• Title/Summary/Keyword: Convergence System

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A Study on Performance Improvement of GVQA Model Using Transformer (트랜스포머를 이용한 GVQA 모델의 성능 개선에 관한 연구)

  • Park, Sung-Wook;Kim, Jun-Yeong;Park, Jun;Lee, Han-Sung;Jung, Se-Hoon;Sim, Cun-Bo
    • Proceedings of the Korea Information Processing Society Conference
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    • 2021.11a
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    • pp.749-752
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    • 2021
  • 오늘날 인공지능(Artificial Intelligence, AI) 분야에서 가장 구현하기 어려운 분야 중 하나는 추론이다. 근래 추론 분야에서 영상과 언어가 결합한 다중 모드(Multi-modal) 환경에서 영상 기반의 질의 응답(Visual Question Answering, VQA) 과업에 대한 AI 모델이 발표됐다. 얼마 지나지 않아 VQA 모델의 성능을 개선한 GVQA(Grounded Visual Question Answering) 모델도 발표됐다. 하지만 아직 GVQA 모델도 완벽한 성능을 내진 못한다. 본 논문에서는 GVQA 모델의 성능 개선을 위해 VCC(Visual Concept Classifier) 모델을 ViT-G(Vision Transformer-Giant)/14로 변경하고, ACP(Answer Cluster Predictor) 모델을 GPT(Generative Pretrained Transformer)-3으로 변경한다. 이와 같은 방법들은 성능을 개선하는 데 큰 도움이 될 수 있다고 사료된다.

A Study on Bird Deterrent System to Improve the Performance of Repelling Harmful Birds (유해조류 퇴치 효과 향상을 위한 퇴치시스템 개선)

  • Cho, Yongjun;Yun, Haeyong;Hong, Hyunggil;Oh, Jangseok;Woo, Senongyong;Song, Suhwan;Kim, Dongwoo;Gang, Minsu;Seo, Kabho;Lee, Youngtae;Jo, Jaedoo
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.19 no.8
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    • pp.15-21
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    • 2020
  • We improved the sound pressure of the speaker and allowed the speaker to rotate 360 degrees to improve the effectiveness of the acoustic type bird repellent system. The prototype of the bird repellent system was developed by evaluating sound pressure characteristics by distance and direction and installing orchards. As a result of the evaluation, the extermination sound pressure increased from a distance of about 30 m to a maximum of 60 m, and through the rotary speaker, the extermination distance could be widened in all directions without specific direction.

A Study on the Optimum Convergence Factor for Adaptive Filters (적응필터를 위한 최적수렴일자에 관한 연구)

  • 부인형;강철호
    • Journal of the Korean Institute of Telematics and Electronics B
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    • v.31B no.7
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    • pp.49-57
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    • 1994
  • An efficient approach for the computationtion of the optimum convergence factor is proposed for the LMS algorithm applied to a transversal FIR structure in this study. The approach automatically leads to an optimum step size algorithm at each weight in every iteration that results in a dramatic reduction in terms of convergence time. The algorithm is evaluated in system identification application where two alternative computer simulations are considered for time-invariant and time-varying system cases. The results show that the proposed algorithm needs not appropriate convergence factor and has better performance than AGC(Automatic Gain Control) algorithm and Karni algorithm, which require the convergence factors controlled arbitrarily in computer simulation for time-invariant system and time-varying systems. Also, itis shown that the proposed algorithm has the excellent adaptability campared with NLMS(Normalized LMS) algorithm and RLS (Recursive least Square) algorithm for time-varying circumstances.

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Vibration Adaptive Algorithm for Vision Systems (비전 시스템의 성능개선을 위한 진동 적응 방법)

  • Seo, Kap-Ho;Yun, Sung-Jo;Park, Jeong Woo;Park, Sungho;Kim, Dae-Hee;Sohn, Dong-Seop;Suh, Jin-Ho
    • Journal of the Korean Society of Manufacturing Technology Engineers
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    • v.25 no.6
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    • pp.486-491
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    • 2016
  • Disturbance/vibration reduction is critical in many applications using machine vision. The off-focusing or blurring error caused by vibration degrades the machine performance. In line with this, real-time disturbance estimation and avoidance are proposed in this study instead of going with a more familiar approach, such as the vibration absorber. The instantaneous motion caused by the disturbance is sensed by an attitude heading reference system module. A periodic vibration modeling is conducted to provide a better performance. The algorithm for vibration avoidance is described according to the vibration modeling. The vibration occurrence function is also proposed, and its parameters are determined using the genetic algorithm. The proposed algorithm is experimentally tested for its effectiveness in the vision inspection system.

Real-time Monitoring System for Smoking Detection in Indoor Public Areas (실내 공공장소 흡연감지를 위한 실시간 모니터링 시스템 구현)

  • Han, Seungmin;Hong, Hyunseok;Yu, Heejin;Kim, Yonghee;Lee, Jongkyung;Gim, Jangwon;Jeong, Dongwon
    • Proceedings of the Korea Information Processing Society Conference
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    • 2017.11a
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    • pp.1267-1270
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    • 2017
  • 이 논문에서는 라즈베리파이카메라를 이용하여 실내 흡연감지를 실시간으로 모니터링하는 시스템을 제안한다. 기존에 라즈베리파이에 가스센서를 SPI 통신으로 연결하여 실외 흡연감지 기능을 제공하는 시스템에 대한 연구가 진행되었다. 그러나 기존의 시스템은 부정확한 센서 값의 원인과 흡연이 감지되어도 흡연자를 조치하는 부분에 대한 문제점이 있다. 이 논문에서 제안하는 것은 연기센서, 가스센서를 시리얼통신으로 연결하여 공공장소 실내 흡연여부를 판단해 라즈베리파이카메라를 사용하여 실시간으로 흡연감지 하는 시스템을 제안한다. 이 논문에서 제안 시스템은 공공장소에서 실내흡연을 감지하고 이미지조회기능으로 보다 더 신뢰성있는 흡연감지 시스템에 대해 기대된다.

A Study on Convergence Security of Power Generation Control System (발전 제어시스템의 융합보안 연구)

  • Lee, Daesung
    • Convergence Security Journal
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    • v.18 no.5_1
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    • pp.93-98
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    • 2018
  • Korea Hydro & Nuclear Power Co., Ltd., Korea Electric Power Corporation, and Korea South-East Power Corporation are major infrastructure facilities of power supplying countries. If a malicious hacking attack occurs, the damage is beyond the imagination. In fact, Korea Hydro & Nuclear Power has been subjected to a hacking attack, causing internal information to leak and causing social big problems. In this paper, we propose a strategy and countermeasures for stabilization of various power generation control systems by analyzing the environment and the current status of power generation control system for convergence security research, which is becoming a hot issue. We propose a method to normalize and integrate data types from various physical security systems (facilities), IT security systems, access control systems, to control the whole system through convergence authentication, and to detect risks through fusion control.

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Development of Scaffold Fabrication System using Multi-axis RP Software Technique (다축 RP 소프트웨어 기술을 이용한 스캐폴드 제조 장비 개발)

  • Park, Jung-Whan;Lee, Jun-Hee;Cho, Hyeon-Uk;Lee, Su-Hee;Park, Su-A;Kim, Wan-Doo
    • Journal of the Korean Society for Precision Engineering
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    • v.29 no.1
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    • pp.33-40
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    • 2012
  • The scaffold serves as 3D substrate for the cells adhesion and mechanical support for the newly grown tissue by maintaining the 3D structure for the regeneration of tissue and organ. In this paper, we proposed integrated scaffold fabrication system using multi-axis rapid prototyping (RP) technology. It can fabricate various types of scaffolds: arbitrary sculptured shape, primitive shape, and tube shape scaffolds by layered dispensing biocompatible/ biodegradable polymer strands in designated patterns. In order to fabricate the 3D scaffold, we need to generate the plotting path way for the scaffold fabrication system. We design a data processing program - scaffold plotting software, which can convert the 3D STL file, primitive and tube model images into the NC code for the system. Finally, we fabricated the customized 3D scaffolds with high accuracy using the plotting software and the fabrication system.

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.

Wireless Energy Transfer System with Multiple Coils via Coupled Magnetic Resonances

  • Cheon, Sanghoon;Kim, Yong-Hae;Kang, Seung-Youl;Lee, Myung Lae;Zyung, Taehyoung
    • ETRI Journal
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    • v.34 no.4
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    • pp.527-535
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    • 2012
  • A general equivalent circuit model is developed for a wireless energy transfer system composed of multiple coils via coupled magnetic resonances. To verify the developed model, four types of wireless energy transfer systems are fabricated, measured, and compared with simulation results. To model a system composed of n-coils, node equations are built in the form of an n-by-n matrix, and the equivalent circuit model is established using an electric design automation tool. Using the model, we can simulate systems with multiple coils, power sources, and loads. Moreover, coupling constants are extracted as a function of the distance between two coils, and we can predict the characteristics of a system having coils at an arbitrary location. We fabricate four types of systems with relay coils, two operating frequencies, two power sources, and the function of characteristic impedance conversion. We measure the characteristics of all systems and compare them with the simulation results. The flexibility of the developed model enables us to design and optimize a complicated system consisting of many coils.

A Method of Progress Management of Projects Based on Schedule for Small and Medium Enterprises (중소기업을 위한 일정 기반의 프로젝트 진도 관리 방안)

  • Oh, Joseph;Kim, Bo-Hyun;Baek, Jae-Yong;Jung, So-Young;Choi, Young-Jae
    • IE interfaces
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    • v.25 no.2
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    • pp.276-282
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    • 2012
  • Earned value management(EVM) based progress management was designed to systematically manage large or huge projects with budget based criteria. For this reason, existed methods of EVM based progress management have a practical difficulty to apply to small and medium enterprises(SMEs) not possessing enough human resource, time, and cost. In other words, SMEs have performed simultaneously many small-sized projects emphasizing more project delivery than project budget. This study focuses on the area of project management applying to many small-sized projects simultaneously conducted by SMEs. Thus, the method proposed in this study is to manage only the progress of projects after removing cost factor in order to reduce man powers required for allocating the budget of projects to their all activities in detail in the stage of project planning. This study reveals that SMEs are able to manage progress of many projects easily and intuitively using the proposed method.