• 제목/요약/키워드: Industry 4.0 Technologies

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Secret Key and Tag Generation for IIoT Systems Based on Edge Computing

  • Koh, Giheon;Yu, Heungsik;Kim, Sungun
    • Journal of Multimedia Information System
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    • 제8권1호
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    • pp.57-60
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    • 2021
  • Industry 4.0 is continuous automation by applying the latest smart technologies to traditional manufacturing industries. It means that large-scale M2M (Machine-to-Machine) communication and IoT (Internet of Things) technologies are well integrated to build efficient production systems by analyzing and diagnosing various issues without human intervention. Edge computing is widely used for M2M services that handle real-time interactions between devices at industrial machinery tool sites. Here, secure data transmission is required while interacting. Thus, this paper focused on a method of creating and maintaining secret key and security tag used for message authentication between end-devices and edge-device.

스마트팩토리를 위한 운영빅데이터 분석 플랫폼 (Operational Big Data Analytics platform for Smart Factory)

  • 배혜림;박상혁;최유림;주병준;리스카;풀샤시;푸트라;타오픽;이상화;원석래
    • 한국빅데이터학회지
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    • 제1권2호
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    • pp.9-19
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    • 2016
  • ICT 융합에 대한 관심이 높아진 가운데 독일의 Industry 4.0을 시작으로 제조업과 ICT 융합에 대한 연구가 활발하게 진행되고 있다. 이를 통해 전통적인 제조업의 제조단가를 낮추고 극적인 품질향상을 기대할 수 있게 되었다. 최근 정부의 제조업 3.0 전략 등에 힘입어 국내에서도 제조업에 대한 고도화가 진행되고 있으며, 이러한 추세에 발맞추어 제조업 운영에서 발생하는 빅데이터에 대한 주문맞춤형 분석 플랫폼을 개발하고 이를 통해 제조 현장의 경쟁력을 높이고자 한다. 주문맞춤형 분석 플랫폼은 확장성을 고려하여 스프링 프레임워크를 기반으로 웹에서 실행되도록 설계되었으며, 제조업 현장에서 발생하는 다량의 데이터를 빠르게 처리하기 위하여 스파크와 하둡 파일 시스템을 이용한다. 실시간으로 스트리밍 된 데이터를 프로세스 마이닝 기반 알고리즘을 통해 처리하고 공장의 현황을 분석하여 제조업 현장의 문제를 파악하고 신속한 의사결정을 지원할 수 있다.

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스마트 서비스 시스템 기반 스마트 팩토리 아키텍처 설계 (Smart Service System-based Architecture Design of Smart Factory)

  • 이희제;이중윤
    • 시스템엔지니어링학술지
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    • 제13권2호
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    • pp.57-64
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    • 2017
  • A new paradigm based on distributed manufacturing services is emerging. This paradigm shift can be realized by smart functions and smart technologies such as Cyber Physical System (CPS), Artificial Intelligence (AI), and Cloud Computing. Most architectures define stack levels from Level 0 (equipment) to Level 4 (business area) and specify the services to be provided between them. Because of their a rough technical specification, there is a limitation on how to actually utilize a technology to actually implement a smart factory service with this architecture. In this paper, we propose a smart factory architecture that can be utilized directly from the perspective of a smart service system by making the use of System Engineering Process and System Modeling Language (SysML).

대용량 분산 Abyss 스토리지의 CDA (Connected Data Architecture) 기반 AI 서비스의 설계 및 활용 (Design and Utilization of Connected Data Architecture-based AI Service of Mass Distributed Abyss Storage)

  • 차병래;박선;서재현;김종원;신병춘
    • 스마트미디어저널
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    • 제10권1호
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    • pp.99-107
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    • 2021
  • 4차 산업혁명, Industry 4.0 과 더불어 최근 ICT 분야의 메가트렌드는 빅데이터, IoT, 클라우드 컴퓨팅, 그리고 인공지능이라고 할 수 있다. 따라서, 4차 산업혁명 시대에 알맞은 AI 서비스들의 기술 개발과 다양한 산업 영역에서 ICT 분야의 융합에 따른 BI (Business Intelligence), IA (Intelligent Analytics, BI + AI), AIoT (Artificial Intelligence of Things), AIOPS (Artificial Intelligence for IT Operations), RPA 2.0 (Robotic Process Automation + AI) 등의 세분화된 기술 발전으로 급속한 디지털 전환 (Digital Transformation)이 진행되고 있는 추세이다. 본 연구에서는 이러한 기술적 상황에 따른 대용량 분산 Abyss 스토리지 기반으로 인프라 측면의 GPU, CDA (Connected Data Architecture) 프레임워크, 그리고 AI의 다양한 머신러닝 서비스들을 통합 및 고도화를 목표로 하며, AI 비즈니스의 수익 모델을 다양한 산업 영역에 활용하고자 한다.

Triple Matrix Capsulation having Visible Effects and Stabilizing Functions

  • Kim, In-Young;Seong, Bo-Reum;Lee, Min-Hee
    • 한국응용과학기술학회지
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    • 제32권2호
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    • pp.326-329
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    • 2015
  • This study is to develop the double capsulation technology in order to increase the conservativeness and stability of unstable materials such as vitamins, polyphenols, natural active ingredients. And also, best way of triple matrix capsulation using natural polymers were detail described. As the first capsulation with w/o/w (water-in-oil-in-water) emulsifying system, our study group was especially made to soft and moisture cream using 5wt% of sucrose ester emulsifier as first capsulation. Nutrient agents are squalane, camellia oil. Triple matrix capsulation was formed with the best stabilized bead type capsules when it blended of chitosan, algin, sodium-potassium alginate. The bead diameter size was about 2.0~4.5mm (mean diameter: 3.2mm). Activity of lactobacillus containing cream for depending on various pH variations showed that alkalinity ($pH=10.8{\pm}0.5$) condition was higher than acidity ($pH=4.2{\pm}0.2$) and neutrality ($pH=7.1{\pm}0.3$) conditions. After a month, it also was certified to the activity of lactobacillus in incubated at $37{\pm}1^{\circ}C$ in culture medium. As application of food industry, we developed the containing lactobacillus capsule and 7 colored kinds of double and triple matrix capsulation in yogurt cream and active ingredients. As for above mentioned those results, one of tool to stabilize the living lactobacillus, doubled matrix capsulation greatly be expected to contribute to food industry. Furthermore, it can be expected to apply the drug delivery system (DDS) to active ingredients of stabilizing technologies at drug, pharmaceutical division and cosmetic industry, etc.

Word2vec 기반의 기술융합기회 발굴 연구: 웨어러블 기술사례를 중심으로 (Identifying Technology Convergence Opportunities Based on Word2Vec: The Case of Wearable Technology)

  • 박진우;송지훈
    • 한국산업융합학회 논문집
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    • 제26권5호
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    • pp.833-844
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    • 2023
  • As technology convergence is recognized as a driver of innovation, the identification of technology convergence opportunities is critical to expanding a firm's technology portfolio. Recently, wearable technology has emerged as an important factor in creating new business opportunities and providing technology investment alternatives for firms in the era of Industry 4.0. Against this background, this study provides a new patent analysis framework for identifying and proposing technology convergence opportunities in the wearable field. Using 8,621 patents filed between 2011 and 2021, a case study was conducted to identify technological convergence opportunities by applying Word2Vec algorithm. The analysis framework can be divided into four stages, with the final stage recommending potential technology convergence opportunities for a specific candidate firm's technology area by calculating similarities between technology codes. This study aims to better understand the current status of wearable technology development as well as to propose a new methodology for capturing technology convergence opportunities in the wearable industry. The case study result suggests that the convergence of healthcare and ICT may provide new development opportunities. Furthermore, the results are expected to provide alternative perspectives on the development of new markets and technologies using wearable technology and can support the strategic decision-making on future technology planning in the wearable field.

AHP 기법을 활용한 외식산업의 발전 전략에 관한 연구: COVID-19 팬더믹 이후의 디지털, 비대면 전환에 대한 인식 (The Strategy Development of the Restaurant Industry through the AHP Analysis: Focusing on the Digital Conversion and Non-Contact Service after COVID-19 Pandemic)

  • 이봉식;박민재
    • 아태비즈니스연구
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    • 제12권4호
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    • pp.271-288
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    • 2021
  • Purpose - The purpose of this study is to identify the critical factors that restaurant management should consider strategically when making a decision after COVID-19 under the digital transformation and non-contact service expansions environment. Design/methodology/approach - The thirty six experts and managers who have 5 years or more experience in restaurant industry in Korea participate this study. The Analytic Hierarchy Process (AHP) and SER-M were used to analyze the experts' opinion Findings - As a result of the analysis, 'management environment' (0.313) showed the highest relative importance priority, followed by 'brand (0.263)', 'management characteristics (0.254)', and 'physical factors (0.17)'. And, as for the sub-factor value, 'lifestyle (0.087)', 'awareness (0.084)', 'consumer desire (0.075)', and 'loyalty (0.068)' were ranked highest among the 19 influencing critical factors. Research implications or Originality - In the case of large restaurant enterprises, it is judged that the subject(CEO, Management) is actively pursuing a strategy to acquire the necessary resources for the given environment of digital transformation and customer demand for non-contact services. On the other hand, in the case of middle and small restaurant enterprises, it seems that they are fully aware of the demand for expansion of non-contact services and the digital transformation required in the post COVID-19 era, but information technology utilization ability, usage experience, technology acceptance ability, and education and training support for this are only available to large enterprises.

작업자의 효율적인 업무진행을 위한 AR 기반 업무 교육 시스템 설계 (Design of AR based Job Education System for An Efficient Task Progressing of Worker)

  • 권혁;김성진;오창헌
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2016년도 춘계학술대회
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    • pp.805-807
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    • 2016
  • 독일의 'Industry 4.0'의 등장으로 제조 산업에 ICT를 융합하여 생산능력을 극대화하는 많은 연구가 진행되고 있다. 특히 제조의 복잡성이 증가하여도 작업자에게 전달되는 정보를 높여 생산을 극대화시키기 위해 증강현실 기술이 연구되고 있다. 본 논문에서는 실제 현장에서 빈번하게 발생되는 미비한 문제를 해결하기 위해 증강현실 기술을 이용하여 작업자에게 개인별 교육 정보를 제공하는 시스템을 제안한다. 제안하는 시스템은 공정별 업무와 작업자 정보를 융합하여 개인별 교육 정보를 생성하여 태블릿의 영상을 통해 정보를 제공하는 것이다. 이러한 방법을 사용할 경우 직원들의 지속적인 교육을 통해 빈번하게 발생되는 미비한 문제를 해결함으로서 제조 산업의 생산 품질을 높일 수 있을 것으로 기대된다.

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웹 3.0에서의 메타버스 플랫폼 발전 방향에 대한 연구: P2E, C2E 모델을 중심으로 (A Study on the Development of Game Platform in Web 3.0: Focused on P2E, C2E Models)

  • 문효원;임선빈;양희동
    • 한국IT서비스학회지
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    • 제22권1호
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    • pp.75-93
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    • 2023
  • The game industry has grown not only by combining them with various technologies also introducing new types of business models such as P2P, F2P, and P2W. Furthermore, games which implemented X2E model with blockchain technology are recently in the spotlight of the public attention. As domestic game companies have also prospect the blockchain games feasible, they are seeking ways to expand their global market share by strengthening the X2E model. Hence, by carrying this new business model out, it is expected to diversify their global revenue stream, which was previously confined to Asia region. This study analyzed the case of companies that have implemented the P2E and C2E models in order to suggest the direction of development for the game platform in Web 3.0 era. The cases of P2E game platform, which constitute of Axie Infinity and Mir 4, encompass the compensation structure, the stabilization mechanism of the in-game token economy, and future strategies regarding blockchain gaming. Likewise, the platform structure, business model, and future growth potential was discussed in terms of C2E scheme, focusing on the ZEPETO and Roblox cases. Based on the above case analysis, this study attempted to provide information on the current limitations and development directions of the P2E and C2E platforms. The current limitations in legal and industrial aspects should be addressed to facilitate the blooming of blockchain and P2E game industry. In addition, the necessity of not only social support also improvement on the technology and social stigma of full-time creators is ought to be emphasized in an effort to encourage the development of C2E platforms.

시스템엔지니어링 기반의 스마트 안전관리 시스템설계: 작업자와 이동 장비를 중심으로 (Design for Smart Safety Management System: from Worker and Mobile Equipment Perspectives)

  • 김형민;윤성재;홍대근;서석환
    • 시스템엔지니어링학술지
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    • 제11권2호
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    • pp.41-49
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    • 2015
  • Industrial safety is one of the crucial agenda for Government as well as Manufacturing Industry. To cope with the needs, a great deal of policies and technical implementation have been proposed and implemented. With a great increasing attention on the Industry 4.0 and Smart Factory, industrial safety has received as a crucial agenda by the manufacturing industry in particular. Up until now, almost all of them have been made from the environmental aspects, rather than operator or workers. In this paper, we present our research results how to increase the workers' safety via smart factory technology, such as IoT and CPS. Our approach has been to see the problem from SE perspectives, to draw the real issues from the various stakeholders, and define how to solve the problem based on the emerging technologies. The developed systems can give conceptual framework for the 'smart' industrial safety system by providing solution architecture for how to monitor the location of workers, and moving equipments, and generate solutions how to avoid safety problems between them if detected.