• 제목/요약/키워드: Fixed-point method

검색결과 745건 처리시간 0.031초

조합형 Fixed Point 알고리즘의 독립성분분석을 이용한 영상의 특징추출 (Image Feature Extraction Using Independent Component Analysis of Hybrid Fixed Point Algorithm)

  • 조용현;강현구
    • 한국산업융합학회 논문집
    • /
    • 제6권1호
    • /
    • pp.23-29
    • /
    • 2003
  • This paper proposes an efficient feature extraction of the images by using independent component analysis(ICA) based on neural networks of the hybrid learning algorithm. The proposed learning algorithm is the fixed point(FP) algorithm based on Newton method and moment. The Newton method, which uses to the tangent line for estimating the root of function, is applied for fast updating the inverse mixing matrix. The moment is also applied for getting the better speed-up by restraining an oscillation due to compute the tangent line. The proposed algorithm has been applied to the 10,000 image patches of $12{\times}12$-pixel that are extracted from 13 natural images. The 144 features of $12{\times}12$-pixel and the 160 features of $16{\times}16$-pixel have been extracted from all patches, respectively. The simulation results show that the extracted features have a localized characteristics being included in the images in space, as well as in frequency and orientation. And the proposed algorithm has better performances of the learning speed than those using the conventional FP algorithm based on Newton method.

  • PDF

A NEW ALGORITHM FOR SOLVING MIXED EQUILIBRIUM PROBLEM AND FINDING COMMON FIXED POINTS OF BREGMAN STRONGLY NONEXPANSIVE MAPPINGS

  • Biranvand, Nader;Darvish, Vahid
    • Korean Journal of Mathematics
    • /
    • 제26권4호
    • /
    • pp.777-798
    • /
    • 2018
  • In this paper, we study a new iterative method for solving mixed equilibrium problem and a common fixed point of a finite family of Bregman strongly nonexpansive mappings in the framework of reflexive real Banach spaces. Moreover, we prove a strong convergence theorem for finding common fixed points which also are solutions of a mixed equilibrium problem.

Study on the effect of 3 point belt on chest compression

  • Kim, Gyoung-Yong;Yang, Hyun-Mo
    • 한국컴퓨터정보학회논문지
    • /
    • 제25권3호
    • /
    • pp.169-176
    • /
    • 2020
  • 본 연구는 이송 중 심장정지 환자에게 가슴압박의 질을 높일 수 있는 방법을 제안하였다. 병원 전 단계에서 심장정지 환자에게 심폐소생술을 제공 할 때 구급차에 고정되어 있는 3점식 벨트를 사용하여 가슴압박의 질을 높일 수 있다. 119구급대원이 가슴압박 방법과 더불어 3점식 고정벨트를 착용한 경우 가슴압박의 질이 더 높아졌다. 또한 구급대원의 위험에 노출될 가능성도 적어졌다. 따라서 이송 중 구급차 안에서 3점식 고정벨트를 착용한 경우 119 구급대원은 안전을 확보할 수 있게 되고 심장정지 환자에게는 고품질의 가슴압박을 제공 할 수 있다.

NEWTON SCHULZ METHOD FOR SOLVING NONLINEAR MATRIX EQUATION Xp + AXA = Q

  • Kim, Hyun-Min;Kim, Young-jin;Meng, Jie
    • 대한수학회지
    • /
    • 제55권6호
    • /
    • pp.1529-1540
    • /
    • 2018
  • The matrix equation $X^p+A^*XA=Q$ has been studied to find the positive definite solution in several researches. In this paper, we consider fixed-point iteration and Newton's method for finding the matrix p-th root. From these two considerations, we will use the Newton-Schulz algorithm (N.S.A). We will show the residual relation and the local convergence of the fixed-point iteration. The local convergence guarantees the convergence of N.S.A. We also show numerical experiments and easily check that the N.S. algorithm reduce the CPU-time significantly.

주요성분분석과 고정점 알고리즘 독립성분분석에 의한 얼굴인식 (Face Recognition by Using Principal Component Anaysis and Fixed-Point Independent Component Analysis)

  • 조용현
    • 한국산업융합학회 논문집
    • /
    • 제8권3호
    • /
    • pp.143-148
    • /
    • 2005
  • This paper presents a hybrid method for recognizing the faces by using principal component analysis(PCA) and fixed-point independent component analysis(FP-ICA). PCA is used to whiten the data, which reduces the effects of second-order statistics to the nonlinearities. FP-ICA is applied to extract the statistically independent features of face image. The proposed method has been applied to the problems for recognizing the 20 face images(10 persons * 2 scenes) of 324*243 pixels from Yale face database. The 3 distances such as city-block, Euclidean, negative angle are used as measures when match the probe images to the nearest gallery images. The experimental results show that the proposed method has a superior recognition performances(speed, rate). The negative angle has been relatively achieved more an accurate similarity than city-block or Euclidean.

  • PDF

PARALLEL SHRINKING PROJECTION METHOD FOR FIXED POINT AND GENERALIZED EQUILIBRIUM PROBLEMS ON HADAMARD MANIFOLD

  • Hammed Anuoluwapo Abass;Olawale Kazeem Oyewole
    • 대한수학회논문집
    • /
    • 제39권2호
    • /
    • pp.421-436
    • /
    • 2024
  • In this article, we propose a shrinking projection algorithm for solving a finite family of generalized equilibrium problem which is also a fixed point of a nonexpansive mapping in the setting of Hadamard manifolds. Under some mild conditions, we prove that the sequence generated by the proposed algorithm converges to a common solution of a finite family of generalized equilibrium problem and fixed point problem of a nonexpansive mapping. Lastly, we present some numerical examples to illustrate the performance of our iterative method. Our results extends and improve many related results on generalized equilibrium problem from linear spaces to Hadamard manifolds. The result discuss in this article extends and complements many related results in the literature.

APPROXIMATION METHODS FOR SOLVING SPLIT EQUALITY OF VARIATIONAL INEQUALITY AND f, g-FIXED POINT PROBLEMS IN REFLEXIVE BANACH SPACES

  • Yirga Abebe Belay;Habtu Zegeye;Oganeditse A. Boikanyo
    • Nonlinear Functional Analysis and Applications
    • /
    • 제28권1호
    • /
    • pp.135-173
    • /
    • 2023
  • The purpose of this paper is to introduce and study a method for solving the split equality of variational inequality and f, g-fixed point problems in reflexive real Banach spaces, where the variational inequality problems are for uniformly continuous pseudomonotone mappings and the fixed point problems are for Bregman relatively f, g-nonexpansive mappings. A strong convergence theorem is proved under some mild conditions. Finally, a numerical example is provided to demonstrate the effectiveness of the algorithm.

EXISTENCE THEOREM FOR NON-ABELIAN VORTICES IN THE AHARONY-BERGMAN-JAFFERIS-MALDACENA THEORY

  • Zhang, Ruifeng;Zhu, Meili
    • 대한수학회보
    • /
    • 제54권3호
    • /
    • pp.737-746
    • /
    • 2017
  • In this paper, we discuss the existence theorem for multiple vortex solutions in the non-Abelian Chern-Simons-Higgs field theory developed by Aharony, Bergman, Jafferis, and Maldacena, on a doubly periodic domain. The governing equations are of the BPS type and derived by Auzzi and Kumar in the mass-deformed framework labeled by a continuous parameter. Our method is based on fixed point method.