• Title/Summary/Keyword: Fusion Integrated

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POSE-VIWEPOINT ADAPTIVE OBJECT TRACKING VIA ONLINE LEARNING APPROACH

  • Mariappan, Vinayagam;Kim, Hyung-O;Lee, Minwoo;Cho, Juphil;Cha, Jaesang
    • International journal of advanced smart convergence
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    • v.4 no.2
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    • pp.20-28
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    • 2015
  • In this paper, we propose an effective tracking algorithm with an appearance model based on features extracted from a video frame with posture variation and camera view point adaptation by employing the non-adaptive random projections that preserve the structure of the image feature space of objects. The existing online tracking algorithms update models with features from recent video frames and the numerous issues remain to be addressed despite on the improvement in tracking. The data-dependent adaptive appearance models often encounter the drift problems because the online algorithms does not get the required amount of data for online learning. So, we propose an effective tracking algorithm with an appearance model based on features extracted from a video frame.

Application of Bayesian Statistical Analysis to Multisource Data Integration

  • Hong, Sa-Hyun;Moon, Wooil-M.
    • Proceedings of the KSRS Conference
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    • 2002.10a
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    • pp.394-399
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    • 2002
  • In this paper, Multisource data classification methods based on Bayesian formula are considered. For this decision fusion scheme, the individual data sources are handled separately by statistical classification algorithms and then Bayesian fusion method is applied to integrate from the available data sources. This method includes the combination of each expert decisions where the weights of the individual experts represent the reliability of the sources. The reliability measure used in the statistical approach is common to all pixels in previous work. In this experiment, the weight factors have been assigned to have different value for all pixels in order to improve the integrated classification accuracies. Although most implementations of Bayesian classification approaches assume fixed a priori probabilities, we have used adaptive a priori probabilities by iteratively calculating the local a priori probabilities so as to maximize the posteriori probabilities. The effectiveness of the proposed method is at first demonstrated on simulations with artificial and evaluated in terms of real-world data sets. As a result, we have shown that Bayesian statistical fusion scheme performs well on multispectral data classification.

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Technology of Stretchable Interconnector and Strain Sensors for Stretchable Electronics (신축성 전자소자를 위한 신축성 전극 및 스트레인 센서 개발 동향)

  • Park, Jin Yeong;Lee, Won Jae;Nam, Hyun Jin;Choa, Sung-Hoon
    • Journal of the Microelectronics and Packaging Society
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    • v.25 no.4
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    • pp.25-34
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    • 2018
  • In this paper, we review the latest technical progress and commercialization of stretchable interconnectors, stretchable strain sensors, and stretchable substrates for stretchable electronics. The development of stretchable electronics can pave a way for new applications such as wearable devices, bio-integrated devices, healthcare and monitoring, and soft robotics. The essential components of stretchable electronic devices are stretchable interconnector and stretchable substrate. Stretchable interconnector should have high stretchability and high electrical conductivity as well as stability under severe mechanical deformation. Therefore several nanocomposite-based materials using CNT, graphene, nanowire, and metal flake have been developed. Geometric engineering such as wavy, serpentine, buckled and mesh structure has been well developed. Stretchable substrate should also pose high stretchability and compatibility with stretchable sensing or interconnecting material. We summarize the recent research results of new materials for stretchable interconnector and substrate as well as strain sensors. The Important challenges in development of the stretchable interconnector and substrate are also briefly discussed.

Face inpainting via Learnable Structure Knowledge of Fusion Network

  • Yang, You;Liu, Sixun;Xing, Bin;Li, Kesen
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.16 no.3
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    • pp.877-893
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    • 2022
  • With the development of deep learning, face inpainting has been significantly enhanced in the past few years. Although image inpainting framework integrated with generative adversarial network or attention mechanism enhanced the semantic understanding among facial components, the issues of reconstruction on corrupted regions are still worthy to explore, such as blurred edge structure, excessive smoothness, unreasonable semantic understanding and visual artifacts, etc. To address these issues, we propose a Learnable Structure Knowledge of Fusion Network (LSK-FNet), which learns a prior knowledge by edge generation network for image inpainting. The architecture involves two steps: Firstly, structure information obtained by edge generation network is used as the prior knowledge for face inpainting network. Secondly, both the generated prior knowledge and the incomplete image are fed into the face inpainting network together to get the fusion information. To improve the accuracy of inpainting, both of gated convolution and region normalization are applied in our proposed model. We evaluate our LSK-FNet qualitatively and quantitatively on the CelebA-HQ dataset. The experimental results demonstrate that the edge structure and details of facial images can be improved by using LSK-FNet. Our model surpasses the compared models on L1, PSNR and SSIM metrics. When the masked region is less than 20%, L1 loss reduce by more than 4.3%.

Reliable Autonomous Reconnaissance System for a Tracked Robot in Multi-floor Indoor Environments with Stairs (다층 실내 환경에서 계단 극복이 가능한 궤도형 로봇의 신뢰성 있는 자율 주행 정찰 시스템)

  • Juhyeong Roh;Boseong Kim;Dokyeong Kim;Jihyeok Kim;D. Hyunchul Shim
    • The Journal of Korea Robotics Society
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    • v.19 no.2
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    • pp.149-158
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    • 2024
  • This paper presents a robust autonomous navigation and reconnaissance system for tracked robots, designed to handle complex multi-floor indoor environments with stairs. We introduce a localization algorithm that adjusts scan matching parameters to robustly estimate positions and create maps in environments with scarce features, such as narrow rooms and staircases. Our system also features a path planning algorithm that calculates distance costs from surrounding obstacles, integrated with a specialized PID controller tuned to the robot's differential kinematics for collision-free navigation in confined spaces. The perception module leverages multi-image fusion and camera-LiDAR fusion to accurately detect and map the 3D positions of objects around the robot in real time. Through practical tests in real settings, we have verified that our system performs reliably. Based on this reliability, we expect that our research team's autonomous reconnaissance system will be practically utilized in actual disaster situations and environments that are difficult for humans to access, thereby making a significant contribution.

Application of Fuzzy Information Representation Using Frequency Ratio and Non-parametric Density Estimation to Multi-source Spatial Data Fusion for Landslide Hazard Mapping

  • Park No-Wook;Chi Kwang-Hoon;Kwon Byung-Doo
    • Journal of the Korean earth science society
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    • v.26 no.2
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    • pp.114-128
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    • 2005
  • Fuzzy information representation of multi-source spatial data is applied to landslide hazard mapping. Information representation based on frequency ratio and non-parametric density estimation is used to construct fuzzy membership functions. Of particular interest is the representation of continuous data for preventing loss of information. The non-parametric density estimation method applied here is a Parzen window estimation that can directly use continuous data without any categorization procedure. The effect of the new continuous data representation method on the final integrated result is evaluated by a validation procedure. To illustrate the proposed scheme, a case study from Jangheung, Korea for landslide hazard mapping is presented. Analysis of the results indicates that the proposed methodology considerably improves prediction capabilities, as compared with the case in traditional continuous data representation.

Recognition of contact surfaces using optical tactile and F/T sensors integrated by fuzzy fusion algorithm (광촉각 센서와 힘/역학센서의 퍼지융합을 통한 접촉면의 인식)

  • 고동환;한헌수
    • 제어로봇시스템학회:학술대회논문집
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    • 1996.10b
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    • pp.628-631
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    • 1996
  • This paper proposes a surface recognition algorithm which determines the types of contact surfaces by fusing the information collected by the multisensor system, consisted of the optical tactile and force/torque sensors. Since the image shape measured by the optical tactile sensor system, which is used for determining the surface type, varies depending on the forces provided at the measuring moment, the force information measured by the f/t sensor takes an important role. In this paper, an image contour is represented by the long and short axes and they are fuzzified individually by the membership function formulated by observing the variation of the lengths of the long and short axes depending on the provided force. The fuzzified values of the long and short axes are fused using the average Minkowski's distance. Compared to the case where only the contour information is used, the proposed algorithm has shown about 14% of enhancement in the recognition ratio. Especially, when imposing the optimal force determined by the experiments, the recognition ratio has been measured over 91%.

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Planarization Effect of Steam Densified BPSG Film in HCl Atmosphere (HCl분위기에서 증기열처리된 BPSG 막의 평탄화효과에 관한 연구)

  • 김동현
    • Journal of the Korean Ceramic Society
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    • v.23 no.4
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    • pp.55-61
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    • 1986
  • Phosphosilicate glass(PSG) films have been used as fusable deposited dielectrics in silicon gate MOS integrated circuits. But in this experiment BPSG(borophosphosilicate glass) will be optimized for more efficient utilization of the reactants. The BPSG films were deposited on silicon wafers by the oxidation of the hydrides at 430$^{\circ}$C in conventional atmospheric-pressure chemical-vapor-deposition (CVD) systems. Physical and chemical properties of CVD BPSG films have been characterized both for as-deposited and for fused films The. relationship between deposited BPSG film composition and infra-red absorption solution etch rate and fusion temperature is discussed and examples of BPSG composition that can be fused at 900~95$0^{\circ}C$ and 800~85$0^{\circ}C$ are given. In addition to having lower fusion temperature than PSG films BPSG films have lower as-deposited intrinsic tensile stress and low aqueous chemical etch rate they have been considered for applications where these characteristics are advantageous.

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M-13 박테리오파지 기반 나노구조를 이용한 생체모방 컬러 디스플레이 개발

  • Kim, Chun-Tae;Kim, Won-Geun;Sin, Chang-Hyeon;O, Jin-U
    • Proceedings of the Korean Vacuum Society Conference
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    • 2013.08a
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    • pp.293.2-293.2
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    • 2013
  • 구조색에 기반을 둔 반사형 디스플레이는 낮은 전력 소모와 쉬운 제조 과정뿐만 아니라 후광 없이 작동이 가능한 장점으로 인해 최근 많은 주목을 받고 있다. 하지만 기술적으로 다양한 색체 구현이 어려워 현재까지는 많이 응용되고 있지는 않다. 이에 본 연구에서 우리는 바이러스(M13-박테리오파지)를 기반으로 한 신개념 컬러 디스플레이를 개발하고자 한다. 우리가 개발하고자 하는 컬러디스플레이는 자가 조립방법으로 만들어진 나노 구조체로 형성되어 있으며, 간단한 실험 조건 조절을 통해 다양한 색깔 구현을 할 수 있다. 특히, MEMS 공정으로 자체 제작한 Micro Heater의 온도 조절을 통해 자가 조립된 나노 구조체의 간격 주기를 조절 하면, 기존에 형성된 색을 원하는대로 자유롭게 바꿀 수 있다. 우리가 개발하고자하는 생체 재료 기반 컬러 소자는 차세대 디스플레이의 또 다른 새로운 시도가 되리라 생각한다.

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KO AC/DC Converter System Installation Status and Commissioning Plan at ITER Site (이터 초전도자석 전원공급장치 현장 설치현황 및 시운전 계획)

  • Song, Inho;Oh, Jong-Seok
    • The Transactions of the Korean Institute of Power Electronics
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    • v.27 no.5
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    • pp.397-401
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    • 2022
  • The construction of the ITER tokamak machine is ongoing at a 77% process rate to achieve the first plasma in 2025. The 18 sets of power supply systems comprising 400 MVA thyristor AC/DC converters for the superconducting magnets supplied by Korea (KO) are being installed with other systems, such as PF converters (China), DC busbars (Russia), and cooling water systems (India), in two buildings (Europe). The system interfaces have been defined during the design stage, and the systems have been manufactured. However, during the on-site installation work, several installation and integration issues emerged due to the manufacturing tolerance and design mistakes. To continue the installation and testing, the engineers of each system resolved the interface issues, planned the commissioning, and integrated the test plan. This paper describes the on-site installation status and issues and the commissioning plan of KO AC/DC converters.