• Title/Summary/Keyword: Fusion matching

검색결과 140건 처리시간 0.024초

SPAD과 CNN의 특성을 반영한 ToF 센서와 스테레오 카메라 융합 시스템 (Fusion System of Time-of-Flight Sensor and Stereo Cameras Considering Single Photon Avalanche Diode and Convolutional Neural Network)

  • 김동엽;이재민;전세웅
    • 로봇학회논문지
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    • 제13권4호
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    • pp.230-236
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    • 2018
  • 3D depth perception has played an important role in robotics, and many sensory methods have also proposed for it. As a photodetector for 3D sensing, single photon avalanche diode (SPAD) is suggested due to sensitivity and accuracy. We have researched for applying a SPAD chip in our fusion system of time-of-fight (ToF) sensor and stereo camera. Our goal is to upsample of SPAD resolution using RGB stereo camera. Currently, we have 64 x 32 resolution SPAD ToF Sensor, even though there are higher resolution depth sensors such as Kinect V2 and Cube-Eye. This may be a weak point of our system, however we exploit this gap using a transition of idea. A convolution neural network (CNN) is designed to upsample our low resolution depth map using the data of the higher resolution depth as label data. Then, the upsampled depth data using CNN and stereo camera depth data are fused using semi-global matching (SGM) algorithm. We proposed simplified fusion method created for the embedded system.

Development of RF Ion Source for Neutral Beam Injector in Fusion Devices

  • 장두희;박민;김선호;정승호
    • 한국진공학회:학술대회논문집
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    • 한국진공학회 2013년도 제44회 동계 정기학술대회 초록집
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    • pp.550-551
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    • 2013
  • Large-area RF-driven ion source is being developed at Germany for the heating and current drive of ITER plasmas. Negative hydrogen (deuterium) ion sources are major components of neutral beam injection systems in future large-scale fusion experiments such as ITER and DEMO. RF ion sources for the production of positive hydrogen ions have been successfully developed at IPP (Max-Planck- Institute for Plasma Physics, Garching) for ASDEX-U and W7-AS neutral beam injection (NBI) systems. In recent, the first NBI system (NBI-1) has been developed successfully for the KSTAR. The first and second long-pulse ion sources (LPIS-1 and LPIS-2) of NBI-1 system consist of a magnetic bucket plasma generator with multi-pole cusp fields, filament heating structure, and a set of tetrode accelerators with circular apertures. There is a development plan of large-area RF ion source at KAERI to extract the positive ions, which can be used for the second NBI (NBI-2) system of KSTAR, and to extract the negative ions for future fusion devices such as ITER and K-DEMO. The large-area RF ion source consists of a driver region, including a helical antenna (6-turn copper tube with an outer diameter of 6 mm) and a discharge chamber (ceramic and/or quartz tubes with an inner diameter of 200 mm, a height of 150 mm, and a thickness of 8 mm), and an expansion region (magnetic bucket of prototype LPIS in the KAERI). RF power can be transferred up to 10 kW with a fixed frequency of 2 MHz through a matching circuit (auto- and manual-matching apparatus). Argon gas is commonly injected to the initial ignition of RF plasma discharge, and then hydrogen gas instead of argon gas is finally injected for the RF plasma sustainment. The uniformities of plasma density and electron temperature at the lowest area of expansion region (a distance of 300 mm from the driver region) are measured by using two electrostatic probes in the directions of short- and long-dimension of expansion region.

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Setting of the Operating Conditions of Stereo CCTV Cameras by Weather Condition

  • Moon, Kwang;Pyeon, Mu Wook;Lee, Soo Bong;Lee, Do Rim
    • 한국측량학회지
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    • 제32권6호
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    • pp.591-597
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    • 2014
  • A wide variety of image application methods, such as aerial image, terrestrial image, terrestrial laser, and stereo image point are currently under investigation to develop three-dimensional 3D geospatial information. In this study, matching points, which are needed to build a 3D model, were examined under diverse weather conditions by analyzing the stereo images recorded by closed circuit television (CCTV) cameras installed in the U-City. The tests on illuminance and precipitation conditions showed that the changes in the number of matching points were very sensitively correlated with the changes in the illuminance levels. Based on the performances of the CCTV cameras used in the test, this study was able to identify the optimal values of the shutter speed and iris. As a result, compared to an automatic control mode, improved matching points may be obtained for images filmed using the data obtained through this test in relation to different weather and illuminance conditions.

An Experiment on Image Restoration Applying the Cycle Generative Adversarial Network to Partial Occlusion Kompsat-3A Image

  • Won, Taeyeon;Eo, Yang Dam
    • 대한원격탐사학회지
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    • 제38권1호
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    • pp.33-43
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    • 2022
  • This study presents a method to restore an optical satellite image with distortion and occlusion due to fog, haze, and clouds to one that minimizes degradation factors by referring to the same type of peripheral image. Specifically, the time and cost of re-photographing were reduced by partially occluding a region. To maintain the original image's pixel value as much as possible and to maintain restored and unrestored area continuity, a simulation restoration technique modified with the Cycle Generative Adversarial Network (CycleGAN) method was developed. The accuracy of the simulated image was analyzed by comparing CycleGAN and histogram matching, as well as the pixel value distribution, with the original image. The results show that for Site 1 (out of three sites), the root mean square error and R2 of CycleGAN were 169.36 and 0.9917, respectively, showing lower errors than those for histogram matching (170.43 and 0.9896, respectively). Further, comparison of the mean and standard deviation values of images simulated by CycleGAN and histogram matching with the ground truth pixel values confirmed the CycleGAN methodology as being closer to the ground truth value. Even for the histogram distribution of the simulated images, CycleGAN was closer to the ground truth than histogram matching.

영상 객체 검출을 이용한 드론과 지상로봇의 센서 융합 도킹 시스템 (Sensor Fusion Docking System of Drone and Ground Vehicles Using Image Object Detection)

  • 백종환;박희수;오세령;신지훈;김상훈
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제6권4호
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    • pp.217-222
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    • 2017
  • 본 연구에서는 사람을 대신하여 험난한 지형에서 위험작업을 수행이 가능한 지상로봇과 짧은 시간 안에 원거리 비행이 가능한 드론과의 결합을 통해 위험 상황에서의 효과적인 협업이 가능한 시스템을 구현하였다. 최근 관련 연구는 드론을 수용할 수 있는 무인지상차량이나 4족 로봇에 관한 연구가 있었으나 전체 가용 시간의 장점에 비해 대규모 로봇을 필요로 하여 현장에서 적용하기엔 어려움이 있었다. 본 논문에서는 경량 드론에 장착된 임베디드 웹캠과 영상처리 알고리즘을 사용하여 객체의 한 유형인 마커를 Canny Edge 알고리즘 및 특정한 Template matching 방법을 통하여 비행 중 실시간 검출한 결과를 보여주며, 지상로봇위에 표시된 마커의 2차원적 위치 정보 획득과 레이저 센서를 이용한 상대거리 확보를 융합하여 지상로봇과 드론간의 도킹을 구현하는 시스템을 제안하였다. 실험을 통하여 제안된 시스템은 50회의 도킹 시도에서 95%의 도킹 성공률을 보였으며 6가지의 Template mateching 방법 중 시스템에 적용할 수 있는 2가지의 템플릿 매치 방법을 제시하였다.

$H_{\infty}$ filter for flexure deformation and lever arm effect compensation in M/S INS integration

  • Liu, Xixiang;Xu, Xiaosu;Wang, Lihui;Li, Yinyin;Liu, Yiting
    • International Journal of Naval Architecture and Ocean Engineering
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    • 제6권3호
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    • pp.626-637
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    • 2014
  • On ship, especially on large ship, the flexure deformation between Master (M)/Slave (S) Inertial Navigation System (INS) is a key factor which determines the accuracy of the integrated system of M/S INS. In engineering this flexure deformation will be increased with the added ship size. In the M/S INS integrated system, the attitude error between MINS and SINS cannot really reflect the misalignment angle change of SINS due to the flexure deformation. At the same time, the flexure deformation will bring the change of the lever arm size, which further induces the uncertainty of lever arm velocity, resulting in the velocity matching error. To solve this problem, a $H_{\infty}$ algorithm is proposed, in which the attitude and velocity matching error caused by deformation is considered as measurement noise with limited energy, and measurement noise will be restrained by the robustness of $H_{\infty}$ filter. Based on the classical "attitude plus velocity" matching method, the progress of M/S INS information fusion is simulated and compared by using three kinds of schemes, which are known and unknown flexure deformation with standard Kalman filter, and unknown flexure deformation with $H_{\infty}$ filter, respectively. Simulation results indicate that $H_{\infty}$ filter can effectively improve the accuracy of information fusion when flexure deformation is unknown but non-ignorable.

변화탐지를 위한 SURF 알고리즘과 마스크필터 기반 통합 자동 전처리 (Integrated Automatic Pre-Processing for Change Detection Based on SURF Algorithm and Mask Filter)

  • 김태헌;이원희;염준호;한유경
    • 한국측량학회지
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    • 제37권3호
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    • pp.209-219
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    • 2019
  • 위성영상은 취득 당시의 외부 환경적 요소에 의해 기하 및 방사오차가 발생하며, 이는 변화탐지에 있어 오탐지를 유발하는 원인이 된다. 이러한 기하 및 방사오차는 전처리과정인 기하보정 및 방사보정을 통해 제거해야 한다. 본 연구에서는 SURF (Speeded-Up Robust Feature)기법과 마스크필터를 활용하여 동시에 기하 및 방사보정을 자동으로 수행하는 방법론을 제안하고자 한다. SURF 기법을 통해 추출되는 정합쌍(MPs: Matching Points)은 자동 기하보정에 활용되며, 다시기 영상 간 불변특성을 보이는 지역에서 추출된다. 이러한 정합쌍의 특성을 바탕으로 상대방사보정에 활용되는 PIFs (Pseudo Invariant Features)를 선정하고, 선정된 PIFs를 중심으로 마스크필터를 생성하여 2차 PIFs를 추출했다. 추출된 정합쌍들을 활용하여 자동 기하보정을 수행한 후 기하보정된 영상에 PIFs를 활용하여 상대방사보정을 수행한 결과 기하 및 방사오차가 함께 제거된 것을 확인하였다.

Discharge Characteristics of Large-Area High-Power RF Ion Source for Neutral Beam Injector on Fusion Devices

  • Chang, Doo-Hee;Park, Min;Jeong, Seung Ho;Kim, Tae-Seong;Lee, Kwang Won;In, Sang Ryul
    • 한국진공학회:학술대회논문집
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    • 한국진공학회 2014년도 제46회 동계 정기학술대회 초록집
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    • pp.241.1-241.1
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    • 2014
  • The large-area high-power radio-frequency (RF) driven ion sources based on the negative hydrogen (deuterium) ion beam extraction are the major components of neutral beam injection (NBI) systems in future large-scale fusion devices such as an ITER and DEMO. Positive hydrogen (deuterium) RF ion sources were the major components of the second NBI system on ASDEX-U tokamak. A test large-area high-power RF ion source (LAHP-RaFIS) has been developed for steady-state operation at the Korea Atomic Energy Research Institute (KAERI) to extract the positive ions, which can be used for the NBI heating and current drive systems in the present fusion devices, and to extract the negative ions for negative ion-based plasma heating and for future fusion devices such as a Fusion Neutron Source and Korea-DEMO. The test RF ion source consists of a driver region, including a helical antenna and a discharge chamber, and an expansion region. RF power can be transferred at up to 10 kW with a fixed frequency of 2 MHz through an optimized RF matching system. An actively water-cooled Faraday shield is located inside the driver region of the ion source for the stable and steady-state operations of RF discharge. The characteristics and uniformities of the plasma parameter in the RF ion source were measured at the lowest area of the expansion bucket using two RF-compensated electrostatic probes along the direction of the short- and long-dimensions of the expansion region. The plasma parameters in the expansion region were characterized by the variation of loaded RF power (voltage) and filling gas pressure.

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센서 융합을 통한 환경지도 기반의 강인한 전역 위치추정 (Robust Global Localization based on Environment map through Sensor Fusion)

  • 정민국;송재복
    • 로봇학회논문지
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    • 제9권2호
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    • pp.96-103
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    • 2014
  • Global localization is one of the essential issues for mobile robot navigation. In this study, an indoor global localization method is proposed which uses a Kinect sensor and a monocular upward-looking camera. The proposed method generates an environment map which consists of a grid map, a ceiling feature map from the upward-looking camera, and a spatial feature map obtained from the Kinect sensor. The method selects robot pose candidates using the spatial feature map and updates sample poses by particle filter based on the grid map. Localization success is determined by calculating the matching error from the ceiling feature map. In various experiments, the proposed method achieved a position accuracy of 0.12m and a position update speed of 10.4s, which is robust enough for real-world applications.

뇌의 단일 광자 방출 전산화 단층촬영 영상, 양전자 방출 단층 촬영 영상 그리고 핵자기공명 영상의 융합과 등록에 관한 연구 (A study on image registration and fusion of MRI and SPECT/PET)

  • 주라형;최용;권수일;허수진
    • 한국의학물리학회지:의학물리
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    • 제9권1호
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    • pp.47-53
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    • 1998
  • 방사성 의약품 또는 방사성 동위원소를 이용하여 동적 상태의 변화를 측정하고 핵자기 공명 영상에서 해부학적 기준 정보를 얻어 영상을 융합, 등록하고 같은 대상에서 비슷한 검사를 계속해서 비교하게 되며 해부학적 기준 정보나 다른 검사 기기 종류에서 반복되는 검사의 비교를 위해 영상 합성 연구가 유효하며 기능적 특성 때문에 단일 광자 방출 전산화 단층 촬영과 양전자 방출 단층 촬영은 해부학적 기준 정보가 필요하게 되고 같은 대상에서 이러한 해부학적 기준 정보를 얻고 기능적인 이상과 상관관계를 찾아내고 반복되는 진단에 대한 비교를 위해서 영상등록과 융합을 시행하였다. 해부학적 구조가 같은 특성을 갖는 여러 영상 시스템들을 이용하여 해부학적기준과 동적 정보를 함께 얻고 등록하기 위해 짝을 이루는 점올 이용하여 2 가지 영상 데이터에서 4 점 쌍 이상을 선택하여 등록하였다. 기준 영상과 짝을 이루는 점과 대응한 영상은 다른 색을 선택하여 영상을 구분하였으며 핵자기 공명영상을 기준영상으로 하고 단일 광자 방출 컴퓨터 단층 촬영 영상, 양전자 방출 전산화 단층 촬영 영상을 기준영상에 1:1 대응하여 영상을 등록하기 위해서 변환한다. 핵자기 공명 영상이 기준 영상으로 사용되지만 인터폴레이션 에러는 주어진 영상의 공간 주파수에 따라 달라지므로 낮은 해상도를 갖는 양전자 방출 전산화 단층 촬영 영상과 단일 광자 방출 컴퓨터 단층 촬영 영상의 인터폴레이션 에러는 적다. 따라서 방사성 동위원소를 이용하여 질병의 진단 및 질환의 병태 생리 생화학적 연구를 통한 신체의 동역학적 상태의 변화를 측정할 수 있는 이런 정량적이고 기능적인 정보를 해부학적 기준 정보를 주는 핵자기 공명 영상이나 컴퓨터 단층 촬영에서 반복 시행하여 검사와 진단에 용이하게 이용하고, 비교를 위해서 영상을 등록하고 융합하여 진단에 보다 좋은 결과를 얻을 수 있도록 하였다.

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