Neural Network) model to predict printed spot colors based on the information of the paper and the proportions of inks to mix. More than 8,000 spot color ink data were used for learning, and all color was quantified by dividing the visible light wavelength range into 31 sections and the reflectance for each section. The proposed algorithm predicted more than 80% of spot color inks as very similar colors. The average value of the calculated difference between the actual color and the predicted color through 'Delta E' provided by CIE is 5.29. It is known that when Delta E is less than 10, it is difficult to distinguish the difference in printed color with the naked eye. The algorithm of this study has a more accurate prediction ability than previous studies, and it can be added flexibly even when new inks are added. This can be usefully used in real industrial sites, and it will reduce the attempts of the operator by checking the color of ink in a virtual environment. This will reduce the manufacturing cost of spot color inks and lead to improved working conditions for workers. In addition, it is expected to contribute to solving the environmental pollution problem by reducing unnecessarily wasted ink.

Formation of New Approaches to the Use of Information Technology and Search For Innovative Methods of Training Specialists within the Pan-European Educational Space

  • Stratan-Artyshkova, Tetiana;Kozak, Khrystyna;Syrotina, Olena;Lisnevska, Nataliya;Sichkar, Svitlana;Pertsov, Oleksandr;Kuchai, Oleksandr
    • International Journal of Computer Science & Network Security
    • /
    • v.22 no.8
    • /
    • pp.97-104
    • /
    • 2022
  • European integration processes have acted as a catalyst for the emergence of a new type of educational environment, which is characterized by competent flexibility of specialists. Therefore, the article focuses on professional training of teachers in the context of European integration processes using information technology and the search for innovative methods of training specialists. One of the educational priorities in Europe is to create a new model of a teacher who has an academic education, knows innovative methods, is able to perform functions and tasks efficiently and professionally, adequately, quickly and correctly respond to changes and innovations. The tasks facing education in the European dimension are formulated. The main trends in the education of teachers in modern Europe are described: the need to deepen and expand subject training programs in pedagogical institutions of Higher Education, which will allow autonomy of activity, awareness of responsibility for independent creative decisions, create favorable conditions for the development of professionalism through the use of Information Technology and the search for innovative methods of training specialists. At the present stage, various models of teacher training are being developed based on the University and practical concept using information technology and searching for innovative methods of training specialists. On this basis, two different theories of perception of teacher education were formed: as preparation of teachers for work throughout their professional career; as preparation for the first years of professional work, which is periodically repeated in the process of continuous professional training and improvement. Among the advantages that the use of Information Technology and the search for innovative methods of training specialists to implement the learning process, it is worth mentioning the following: simultaneous use of several channels of perception of the student or student in the learning process, thanks to which the integration of information processed by different sensory organs is achieved; the ability to simulate complex real experiments; visualization of abstract information by dynamic representation of processes, etc.

Development of Digital Streamer System for Ultra-high-resolution Seismic Survey (초고해상 탄성파 탐사를 위한 디지털 스트리머 시스템 개발)

  • Shin, Jungkyun;Ha, Jiho;Yoon, Seongwoong;Im, Taesung;Im, Gwansung
    • Geophysics and Geophysical Exploration
    • /
    • v.25 no.3
    • /
    • pp.129-139
    • /
    • 2022
  • Analog-based streamers for ultra-high-resolution seismic surveys are capable of additional noise ingress in water, but the specifications cannot be expanded through interconnections. Foreign-produced digital streamers have been introduced and used primarily at domestic research institutes; however, the cost is high and smooth maintenance is challenging. This study investigates the localization of ultra-high-resolution digital streamers capable of high-resolution imaging of a geological structure. A digital streamer capable of 24-bit, 10 kHz digital sampling of up to 64 channel data was developed through research and development. Various quantitative specifications of the system were designed and developed close to the benchmark model, Geometrics' GeoEel streamer, and the number of modules that make up the system was drastically reduced, reducing development costs and making it easier to use. The field applicability of the developed streamer system was evaluated in an in situ experiment conducted in the waters around the Port of Yeong-il Bay in Pohang in April 2022.

The Effect of the Gambler's Basic Psychological Needs Satisfaction on Gambling Behavior: The Dual Mediating Effects of General Motivation and Mattering (도박이용자의 기본심리욕구 만족이 도박행동에 미치는 영향: 일반 동기와 대인존재감의 이중매개효과)

  • Kim, Seo-hee;Shin, Sung-man
    • Korean Journal of Culture and Social Issue
    • /
    • v.27 no.4
    • /
    • pp.585-607
    • /
    • 2021
  • In order to examine the variables affecting gambling behavior and find intervention strategies, this study examined the effects of basic psychological needs satisfaction on the severity of gambling behavior and low-level gambling behavior through the general motivation level and mattering respectively. Self-reported data of 402 adults who have participated in gambling at least once in the last 3 months were analyzed, and dual-mediator model was conducted. Basic psychological needs satisfaction significantly contributed to gambling behavior severity through general motivation and mattering. Specifically, basic psychological needs satisfaction had a significant positive effect on mattering through general motivation. and mattering through this path had a significant negative effect on gambling behavior severity. On the other hand, basic psychological needs satisfaction had a significant negative effect on low-level gambling behavior, but the dual mediating effect of general motivation and mattering was not significant in this relationship. Based on these results, the theoretical implications on the effects of the general motivation and interpersonal presence on gambling behavior were proposed, study limitations and suggestions for future research were discussed.

The Relationship between Traditional Gender Role Attitudes of Fathers with Young Children on Perceived Maternal Gatekeeping Roles: The Mediating Effect of Paternal Depression (영유아기 자녀가 있는 아버지의 전통적인 성역할태도와 아버지가 인식한 어머니 문지기 역할의 관계: 아버지 우울의 매개효과)

  • Lee, Seul-Ki;Yoo, Sung-Kyung;Bang, Ji-Won
    • Korean Journal of Culture and Social Issue
    • /
    • v.28 no.1
    • /
    • pp.23-41
    • /
    • 2022
  • This study aims to examine the mediating effects of paternal depression on the relationship between traditional gender role attitudes and the perceived maternal gatekeeping roles of fathers with young children. For this purpose, a survey was conducted by 366 married fathers who raises at least one child who is under seven years old. Mplus 7.0 was used to analyze the structural equation model, and the result showed that higher traditional gender role attitudes relate to more depressive symptoms, higher perceptions of maternal gate closing and lower perceptions of maternal gate opening. Also, more depressive symptoms were related to higher perceptions of maternal gate closing and lower perceptions of maternal gate opening. Additionally, the partial mediation effects of depression were observed in the relationship between traditional gender role attitudes and maternal gate keeping. Based on the findings, implications for therapeutic interventions were discussed, and recommendations for future research are presented.

The Validation Study of the Korean Version of Zero-sum Belief Scale (한국판 제로섬 신념 척도 타당화 연구)

  • Joeng, Ju-Ri
    • Korean Journal of Culture and Social Issue
    • /
    • v.27 no.3
    • /
    • pp.285-303
    • /
    • 2021
  • The purpose of this study was to investigate the reliability and validity of the Korean version of the zero-sum belief scale among a sample of Korean adults. The original scale was developed by Różycka-Tran, Boski, and Wojciszke (2015) based on the Belief in a Zero-Sum Game (BZSG) model. A total of 508 participants (252 college students and 256 non-student adults) completed an online survey comprised of the scales of zero-sum belief, social trust, subjective socioeconomic status, individualistic-collectivistic tendencies, and social comparison orientation. Results of the exploratory factor analysis and the confirmatory factor analysis indicated that zero-sum belief scale has one factor. The internal consistency of the zero-sum belief scale was good. The Zero-sum belief scale did not have a significant relationship with social trust and subjective socioeconomic status. However, the scale was positively associated with vertical individualistic and vertical collectivistic tendencies and negatively associated with horizontal collectivistic tendencies. There was no significant relationship between zero-sum belief and horizontal individualistic tendencies, but there was a significant positive relationship between zero-sum belief and social comparison orientation. However, the results from the college student sample and the non-student adult sample were different. Lastly, this study could facilitate future research on zero-sum belief in South Korea, and future studies are needed to reveal the predictors and effects of zero-sum belief.

An Analysis of Road User Acceptance Factors for Fully Autonomous Vehicles : For Drivers and Pedestrians (완전 자율주행자동차에 대한 도로이용자 수용성 요인 분석 : 운전자 및 보행자를 대상으로)

  • Jeong, Mi-Kyeong;Choi, Mee-Sun
    • The Journal of The Korea Institute of Intelligent Transport Systems
    • /
    • v.21 no.5
    • /
    • pp.117-132
    • /
    • 2022
  • The purpose of this study is to analyze factors that affect road users' acceptance of fully autonomous vehicles (level 4 or higher). A survey was done with drivers of general cars and pedestrians who share roads with fully autonomous vehicles. Five acceptability factors were selected: trust towards technology, compatibility, policy, perceived safety, and perceived usefulness. The effect on behavioral intention was analyzed using structural equation modeling (SEM). The perceived safety and trust towards technology were found to be very important in the acceptance of fully autonomous vehicles, regardless of the respondent, and policy was not influential. Compatibility and perceived usefulness were particularly influential factors for drivers. In order to improve the acceptance by road users, securing technical completeness of fully autonomous vehicles is important. Certification and evaluation of the safe driving ability of fully autonomous vehicles should be thoroughly performed, and based on the results, it is necessary to improve the perception by road users. It is necessary to positively recognize fully autonomous vehicles through education and publicity for road users and to support their smooth interaction.

Damage Estimation for Offshore Tubular Members Under Quasi-Static Loading (준정적하중(準靜的荷重)을 받는 해양구조물(海洋構造物)의 원통부재(圓筒部材)에 대한 손상예측(損傷豫測))

  • Paik, Jeom-K.;Shin, Byung-C.;Kim, Chang-Y.
    • Bulletin of the Society of Naval Architects of Korea
    • /
    • v.26 no.4
    • /
    • pp.81-93
    • /
    • 1989
  • The present study attempts to develop the theoretical model for the damage estimation of offshore tubular members which are subjected to the accidental impact loads due to collision, falling objects and so on. For the reasons of the simplicity of the problem being considered, however, this paper postulates that the accidental load can be approximated to be the quasi-static one, in which dynamic effects are negelcted. Based upon the theoretical and experimental results which are obtained from the present study as well as the existing literature, the load-displacement relations taking the interaction effect between the local denting and the global bending deformation into account are presented in the explicit form when the concentrated lateral load acts on the tubular member whose end condition is supposed to be rotation ally free and axially restrained, in which membrane forces develop. Thus, the practical estimation of damage deformation for the local denting and the global bending damage of tubular members against the accidental loads is possible and also the collision absorption capability of the member can be calculated by performing the integration of the area below the given load-displacement curves, provided that all the energy is dissipated to the deforming the member itself.

  • PDF

Quantitative Analysis of Dry Matter Production and its Partition in Rice III. Partitioning of Dry Matter Affected by Planting Density (수도의 건물생산 및 배분의 수리적 연구 III. 재식밀도에 따른 부위별 건물배분)

  • Cho, Dong-Sam;Jong, Seung-Keun;Heo, Hoon;Yuk, Chang-Soo
    • KOREAN JOURNAL OF CROP SCIENCE
    • /
    • v.35 no.4
    • /
    • pp.328-333
    • /
    • 1990
  • In developing dynamic growth model of a crop, it is important to estimate accurate dry matter partition to different parts of crop plants. Two rice varieties, Samkang and Chucheong, were transnplanted with three planting densities of 72. 90 and 120 hills per 3.3㎡ on May 30 and June 15 in 1988 to study the effect of planting density on dry matter partition in rice plants. Total dry wight per square meter of two varieteis in May 30 transplanting were greater than those in June 15 transplanting. Total dry wights were increased as planting density was increased. The response of dry weights of differents parts of rice plants per hill were decreased as the density was increased. Although the difference in dry weights of leaf blade and stem and sheath between two varieties was not great, greater ear weight of Samkang resulted in greater total dry weight than that of Chucheong. Despite of transplant in date and planting density on dry weights, the ratio of dry matter partition to different parts of rice plants at a certain growth stage remained constant. Estimated dry weights of different parts at two stages of growth based on average ratio of dry matter partition over two transplantion dates and planting densities agreed well with those observed.

  • PDF

Behavioral Change of Workers who completed Experiential Safety Training (체험식 안전교육 이수 근로자의 행동 변화 연구)

  • Choonhwan, Cho
    • Journal of the Society of Disaster Information
    • /
    • v.19 no.1
    • /
    • pp.161-172
    • /
    • 2023
  • Safety education delivered to construction workers in a lecture manner has limitations in concentration and immersion, so delivery power and interest are low. In order to improve unstable behavior through education and prevent safety accidents, it is necessary to change the paradigm to hands-on education. Purpose: Experiential safety education aims to contribute to preventing accidents for construction workers by quickly recognizing risks, improving emergency response skills, and verifying the effectiveness of pre- and post-learning. Method: Based on a survey of workers who experienced the same work environment as the actual construction site, an opinion survey on the pre- and post-safety experience education and a variable measurement tool were planned, and a research hypothesis was established. Results: The Bayesian theory and MC simulation analysis were used to analyze the structural equation model, and the change in construction worker behavior was confirmed through the intended safety (A), non-experiential education in the sub-area of anxiety (B), average, standard deviation, and minimum and maximum values. Conclusion: The effect of education and industrial accidents are reduced only when construction workers are motivated to participate.