• 제목/요약/키워드: Digital Surface Model

검색결과 527건 처리시간 0.029초

A CPU-GPU Hybrid System of Environment Perception and 3D Terrain Reconstruction for Unmanned Ground Vehicle

  • Song, Wei;Zou, Shuanghui;Tian, Yifei;Sun, Su;Fong, Simon;Cho, Kyungeun;Qiu, Lvyang
    • Journal of Information Processing Systems
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    • 제14권6호
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    • pp.1445-1456
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    • 2018
  • Environment perception and three-dimensional (3D) reconstruction tasks are used to provide unmanned ground vehicle (UGV) with driving awareness interfaces. The speed of obstacle segmentation and surrounding terrain reconstruction crucially influences decision making in UGVs. To increase the processing speed of environment information analysis, we develop a CPU-GPU hybrid system of automatic environment perception and 3D terrain reconstruction based on the integration of multiple sensors. The system consists of three functional modules, namely, multi-sensor data collection and pre-processing, environment perception, and 3D reconstruction. To integrate individual datasets collected from different sensors, the pre-processing function registers the sensed LiDAR (light detection and ranging) point clouds, video sequences, and motion information into a global terrain model after filtering redundant and noise data according to the redundancy removal principle. In the environment perception module, the registered discrete points are clustered into ground surface and individual objects by using a ground segmentation method and a connected component labeling algorithm. The estimated ground surface and non-ground objects indicate the terrain to be traversed and obstacles in the environment, thus creating driving awareness. The 3D reconstruction module calibrates the projection matrix between the mounted LiDAR and cameras to map the local point clouds onto the captured video images. Texture meshes and color particle models are used to reconstruct the ground surface and objects of the 3D terrain model, respectively. To accelerate the proposed system, we apply the GPU parallel computation method to implement the applied computer graphics and image processing algorithms in parallel.

무인수상선의 디지털 트윈 공간 재구성을 위한 이미지 보정 및 점군데이터 간의 매핑 프레임워크 설계 (Design of a Mapping Framework on Image Correction and Point Cloud Data for Spatial Reconstruction of Digital Twin with an Autonomous Surface Vehicle)

  • 허수현;강민주;최진우;박정홍
    • 대한조선학회논문집
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    • 제61권3호
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    • pp.143-151
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    • 2024
  • In this study, we present a mapping framework for 3D spatial reconstruction of digital twin model using navigation and perception sensors mounted on an Autonomous Surface Vehicle (ASV). For improving the level of realism of digital twin models, 3D spatial information should be reconstructed as a digitalized spatial model and integrated with the components and system models of the ASV. In particular, for the 3D spatial reconstruction, color and 3D point cloud data which acquired from a camera and a LiDAR sensors corresponding to the navigation information at the specific time are required to map without minimizing the noise. To ensure clear and accurate reconstruction of the acquired data in the proposed mapping framework, a image preprocessing was designed to enhance the brightness of low-light images, and a preprocessing for 3D point cloud data was included to filter out unnecessary data. Subsequently, a point matching process between consecutive 3D point cloud data was conducted using the Generalized Iterative Closest Point (G-ICP) approach, and the color information was mapped with the matched 3D point cloud data. The feasibility of the proposed mapping framework was validated through a field data set acquired from field experiments in a inland water environment, and its results were described.

Research on the tightening strategy of bolted flange for contact stiffness of joint surface

  • Zuo, Weiliang;Liu, Zhifeng;Zhao, Yongsheng;Niu, Nana;Zheng, Mingpo
    • Structural Engineering and Mechanics
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    • 제83권3호
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    • pp.341-351
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    • 2022
  • During bolted flange assembly, the contact stiffness of some areas of the joint surface may be low due to the elastic interaction. In order to improve the contact stiffness at the lowest position of bolted flange, the correlation model between the initial bolt pre-tightening force and the contact stiffness of bolted flange is established in this paper. According to the stress distribution model of a single bolt, an assumption of uniform local contact stiffness of bolted flange is made. Moreover, the joint surface is divided into the compressive stress region and the elastic interaction region. Based on the fractal contact theory, the relationship model of contact stiffness and contact force of the joint surface is proposed. Considering the elastic interaction coefficient method, the correlation model of the initial bolt pre-tightening force and the contact stiffness of bolted flange is established. This model can be employed to reverse determine the tightening strategy of the bolt group according to working conditions. As a result, this provides a new idea for the digital design of tightening strategy of bolt group for contact stiffness of bolted flange. The tightening strategy of the bolted flange is optimized by using the correlation model of initial bolt pre-tightening force and the contact stiffness of bolted flange. After optimization, the average contact stiffness of the joint surface increased by 5%, and the minimum contact stiffness increased by 6%.

Template-Based Reconstruction of Surface Mesh Animation from Point Cloud Animation

  • Park, Sang Il;Lim, Seong-Jae
    • ETRI Journal
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    • 제36권6호
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    • pp.1008-1015
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    • 2014
  • In this paper, we present a method for reconstructing a surface mesh animation sequence from point cloud animation data. We mainly focus on the articulated body of a subject - the motion of which can be roughly described by its internal skeletal structure. The point cloud data is assumed to be captured independently without any inter-frame correspondence information. Using a template model that resembles the given subject, our basic idea for reconstructing the mesh animation is to deform the template model to fit to the point cloud (on a frame-by-frame basis) while maintaining inter-frame coherence. We first estimate the skeletal motion from the point cloud data. After applying the skeletal motion to the template surface, we refine it to fit to the point cloud data. We demonstrate the viability of the method by applying it to reconstruct a fast dancing motion.

Application of Ray Following Algorithm to High Resolution Satellite Image Simulation

  • Shin, Dong-Seok;Park, Won-Kyu
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2002년도 Proceedings of International Symposium on Remote Sensing
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    • pp.559-564
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    • 2002
  • This paper describes a new algorithm named as ray following algorithm which is applied for high-resolution satellite image simulation. The problems of the conventional ray tracing algorithm are pointed out especially when terrain elevations vary abruptly. The proposed algorithm follows the directional ray vector sequentially and thoroughly in order to determine the crossing point of the ray with the terrain surface. This way of sequential height comparison method is regarded as the only way to obtain accurate surface cross-section when a highly variant digital surface model is used. The experimental results show and compare the validities of the conventional and proposed algorithms.

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그림자 분석 시뮬레이션을 활용한 건축물별 일조량 산정 - 경산시를 사례로 (Calculating the Sunlight Amount for Buildings Using SAS: A Case Study of Gyeongsan City)

  • 김도령;김성재;한수희;조명희
    • 한국지리정보학회지
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    • 제17권1호
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    • pp.159-172
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    • 2014
  • 급격한 산업의 성장과 그로인한 환경 문제로 인해 전 세계적으로 화석연료사용의 규제와 신 재생에너지의 활용에 대한 관심이 증가하고 있다. 이로 인해 선진국들을 중심으로 이와 관련한 정책지원 및 관련분야의 연구가 수행되기 시작하였으며, 특히 에너지자원의 활용 면에 있어 지역적 제약이 적고 유지관리가 용이한 태양광에너지의 활용이 증가 하고 있다. 이는 국민들의 태양광에너지의 활용에 대한 수요의 증가로 나타나고 있으며, 관련 산업의 지속적인 성장세로 나타나고 있다. 그러므로 본 연구에서는 공간정보기술을 활용하여 태양광에너지발전의 주요 영향인자인 일조량을 그림자 분석 시뮬레이션을 활용하여 건축물 별로 산정하였다. 연구 대상지는 경상북도에 위치하고 있는 경산시를 대상으로 하였다. 먼저, 경산시에 대한 공간정보를 구축하기위해 기 구축된 수치지형도에서 등고선과 표고점을 추출하고 이를 활용하여 DEM(Digital Elevation Model)을 생성한다. 또한 건축물 별로 구성되어 있는 도로명 주소 데이터를 활용하여 Raster형태로 변환하고, 변환된 건축물 데이터와 DEM의 합성을 통해 DSM(Digital Surface Model)을 구축하였다. 구축된 DSM을 기반으로 태양의 위치에 따른 그림자의 이동 및 변화탐지를 분석할 수 있는 그림자 분석 시뮬레이션을 활용하여 그림자 정보를 정량화 하였다. 마지막으로 시뮬레이션을 통해 획득한 그림자 정보를 바탕으로 일조시간을 산정하고 이를 가조시간과의 계상을 통해 건축물별 일조량을 산정하였다. 이러한 과정을 통해 산정된 일조량은 공공기관, 민간, 산업체 등에 정량화된 일조량 정보를 제공할 수 있을 뿐만 아니라, 태양광에너지를 활용하기위한 의사결정지원의 기반데이터로 활용될 수 있을 것이며, 향후 태양광에너지 활용연구의 기반으로 활용될 수 있을 것으로 기대된다.

무인항공 사진측량을 이용한 3D 공간정보 취득 (Acquisition of 3D Spatial Information using UAV Photogrammetric Method)

  • 정성혁;임형민;이재기
    • 한국측량학회지
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    • 제28권1호
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    • pp.161-168
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    • 2010
  • 본 연구에서는 무인항공기로 촬영한 영상을 이용하여 변화가 매우 빈번히 발생하는 도시지역의 3차원 정보를 신속하게 취득하는 기법을 제시하고 처리공정을 개발하였다. 연구에서 제안된 무인항공기를 이용한 사진측량기법은 저가의 무인항공기와 비측량용 카메라를 이용하였으며, 카메라 검정을 통하여 내부표정요소를 취득하였다. 연구 대상지역을 촬영한 영상자료와 기준검측량성과로부터 인공지물의 3차원 모형을 제작하였으며 토목공사로 인하여 변화가 발생한 지형을 대상으로 수치지형모형을 제작하였다. 1/1,000 축척의 수치지도 및 지상 기준점 측량성과와 비교하여 본 기법의 효용성을 분석하였으며 이상과 같은 연구를 통하여 3차원 가상도시 구축, 3D GIS 데이터베이스 갱신, 지형 지물 변화정보 추출 및 수치지도 수시갱신에 활용할 수 있는 가능성을 제시하였다.

딥러닝 기반의 대퇴골 영역 분할을 위한 훈련 데이터 증강 연구 (Data Augmentation Method for Deep Learning based Medical Image Segmentation Model)

  • 최규진;신주연;경주현;경민호;이윤진
    • 한국컴퓨터그래픽스학회논문지
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    • 제25권3호
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    • pp.123-131
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    • 2019
  • 본 연구에서는 CT 영상의 대퇴골 부위를 해부학적으로 의미 있게 변형하여 CT 영상의 대퇴골 영역을 분할하기 위한 컨벌루션 신경망(CNN)의 훈련 데이터를 증강하는 방법을 제안한다. 먼저 CT 영상으로부터 삼차원 삼각형 대퇴골 메쉬를 얻는다. 그 후 메쉬의 국소부위에 대한 기하학적 특성을 계산하고, 군집화하여 메쉬를 의미 있는 부분들로 분할한다. 마지막으로, 분할한 부분들을 적절한 알고리즘으로 변형한 뒤, 이를 바탕으로 CT 영상을 와핑하여 새로운 CT영상을 생성하였다. 본 연구의 데이터 증강 방법을 이용하여 학습시킨 딥러닝 모델은 기하학적 변환이나 색상 변환 같이 일반적으로 사용되는 데이터 증강법과 비교하여 더 나은 영상분할 성능을 보인다.

Image-based characterization of internal erosion around pipe in earth dam

  • Dong-Ju Kim;Samuel OIamide Aregbesola;Jong-Sub Lee;Hunhee Cho;Yong-Hoon Byun
    • Computers and Concrete
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    • 제33권5호
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    • pp.481-496
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    • 2024
  • Internal erosion around pipes can lead to the failure of earth dams through various mechanisms. This study investigates the displacement patterns in earth dam models under three different failure modes due to internal erosion, using digital image correlation (DIC) methods. Three failure modes—erosion along a pipe (FM1), pipe leakage leading to soil erosion (FM2), and erosion in a pipe due to defects (FM3)—are analyzed using two- and three-dimensional image- processing techniques. The internal displacement of the cross-sectional area and the surface displacement of the downstream slope in the dam models are monitored using an image acquisition system. Physical model tests reveal that FM1 exhibits significant displacement on the upper surface of the downstream slope, FM2 shows focused displacement around the pipe defect, and FM3 demonstrates increased displacement on the upstream slope. The variations in internal and surface displacements with time depend on the segmented area and failure mode. Analyzing the relationships between internal and surface displacements using Pearson correlation coefficients reveals various displacement patterns for the segmented areas and failure modes. Therefore, the image-based characterization methods presented in this study may be useful for analyzing the displacement distribution and behavior of earth dams around pipes, and further, for understanding and predicting their failure mechanisms.

Development of High Functional Black Resin Coated Electrogalvanized Steel Sheet for Digital TV Panel

  • Jo, Du-Hwan;Kwon, Moonjae;Lee, Jae-Hwa;Kang, Hee-Seung;Jung, Yong-Gyun;Song, Yon-Kyun;Jung, Min-Hwan;Cho, Soo-Hyoun;Cho, Yeong-Bong;Cho, Myoung-Rae;Cho, Byoung-Chon;Lim, Kwangsoo;Seon, Pan-Woo;Han, Hyeon-Soop;Jeong, Hwon-Woo;Lee, Jae-Ryung;Kim, Jong-Sang
    • Corrosion Science and Technology
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    • 제12권1호
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    • pp.1-6
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    • 2013
  • Recently Digital TV industry has drastically been moving the illuminating system, which causes an obvious product change from PDP and LCD to LED model to provide high-definition image. Due to strong competition in the digital industry, TV manufacturers make a great efforts to reduce production cost by using low-priced materials such as steels instead of aluminum and plastic etc. In this paper we have developed a new low-priced electrogalvanized steel sheet, which has a black resin composite layer, to substitute conventional high-priced PCM steel and plastic mold for rear cover panel in the digital TV. The black resin composite was prepared by mechanical dispersion of the mixture solution that consists of high solid polyester resin, melamine hardener, black pigment, micronized silica paste, polyacrylate texturing particle and miscellaneous additives. The composite solution was coated on the steel sheet using roll coater followed by induction furnace curing and cooling. Although the coated layer has a half thickness compared to the conventional PCM steels having $23{\mu}m$ thickness, it exhibits excellent quality for the usage of rear cover panel. The new steel sheet was applied to test products to get quality certification from worldwide electronic appliance customers. Detailed discussion provides in this paper including preparation of composite solution, roll coating technology, induction curing technology and quality evaluation from customers.