• 제목/요약/키워드: robust cost optimization

검색결과 85건 처리시간 0.02초

표면거리 및 표면곡률 최적화 기반 다중모달리티 뇌영상 정합 (Multimodal Brain Image Registration based on Surface Distance and Surface Curvature Optimization)

  • 박지영;최유주;김민정;태우석;홍승봉;김명희
    • 정보처리학회논문지A
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    • 제11A권5호
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    • pp.391-400
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    • 2004
  • 서로 다른 종류의 영상을 정확하게 연관시켜 복합적인 정보를 제공하는 다중모달리티 의료 영상정합기법 중 표면정보 기반 영상정합에서는 일반적으로 동일 대상에 대한 서로 다른 모달리티에서 추출된 표면 윤곽정보 사이의 거리를 최소화함으로써 매칭이 이루어진다. 그런데 동일대상에 대해 취득되는 서로 다른 두 모달리티는 관심 영역 상의 표면 특성이 서로 유사하다. 그러므로 다중모달리티 영상정합에서 표면거리와 함께 표면의 형태 특성을 고려하여 두 영상을 매칭하는 방법이 정합결과의 정확도를 향상시킬 수 있다. 본 연구에서는 동일 대상의 서로 다른 두 모달리티 뇌영상 간의 표면거리와 표면곡률을 최적화하는 정합기법을 제안한다. 영상정합은 참조영상과 테스트영상에 대한 표면정보 생성과 이 두 개의 표면정보를 최적화하는 단계로 구성된다. 표면정보 생성 단계에서는 두 모달리티로부터 관심영역의 윤곽선을 추출하고, 이 중 참조 볼륨의 윤곽선에 대해서는 표면거리맵과 표면곡률맵을 구성하게 된다. 최적화 단계에서는 표면거리맵과 표면곡률맵을 참조하는 최적화 평가함수(cost function)에 의해 두 객체의 표면거리 차이와 표면곡률 차이를 최소화하는 정합 변환 값이 결정되고, 이것이 테스트영상의 변환에 적용되어 결과적으로 두 영상이 정합 되게 된다. 제안된 최적화 평가함수는 표면거리 정보만을 사용하는 평가함수에 비해 보다 견고한 정합 정확도를 보였으며 또한 본 연구는 정합결과의 볼륨 가시화를 통해 효율적인 영상 분석 수단을 제공하고자 하였다.

타부탐색을 이용한 이산설계공간에서의 구조물의 최적설계 (Structural Optimization Using Tabu Search in Discrete Design Space)

  • 이권희;주원식
    • 대한기계학회논문집A
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    • 제27권5호
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    • pp.798-806
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    • 2003
  • Structural optimization has been carried out in continuous or discrete design space. Methods for continuous design have been well developed though they are finding the local optima. On the contrary, the existing methods for discrete design are extremely expensive in computational cost or not robust. In this research, an algorithm using tabu search is developed fur the discrete structural designs. The tabu list and the neighbor function of the Tabu concepts are introduced to the algorithm. It defines the number of steps, the maximum number for random searches and the stop criteria. A tabu search is known as the heuristic approach while genetic algorithm and simulated annealing algorithm are attributed to the stochastic approach. It is shown that an algorithm using the tabu search with random moves has an advantage of discrete design. Furthermore, the suggested method finds the reliable optimum for the discrete design problems. The existing tabu search methods are reviewed. Subsequently, the suggested method is explained. The mathematical problems and structural design problems are investigated to show the validity of the proposed method. The results of the structural designs are compared with those from a genetic algorithm and an orthogonal array design.

다해상도 영상정합을 위한 상호정보 최적화 (Optimization of Mutual Information for Multiresolution Image Registration)

  • 홍헬렌;김명희
    • 한국컴퓨터그래픽스학회논문지
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    • 제7권1호
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    • pp.37-49
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    • 2001
  • 본 논문에서는 다중 모달리티 영상으로부터 상호보완적인 정보를 추출하여 통합된 형태로 표현하기 위하여 다해상도 영상정합을 위한 상호정보 최적화 방법을 제안한다. 본 방법은 두 영상이 기하학적으로 정렬되면 명암도 유사성 측정을 위한 평가함수인 상호정보가 최대화된다는 가정 하에 두 영상에서 대응되는 화소 명암도간 통계적 의존관계나 정보중복성을 계산하여 영상간 변환관계를 추정하여 정합한다. 실험결과로는 뇌 자기공명영상과 뇌 전산화단층 촬영영상을 사용하여 육안평가를 통한 정확성 측면과 초기조건 변화와 잡음 첨가를 통한 견고성 측면으로 검증한다. 본 방법은 표면이나 특징 부위 추출에 의한 정합이 아닌 영상 자체 정보를 사용함으로써 사용자와의 빈번한 상호작용을 줄이며 비모수화 밀도추정으로 기존 평가함수보다 견고하게 밀도추정이 가능하다. 또한 다해상도 기법을 적용한 확률적 최적화로 견고한 수렴을 유도한다.

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Parametric Optimization Procedure for Robust Flight Control System Design

  • Tunik, Anatol A.;Ryu, Hyeok;Lee, Hae-Chang
    • International Journal of Aeronautical and Space Sciences
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    • 제2권2호
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    • pp.95-107
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    • 2001
  • This paper is devoted to the parameter optimization of unmanned aerial vehicle's (UAV) flight control laws. Optimization procedure is based on the ideas of mixed $H_2/H_{\infty}$ control of multi-model plants. By using this approach, some partial $H_2$-terms defining the performance of nominal and parametrically perturbed Flight Control System (FCS) responses to deterministic command signals in stochastic atmosphere as well as $H_{\infty}$-terms defining robustness of the FCS can be incorporated in the composite cost function. Special penalty function imposed on the location of closed-loop system's poles keeps the speed of response and oscillatory properties for both nominal and perturbed FCS in reasonable limits. That is the reason why this procedure may provide reasonable trade-off between the performance and robustness of FCS that are very important especially for UAV. Its practical importance is illustrated by case studies of lateral and longitudinal control of small UAV.

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Real-time Speed Limit Traffic Sign Detection System for Robust Automotive Environments

  • Hoang, Anh-Tuan;Koide, Tetsushi;Yamamoto, Masaharu
    • IEIE Transactions on Smart Processing and Computing
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    • 제4권4호
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    • pp.237-250
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    • 2015
  • This paper describes a hardware-oriented algorithm and its conceptual implementation in a real-time speed limit traffic sign detection system on an automotive-oriented field-programmable gate array (FPGA). It solves the training and color dependence problems found in other research, which saw reduced recognition accuracy under unlearned conditions when color has changed. The algorithm is applicable to various platforms, such as color or grayscale cameras, high-resolution (4K) or low-resolution (VGA) cameras, and high-end or low-end FPGAs. It is also robust under various conditions, such as daytime, night time, and on rainy nights, and is adaptable to various countries' speed limit traffic sign systems. The speed limit traffic sign candidates on each grayscale video frame are detected through two simple computational stages using global luminosity and local pixel direction. Pipeline implementation using results-sharing on overlap, application of a RAM-based shift register, and optimization of scan window sizes results in a small but high-performance implementation. The proposed system matches the processing speed requirement for a 60 fps system. The speed limit traffic sign recognition system achieves better than 98% accuracy in detection and recognition, even under difficult conditions such as rainy nights, and is implementable on the low-end, low-cost Xilinx Zynq automotive Z7020 FPGA.

A Fast Intra Skip Detection Algorithm for H.264/AVC Video Encoding

  • Kim, Byung-Gyu;Kim, Jong-Ho;Cho, Chang-Sik
    • ETRI Journal
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    • 제28권6호
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    • pp.721-731
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    • 2006
  • A fast intra skip detection algorithm based on the ratedistortion (RD) cost for an inter frame (P-slices) is proposed for H.264/AVC video encoding. In the H.264/AVC coding standard, a robust rate-distortion optimization technique is used to select the best coding mode and reference frame for each macroblock (MB). There are three types of intra predictions according to profiles. These are $16{\times}16$ and $4{\times}4$ intra predictions for luminance and an $8{\times}8$ intra prediction for chroma. For the high profile, an $8{\times}8$ intra prediction has been added for luminance. The $4{\times}4$ prediction mode has 9 prediction directions with 4 directions for $16{\times}16$ and $8{\times}8$ luma, and $8{\times}8$ chrominance. In addition to the inter mode search procedure, an intra mode search causes a significant increase in the complexity and computational load for an inter frame. To reduce the computational load of the intra mode search at the inter frame, the RD costs of the neighborhood MBs for the current MB are used and we propose an adaptive thresholding scheme for the intra skip extraction. We verified the performance of the proposed scheme through comparative analysis of experimental results using joint model reference software. The overall encoding time was reduced up to 32% for the IPPP sequence type and 35% for the IBBPBBP sequence type.

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해상풍력발전기 모노파일 설계민감도해석 및 최적설계 (Design Sensitivity and Optimum Design of Monopile Support Structure in Offshore Wind Turbine)

  • 이지현;김수영
    • 대한조선학회논문집
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    • 제51권1호
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    • pp.78-87
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    • 2014
  • Recently the offshore wind turbine development is requested to be installed off south-west coast and Jeju island in Korea. Reliable and robust support structures are required to meet the demand on the offshore wind turbine in harsh and rapidly varying environmental conditions. Monopile is the most preferred substructure in shallow water with long term experiences from the offshore gas and oil industries. This paper presents an optimum design of a monopile connection with grouted transition piece (TP) for the reliable and cost-effective design purposes. First, design loads are simulated for a 5 MW offshore wind turbine in site conditions off the southwest coast of Korea. Second, sensitivity analysis is performed to investigate the design sensitivity of geometry and material parameters of monopile connection based on the ultimate and fatigue capacities according to DNV standards. Next, optimization is conducted to minimize the total mass and resulted in 30% weight reduction and the optimum geometry and material properties of the monopile substructure of the fixed offshore wind turbine.

Motion-Vector Refinement for Video Error Concealment Using Downhill Simplex Approach

  • Kim, Do-Hyun;Kwon, Young-Jin;Choi, Kyoung-Ho
    • ETRI Journal
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    • 제40권2호
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    • pp.266-274
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    • 2018
  • In error-prone wireless environments, it is difficult to realize video coding systems that are robust to various types of data loss. In this paper, a novel motion-vector refinement approach is presented for video error concealment. A traditional boundary-matching approach is exploited to reduce blocky effects along the block boundary. More specifically, a downhill simplex approach is combined with a boundary-matching approach to fine-tune the motion vectors, reducing the blocky effects along the prediction unit block boundary, and minimizing the computational cost. Extensive simulations are performed, and the results obtained verify the robustness and effectiveness of the proposed approach.

계자권선형 12슬롯-10극 자속 역전식 동기 전동기의 최적 설계 (Optimal Design of Field-Excitation Flux-Switching Synchronous Machine for ISG Application)

  • 구본길;정일수;남광희
    • 전력전자학회:학술대회논문집
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    • 전력전자학회 2013년도 추계학술대회 논문집
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    • pp.23-24
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    • 2013
  • In recent years, ISG (Integrated Starter and Generator) system receives a great attention for electric electrification of normal gasoline vehicle. As a cost-effect machine design, an ISG without a permanent magnet is considered. A 12slot-10pole field-excitation flux-switching synchronous machine (FEFSSM) is designed and analyzed via JMAG. The active parts such as the field excitation coil and armature coil are located on the stator. The rotor part consisting of single piece iron makes it more robust and suitable to apply for high speed motor drive system application coupled with reduction belt. The design target is the motor with a maximum torque of 40Nm, a maximum power of 10kW and a maximum speed of 14000 rpm. In this paper, design optimization method is proposed for high torque capability.

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개미 시스템을 이용한 무선 센서 네트워크 라우팅 알고리즘 개발 (Ant-based Routing in Wireless Sensor Networks)

  • 옥창수
    • 한국경영과학회지
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    • 제35권2호
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    • pp.53-69
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    • 2010
  • This paper proposes an ant-based routing algorithm, Ant System-Routing in wireless Senor Networks(AS-RSN), for wireless sensor networks. Using a transition rule in Ant System, sensors can spread data traffic over the whole network to achieve energy balance, and consequently, maximize the lifetime of sensor networks. The transition rule advances one of the original Ant System by re-defining link cost which is a metric devised to consider energy-sufficiency as well as energy-efficiency. This metric gives rise to the design of the AS-RSN algorithm devised to balance the data traffic of sensor networks in a decentralized manner and consequently prolong the lifetime of the networks. Therefore, AS-RSN is scalable in the number of sensors and also robust to the variations in the dynamics of event generation. We demonstrate the effectiveness of the proposed algorithm by comparing three existing routing algorithms: Direct Communication Approach, Minimum Transmission Energy, and Self-Organized Routing and find that energy balance should be considered to extend lifetime of sensor network and increase robustness of sensor network for diverse event generation patterns.