• Journal of the Korea Society for Simulation
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• v.31 no.1
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• pp.11-18
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• 2022

Recently, research to classify human activity using imagery has been actively conducted for the purpose of crime prevention and facility safety in public places and facilities. In order to improve the performance of human activity classification, most studies have applied deep learning based-transfer learning. However, despite the increase in the number of backbone network models that are the basis of deep learning as well as the diversification of architectures, research on finding a backbone network model suitable for the purpose of operation is insufficient due to the atmosphere of using a certain model. Thus, this study applies the transfer learning into recently developed deep learning backborn network models to build an intelligent system that classifies human activity using imagery. For this, 12 types of active and high-contact human activities based on sports, not basic human behaviors, were determined and 7,200 images were collected. After 20 epochs of transfer learning were equally applied to five backbone network models, we quantitatively analyzed them to find the best backbone network model for human activity classification in terms of learning process and resultant performance. As a result, XceptionNet model demonstrated 0.99 and 0.91 in training and validation accuracy, 0.96 and 0.91 in Top 2 accuracy and average precision, 1,566 sec in train process time and 260.4MB in model memory size. It was confirmed that the performance of XceptionNet was higher than that of other models.

• Proceedings of the KIPE Conference
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• 2015.07a
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• pp.77-78
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• 2015

본 논문은 직류와 교류 감전 조건에서 적용 가능한 통합 인체 임피던스 모델을 제시한다. 인체보호기술에 관련한 IEC 60479 인체 감전의 생리학적 현상에 제시되어 있는 직류에서의 인체감전 현상에 대하여 실험적으로 분석하고, 이를 기반으로 도출된 직류와 교류환경에서의 등가회로는 상반된 결과를 보였다. 따라서 직류 감전환경에 대해 좀 더 세밀한 모델링이 이루어져야 할 필요가 있다. 본 논문에서는 직류와 교류에서 모두 적용 가능한 통합 인체 임피던스 모델을 제시하고 제시하는 모델의 전기적 등가회로에 대한 타당성 검증을 위해 PSIM 시뮬레이션을 수행하였다.

• Journal of the Korea Institute of Information and Communication Engineering
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• v.13 no.5
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• pp.877-886
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• 2009

In this paper, we propose a new method for the design and implementation of Cloth Simulation System for 3D fashion shopping mall based on Web. Web 3D shopping mall is implemented by using a Web3D authoring tool, ISB, which provides easy mouse operation. 3D human models and cloth item model are designed by low polygon modeling method of 3D MAX. The designed 3D human models and cloth item model are exported to XML file. Finally, 3D human models and cloth item model are displayed and animated on the Web by using ActiveX control based on DirectX. We also implemented textile palette and mapped it to clothes model by using alpha blending during simulation.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.7 no.1
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• pp.57-62
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• 2006

This treatise proposes a develop system that manufactures 3D clothes model who is used in 3D clothes getting dressed simulation. Need 3D human body model and 3D clothes model to do getting dressed simulation. Create priority work Matrix javelin to design clothes model and design 2D piece from designer Connect designed piece plain using backstitch line and create numerical value data because using designed piece and backstitch data finally and make 3D clothes model. Consist of piece design module, to read clothes data and save module, getting dressed simulation module in system that propose in this treatise.

• Journal of Korea Multimedia Society
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• v.10 no.4
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• pp.527-536
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• 2007

This paper proposes a 3D fashion design system that generates a 3D clothes model by using 2D patterns of clothes and drapes the 3D clothes model on a 3D human model. In the proposed system, 2D patterns of clothes are designed by selecting comer points of 2D mesh. After designing 2D patterns, a 3D clothes model is designed by describing the control points to be connected between 2D patterns. The proposed system reads a 3D human body model file and the designed 3D clothes model and creates a 3D human model putting on the clothes by using the mass-spring model based physical simulation. It calculates collision and reaction between the triangles of human body model and those of clothes for realistic simulation. Because the number of triangles is very large, the collision and reaction processing need a lot of time. To solve this problem, the proposed system decreases the number of collision and reaction processing by using the Octree space subdivision technique. It took a few seconds for generating a 3D human model putting on the designed 3D clothes.

• Proceedings of the Korean Society for Emotion and Sensibility Conference
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• 2002.11a
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• pp.262-266
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• 2002

본 연구에서는 가상환경 및 시뮬레이션에서 활용이 가능한 인체 모델을 개발하였다. 한국인 인체 측정 자료를 바탕으로 각 지체에 대한 기구학적 특성치와 상관관계를 얻고 인체 모델을 구성하였다. 인체 모델은 17개의 독립된 지체들로 구분되며 조인트로 연결된다. 구성된 모델은 가상환경의 신 그래프(scene graph)상에 자료화되고 DCS를 이용하여 애니메이션이 가능하도록 하였다. Madymo를 이용하여 차량 운전자의 전방 충돌 및 범퍼 통과시 지체의 거동을 해석하고 그 결과 값을 변환하여 OpenGL Performer 라이브러리를 통해 가상 공간에 가시화하였다.

• Proceedings of the Korea Contents Association Conference
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• 2011.05a
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• pp.263-264
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• 2011

본 연구에서는 한국인 표준체형과 유사한 사람의 의료 영상 자료를 이용하여 인체 골격계 모델을 개발하였다. 이를 동역학 해석 상용 소프웨트어인 RecurDynTM에 탑재하여 인체 시뮬레이션 모듈을 개발하였고 타당성을 검증을 거친 후 노인의 앉기-서기 및 보행 동작해석에 적용하였다. 노인이 보행기(elderly walker)를 사용하여 앉기-서기 동작을 할 때 하지관절 기구학의 변화는 미비하였으나 보행 시 각 관절의 가동범위가 감소하였고 동작시간이 증가하였다. 또한 근전도 해석결과 일부 발목 주변 근육들과 햄스트링 근육에서 근활성치가 줄거나 활성시간이 줄었다. 이러한 변화는 보행기를 이용한 보행 때 하지의 기여도가 감소했기 때문에 발생하는 현상으로 생각된다. 본 연구를 통해 얻어진 시뮬레이션 기술은 다양한 인체 정보 콘텐츠분야에 널리 활용될 것으로 생각된다.

• Transactions of the Korean Society of Mechanical Engineers A
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• v.41 no.8
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• pp.691-701
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• 2017

The barbell squat is a fundamental physical exercise for strengthening the lower body and core muscles. It is an integral part of training and conditioning programs in sports, rehabilitation, and fitness. In this paper, we proposed a virtual test framework for squat exercises using a Smith machine to simulate joint torques and muscle forces, based on an integrated product-human model and motion synthesis algorithms. We built a muscular skeletal human model with boundary conditions modeling the interactions between the human body and a machine or the ground. To validate the model, EMG, external forces, and squat motions were captured through physical experiments by varying the foot position. A regression-based motion synthesis algorithm was developed based on the captured squat motions to generate a new motion for a given foot position. The proposed approach is expected to reduce the need for physical experiments in the development of training programs.

• Journal of IKEEE
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• v.22 no.3
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• pp.854-857
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• 2018

It becomes important to analyze the effects of electromagnetic wave on human body, as various wireless equipments are widely used in daily life. SAR (specific absorption rate) is a parameter of the effects of electromagnetic wave on human body. However, it considers only human tissues, and it is difficult to evaluate the effects of electromagnetic wave when metal artifacts are inserted such as dental implants. This paper introduces a method to simulate SAR, and gets its simulated results. Simulated SAR of human head model with dental implants in 30 GHz 5th generation mobile communications (5G) frequency band is $2.50{\times}10^{-3}W/kg$ in maximum and $8.58{\times}10^{-7}W/kg$ in average. These values are absolutely below 1.6 W/kg Korean domestic SAR limit.

• Proceedings of the Korean Information Science Society Conference
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• 2003.04c
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• pp.630-632
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• 2003

컴퓨터 가상현실 기술은 반복적인 교육과 훈련을 필요로 하는 의료 시뮬레이션 분야에 도입되어 시술 훈련, 수술 계획 및 수술 시뮬레이션 등의 영역에 응용되고 있다. 3차원적 가시화나 네비게이션에 치중하던 기존의 의료 시뮬레이션에 보다 현실감을 증진시키기 위해서는 인체 해부학적 기관의 변형성과 사용자와 대상 기관 사이의 물리적인 상호작용이 반영되어야 한다. 본 연구에서는 기존의 2차원 및 3차원 마우스만을 사용하던 상호작용 환경을 개선하여 시술 동작시 물리적인 역감을 전달받을 수 있는 햅틱 인터페이스를 도입하고. 보다 현실감 있는 시각적 디스플레이를 위해 햅틱 워크벤치를 사용하였다. 사용자의 햅틱 인터페이스 조작에 따른 가상 인체 기관의 물리적 변형 및 이에 따른 물리적 역감은 삼각메쉬를 이용한 매스-스프링 모델을 사용하여 구현하였고. 가상 시술 도구와 가상 인체 기관와의 빠른 충들 감지를 위해서는 OBBTree를 적용하였다.