A novel chaos control method based on conjugate direction and adaptive step size

被引:3
|
作者
Xia, Yu [1 ]
Xie, Bangguo [1 ]
Yu, Yingye [1 ]
机构
[1] Guangxi Univ Sci & Technol, Sch Civil & Architectural Engn, Liuzhou 545000, Peoples R China
关键词
Structural reliability; Adaptive step; Conjugate direction; Reliability analysis; STRUCTURAL RELIABILITY; 1ST-ORDER;
D O I
10.1016/j.istruc.2024.106458
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The Hasofer-Lind-Rackwitz-Fiessler method (HL-RF method) with the negative gradient direction as the iteration direction often oscillates or even does not converge during the iteration process due to the unreasonable control of the negative gradient direction. This greatly reduces the convergence and robustness of the HL-RF method. Chaos control method (CC method) is also a method with negative gradient direction as the iterative direction. However, in order to alleviate the oscillation problem caused by unreasonable control of negative gradient direction, it introduces a smaller iterative step size in the iterative process. Because its iterative step size is a fixed small value, the iterative efficiency of the CC method is not high. In view of the above problems, in order to reduce the iterative oscillation phenomenon and increase the iterative efficiency at the same time, it proposes a novel chaos control method based on conjugate direction and adaptive step size (CDCC method). Firstly, it uses the conjugate direction instead of the negative gradient direction, so as to fundamentally avoid the problem that the negative gradient direction is easy to cause oscillation. It effectively increases the convergence and robustness of the method. Secondly, it uses iteration information to adaptively control the iteration step size, increasing the computational efficiency of the method effectively. In addition, it also discusses the optimal value of the modification coefficient in the adaptive step size control. Finally, eight examples are given to show that the proposed method has obvious advantages in computational efficiency, convergence and robustness.
引用
收藏
页数:15
相关论文
共 50 条
  • [21] A new variable step size control method for the transform domain LMS adaptive algorithm
    Mayyas, K
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2005, 24 (06) : 703 - 721
  • [22] Biased stochastic conjugate gradient algorithm with adaptive step size for nonconvex problems
    Huang, Ruping
    Qin, Yan
    Liu, Kejun
    Yuan, Gonglin
    EXPERT SYSTEMS WITH APPLICATIONS, 2024, 238
  • [23] A novel adaptive pattern control method based on LCMV
    Su, Baowei
    Wang, Yongliang
    Zhou, Liangzhu
    PROCEEDINGS OF 2006 CIE INTERNATIONAL CONFERENCE ON RADAR, VOLS 1 AND 2, 2006, : 974 - +
  • [24] Novel adaptive pattern control method based on LCMV
    Su, Bao-Wei
    Wang, Yong-Liang
    Zhou, Liang-Zhu
    Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology, 2008, 30 (02): : 282 - 285
  • [25] Adaptive Step Size Control for Update of Activation Probability in Online Probabilistic BS Activation Control Method
    Ochiai, Ryota
    Kishiyama, Yoshihisa
    Higuchi, Kenichi
    2018 21ST INTERNATIONAL SYMPOSIUM ON WIRELESS PERSONAL MULTIMEDIA COMMUNICATIONS (WPMC), 2018, : 309 - 313
  • [26] Fast Model Predictive Control Based on Adaptive Alternating Direction Method of Multipliers
    Li, Yu
    Zou, Qiming
    Ji, Xiaoru
    Zhang, Chanyuan
    Lu, Ke
    JOURNAL OF CHEMISTRY, 2019, 2019
  • [27] Conjugate gradient method for adaptive direction-of-arrival estimation of coherent signals
    Chang, PS
    Willson, AN
    1997 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I - V: VOL I: PLENARY, EXPERT SUMMARIES, SPECIAL, AUDIO, UNDERWATER ACOUSTICS, VLSI; VOL II: SPEECH PROCESSING; VOL III: SPEECH PROCESSING, DIGITAL SIGNAL PROCESSING; VOL IV: MULTIDIMENSIONAL SIGNAL PROCESSING, NEURAL NETWORKS - VOL V: STATISTICAL SIGNAL AND ARRAY PROCESSING, APPLICATIONS, 1997, : 2281 - 2284
  • [28] A class of adaptive step-size control algorithms for adaptive filters
    Koike, S
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2002, 50 (06) : 1315 - 1326
  • [29] Efficient adaptive step size control for exponential integrators
    Deka, Pranab Jyoti
    Einkemmer, Lukas
    COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2022, 123 : 59 - 74
  • [30] Explicit, time reversible, adaptive step size control
    Hairer, E
    Söderlind, G
    SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2005, 26 (06): : 1838 - 1851