• Title/Summary/Keyword: Collaborative Convergence

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A Research on TF-IDF-based Patent Recommendation Algorithm using Technology Transfer Data (기술이전 데이터를 활용한 TF-IDF기반 특허추천 알고리즘 연구)

  • Junki Kim;Joonsoo Bae;Yeongheon Song;Byungho Jeong
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.46 no.3
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    • pp.78-88
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    • 2023
  • The increasing number of technology transfers from public research institutes in Korea has led to a growing demand for patent recommendation platforms for SMEs. This is because selecting the right technology for commercialization is a critical factor in business success. This study developed a patent recommendation system that uses technology transfer data from the past 10 years to recommend patents that are suitable for SMEs. The system was developed in three stages. First, an item-based collaborative filtering system was developed to recommend patents based on the similarities between the patents that SMEs have previously transferred. Next, a content-based recommendation system based on TF-IDF was developed to analyze patent names and recommend patents with high similarity. Finally, a hybrid system was developed that combines the strengths of both recommendation systems. The experimental results showed that the hybrid system was able to recommend patents that were both similar and relevant to the SMEs' interests. This suggests that the system can be a valuable tool for SMEs that are looking to acquire new technologies.

Network Analysis of Connectivities among the Disciplines of Convergence Researchers: Cases of Convergence Research Groups in a University (융합연구자 학제 간 연결성에 관한 네트워크 분석: 대학 내 융합연구그룹의 사례)

  • Song, In Han;Kim, Hye Jin
    • Journal of the Korea Convergence Society
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    • v.10 no.4
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    • pp.153-163
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    • 2019
  • The importance and necessity of convergence research to solve complexity and diversity of research problems is more increasing. For successful convergence research, connectivity beyond the boundary and distance between disciplines is a key factor. To understand the current status and characteristics of connectivity among researchers, we investigated the interdisciplinary relationships among 487 researchers' disciplines in a university by using network anaylsis. The results showed that (1) connectivity between similar disciplines were higher than different disciplines, (2) the density and cohesion level of connectivity within the same campuses were higher, and (3) network centrality was concentrated in engineering and medicine. Based on these results, the necessity of overcoming boundaries and distances as obstacles to convergence research and the necessity of diversification of centrality were proposed. While previous studies mainly analyzed the research outcomes, this study is meaningful because it analyzed researchers' connectivity and collaborative structures in the actual convergence research procedures.

A Novel Hybrid Intelligence Algorithm for Solving Combinatorial Optimization Problems

  • Deng, Wu;Chen, Han;Li, He
    • Journal of Computing Science and Engineering
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    • v.8 no.4
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    • pp.199-206
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    • 2014
  • The ant colony optimization (ACO) algorithm is a new heuristic algorithm that offers good robustness and searching ability. With in-depth exploration, the ACO algorithm exhibits slow convergence speed, and yields local optimization solutions. Based on analysis of the ACO algorithm and the genetic algorithm, we propose a novel hybrid genetic ant colony optimization (NHGAO) algorithm that integrates multi-population strategy, collaborative strategy, genetic strategy, and ant colony strategy, to avoid the premature phenomenon, dynamically balance the global search ability and local search ability, and accelerate the convergence speed. We select the traveling salesman problem to demonstrate the validity and feasibility of the NHGAO algorithm for solving complex optimization problems. The simulation experiment results show that the proposed NHGAO algorithm can obtain the global optimal solution, achieve self-adaptive control parameters, and avoid the phenomena of stagnation and prematurity.

An Investigation on the Concepts of Teaching and Learning in Engineering Design (공학설계의 교수·학습적 개념 고찰)

  • Lee, Youngtae;Jung, Jaewon
    • Journal of Engineering Education Research
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    • v.24 no.3
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    • pp.3-10
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    • 2021
  • The purpose of this study was to explore the theory behind creative engineering design instructional characteristics. This study was conducted as a literature review to derive engineering design instructional characteristics. The results showed that there are three primary characteristics: learner-centered instructional activities, collaborative communication interactions, and multidisciplinary convergence to promote creative thinking. This study was meaningful in that it identified creative engineering design instructional characteristics based theoretical considerations of engineering design and engineering design education. Therefore, it is expected that the results of this study will contribute to the development of creative engineering design instructional models.

Vision-based Joint Defect Tracking by Motion Fault Diagnosis of Collaborative Robots (협동로봇 동작 오류 진단을 통한 비전 기반 조인트 결함 추적 기법)

  • Hui-Chan Yang;Jinse Kim;Dong-Yeon Yoo;Jung-Won Lee
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.11a
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    • pp.595-596
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    • 2023
  • 스마트팩토리의 핵심 설비 기기인 협동로봇의 유지보수를 위해 다양한 센서 데이터를 활용한 딥러닝 기반 결함 진단 연구가 확대되고 있다. 하지만 협동로봇은 기계적 특성과 수행하는 작업의 다양성으로 인해 내부 센서 데이터의 복잡도가 매우 높아 고정적인 결함 진단 기법을 적용하기 어렵다. 따라서 본 논문은 협동로봇의 동작 패턴을 직관적이고 신속하게 인지할 수 있는 비전 기술을 활용하여, 동작 오류 진단을 기반으로 원인이 되는 조인트 결함 위치를 추적하는 딥러닝 기법을 제안한다.

Collaborative Disaster Governance Recognized by Nurses during a Pandemic (코로나19 대응 간호사가 인식하는 협력적 재난 거버넌스)

  • Rim, Dahae;Shin, Hyunsook;Jeon, Hyejin;Kim, Jieun;Chun, Hyojin;Oh, Hee;Shon, Soonyoung;Shim, Kaka;Kim, Kyung Mi
    • Journal of Korean Academy of Nursing
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    • v.51 no.6
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    • pp.703-719
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    • 2021
  • Purpose: We aimed to identify collaborative disaster governance through the demand and supply analysis of resources recognized by nurses during the COVID-19 pandemic. Methods: We used a descriptive study design with an online survey technique for data collection. The survey questions were developed based on focus group interviews with nurses responding to COVID-19 and expert validity testing. A 42-question online survey focusing on disaster governance was sent to nurses working in COVID-19 designated hospitals, public health offices, and schools. A total of 630 nurses participated in the survey. Demand and supply analysis was used to identify the specific components of disaster governance during a pandemic situation and analyze priority areas in disaster governance, as reported by nurses. Results: Demand and supply analysis showed that supplies procurement, cooperation, education, and environment factors clustered in the high demand and supply quadrant while labor condition, advocacy, emotional support, and workload adjustment factors clustered in the high demand but low supply quadrant, indicating a strong need in those areas of disaster governance among nurses. The nurses practicing at the public health offices and schools showed major components of disaster governance plotted in the second quadrant, indicating weak collaborative disaster governance. Conclusion: These findings show that there is an unbalanced distribution among nurses, resulting in major challenges in collaborative disaster governance during COVID-19. In the future and current pandemic, collaborative disaster governance, through improved distribution, will be useful for helping nurses to access more required resources and achieve effective pandemic response.

Design and Implementation of Real-time Digital Twin in Heterogeneous Robots using OPC UA (OPC UA를 활용한 이기종 로봇의 실시간 디지털 트윈 설계 및 구현)

  • Jeehyeong Kim
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.23 no.4
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    • pp.189-196
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    • 2023
  • As the manufacturing paradigm shifts, various collaborative robots are creating new markets. Demand for collaborative robots is increasing in all industries for the purpose of easy operation, productivity improvement, and replacement of manpower who do simple tasks compared to existing industrial robots. However, accidents frequently occur during work caused by collaborative robots in industrial sites, threatening the safety of workers. In order to construct an industrial site through robots in a human-centered environment, the safety of workers must be guaranteed, and there is a need to develop a collaborative robot guard system that provides reliable communication without the possibility of dispatch. It is necessary to double prevent accidents that occur within the working radius of cobots and reduce the risk of safety accidents through sensors and computer vision. We build a system based on OPC UA, an international protocol for communication with various industrial equipment, and propose a collaborative robot guard system through image analysis using ultrasonic sensors and CNN (Convolution Neural Network). The proposed system evaluates the possibility of robot control in an unsafe situation for a worker.

Development of Procurement Announcement Analysis Support System (전자조달공고 분석지원 시스템 개발)

  • Lim, Il-kwon;Park, Dong-Jun;Cho, Han-Jin
    • Journal of the Korea Convergence Society
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    • v.9 no.8
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    • pp.53-60
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    • 2018
  • Domestic public e-procurement has been recognized excellence at home and abroad. However, it is difficult for procurement companies to check the related announcements and to grasp the status of procurement announcements at a glance. In this paper, we propose an e-Procurement Announcement Analysis Support System using the HDFS, HDFS, Apache Spark, and Collaborative Filtering Technology for procurement announcement recommendation service and procurement announcement and contract trend analysis service for effective e-procurement system. Procurement announcement recommendation service can relieve the procurement company from searching for announcements according to the characteristics and characteristics of the procurement company. The procurement announcement/contract trend analysis service visualizes the procurement announcement/contract information and procures It is implemented so that the analysis information of electronic procurement can be seen at a glance to the company and the demand organization.

Multi-Scenario-Based Implementation of User Interface for a Cloud BIM-Based Design Support System (다중 시나리오에 의한 '클라우드 BIM 기반 협업 설계 지원 시스템'의 사용자 인터페이스 개발)

  • Kim, Jinwooung;Jung, Jaehwan;Kim, Sung-Ah
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.42 no.2
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    • pp.403-412
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    • 2017
  • With the introduction of BIM and ICT technology, 'Cloud-based collaborative design support system' has been actively researched and new user interface is needed to support it. When developing the user interface, scenario - based design method is selected which based on the actual usage scenarios to anticipate the usage situation and reflect the user's requirements. However, since the existing scenario-based design technique is an inductive method, it is difficult to cover the usage situation of all users when creating the usage scenario. For this reason, there is a need for a new scenario creation method that can systematically create and modify scenarios instead of inductive methods. This study proposes a 'Multi-scenario-based design method' that complemented the existing method and verify its usability by applying it to the user interface development process of 'Cloud-based collaborative design support system'.

The Academic Vocabulary Studies for Petty Officer in Community Colleague (전문대학 부사관과의 사고도구어 선정을 통한 글쓰기 교육방안 연구)

  • Yu, Yong-tae
    • Convergence Security Journal
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    • v.17 no.2
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    • pp.165-171
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    • 2017
  • The goal of this paper is to seek an educational method that can cause some communicational improvements to petty officer majoring students through listing and utilizing the academic vocabulary. The academic vocabulary has been listed by using three major steps. The first, the academic vocabulary is needed to extract from the studies based on this field in past 3 years. Second, the academic vocabulary for petty officers is required to compare with high school level of the academic vocabulary. For the last, the academic vocabulary is demanded to be listed for teaching petty officer majoring students. The signification of the academic vocabulary in this study is limited by focusing on the educational skills for writing in petty officer majors. This study presents a way to develop the communicational abilities through using the academic vocabulary into the collaborative learning. For the conclusion, this study presents its limits and further directions.