• Title/Summary/Keyword: 핵심정보배열

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A Design and Implementation of a Worker Musculoskeletal Assessment Platform Based on Machine Learning

  • Sejong Lee
    • Journal of the Korea Society of Computer and Information
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    • v.29 no.10
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    • pp.129-135
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    • 2024
  • In this paper, we design and implement a worker musculoskeletal assessment platform. The three core components of this platform are the Mobile App, the Modeling Server, and the Web Platform. The Mobile App is an Android application developed in Kotlin, targeting Android platform 12 (S) and Android API Level 31 devices. The app utilizes the camera to capture various worker motion data and transmits it to the Modeling Server. The Modeling Server is implemented using Node.js. This server converts the worker's motion data-such as points, skeleton, and x, y, z coordinate data, measured by the mobile app-into multidimensional arrays. It then applies machine learning frameworks like TensorFlow and Keras to predict the worker's posture. The worker posture learning model is built using Teachable Machine. The Web Platform is developed using React and visualizes the worker's movements as 3D animations along a timeline. The machine learning-based worker musculoskeletal assessment platform developed in this paper aims to contribute to minimizing musculoskeletal disorders in workers at industrial sites.

Improved Resistive Characteristic of Ti-doped AlN-based ReRAM

  • Gwon, Jeong-Yong;Kim, Hui-Dong;Yun, Min-Ju;Kim, Tae-Geun
    • Proceedings of the Korean Vacuum Society Conference
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    • 2014.02a
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    • pp.306.1-306.1
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    • 2014
  • 정보화 시대의 발전에 따라 점점 더 많은 정보를 더욱 빠르게 처리할 수 있는 기기들이 요구되고 있다. 메모리는 그 중에서 핵심적인 부품으로써 소자의 고집적화와 고속화가 계속 진행되면서 기존의 메모리 소자들은 집적화에서 그 한계에 도달하고 있다. 기존 소자들의 집적화의 한계를 극복하기 위하여 새로운 비휘발성 메모리 소자들이 제안되었다. 그 중 resistive switching random access memory(ReRAM)은 저항의 변화특성을 사용하는 메모리로 간단한 구조를 가지고 있기 때문에 집적화에 유리하다는 장점을 가지고 있다. 그 외에도 빠른 동작 속도와 낮은 전압에서의 동작이 가능하여 차세대 메모리로써 각광받고 있는 추세이다. 본 연구실에서는 이미 nitride 물질을 기반으로 한 여러 ReRAM 소자들을 제안해 왔다. 그 중 AlN-based ReRAM 소자는 빠른 동작 속도와 좋은 내구성을 보인 바 있다. 하지만 상업화를 위해서 해결해야 할 문제점들이 아직 존재하고 있다. 대표적으로 소자의 배열에서 각 소자의 균일한 동작이 보증되어야 하기 때문에 소자의 셋/리셋 전압의 산포를 줄이고 동작 전류 레벨을 낮추어야 할 필요성이 존재한다. 이러한 ReRAM의 이슈를 해결하기 위해, 본 실험에서는 기존의 AlN-based ReRAM 소자에 Ti를 도핑 방법을 이용하여 소자의 동작 전압 및 전류의 산포를 줄이기 위한 연구를 진행 하였다. 본 실험은 co-sputtering 방법을 이용하여 Ti가 도핑된 AlN을 저항변화 물질로 사용하여 그 특성을 살펴보았다. Ti의 도핑 효과로 소자의 신뢰성 향상 및 동작 전압의 감소 등의 효과를 얻을 수 있었다. 이는 nitride 기반 물질에서 Ti dopant에 의해 형성된 TiN의 효과로 설명된다. TiN는 metallic한 특성을 지니고 있기에 저항변화물질 내에서 일종의 metallic particle의 역할을 수행할 수 있다. 따라서 conducting path의 형성과정에서 이러한 particle 들이 전계를 유도하여 좀 더 균일한 set/reset 특성을 나타내게 된다.

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A Study on Motion Estimation Encoder Supporting Variable Block Size for H.264/AVC (H.264/AVC용 가변 블록 크기를 지원하는 움직임 추정 부호기의 연구)

  • Kim, Won-Sam;Sohn, Seung-Il
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.12 no.10
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    • pp.1845-1852
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    • 2008
  • The key elements of inter prediction are motion estimation(ME) and motion compensation(MC). Motion estimation is to find the optimum motion vectors, not only by using a distance criteria like the SAD, but also by taking into account the resulting number of 비트s in the 비트 stream. Motion compensation is compensate for movement of blocks of current frame. Inter-prediction Encoding is always the main bottleneck in high-quality streaming applications. Therefore, in real-time streaming applications, dedicated hardware for executing Inter-prediction is required. In this paper, we studied a motion estimator(ME) for H.264/AVC. The designed motion estimator is based on 2-D systolic array and it connects processing elements for fast SAD(Sum of Absolute Difference) calculation in parallel. By providing different path for the upper and lower lesion of each reference data and adjusting the input sequence, consecutive calculation for motion estimation is executed without pipeline stall. With data reuse technique, it reduces memory access, and there is no extra delay for finding optimal partitions and motion vectors. The motion estimator supports variable-block size and takes 328 cycles for macro-block calculation. The proposed architecture is local memory-free different from paper [6] using local memory. This motion estimation encoder can be applicable to real-time video processing.

Study on the textuality of Haedongyeongeon[해동영언] in Mansebo[만세보] ("만세보(萬歲報)" 소재(所載) <해동영언(海東永言)>의 텍스트성 연구)

  • Lee, Sang-Won
    • Sijohaknonchong
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    • v.25
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    • pp.211-237
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    • 2006
  • Mansebo[만세보] contains a total of 111 old shijos under the title of Haedongyeongeon[해동영언]. This dissertation presumes Haedongyeongeon[해동영언] as early 20th century shijo text and surveys its literary characteristic and its significance in relation with anthological compilation. Haedongyeongeon can be seen as both newspaper serials and a short anthology. The basic pattern of the serials shows an organization of 'title. musical designation, author. text. and a brief review. Of these, the review is what most clearly shows the characteristic of the serials. The review is written in Chinese followed by Korean letters to designate the sound of the Chinese. which is presumably designed to attract more readers for the newspaper. On the other hand, Haedongyeongeon[해동영언], when seen as a collection of works printed in serials, clearly shows an intention of compiling an anthology, particularly in its way of overall classification of works or arranging works according to their authors, and thus may well be defined as a short anthology. This anthology somewhat excessively pursues perfection in formality, and is characterized by its strong intent to be read as popular literature, and therefore could be said to manifest the general characteristic of 20th century anthologies. The planner of the serial Haedongyeongeon[해동영언], or the compiler of the anthology is thought to be one of the core figures of Mansebo[만세보], that is, O Sechang[오세창], Lee Injik[이인직], Choi Yeongnyeon[최영년], Shin Gwanghui[신광희], but of them all, considering all circumstances, Choi Yeongnyeon[최영년] is most likely to be the one. Lastly, it is presently unknown what anthology was used as the basis of Haedongyeongeon[해동영언] and accordingly any judgement on that head has been deferred.

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