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相关论文: Constrained high-index saddle dynamics for the sol…

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We introduce a generalized numerical algorithm to construct the solution landscape, which is a pathway map consisting of all stationary points and their connections. Based on the high-index optimization-based shrinking dimer (HiOSD) method…

动力系统 · 数学 2020-11-11 Jianyuan Yin , Bing Yu , Lei Zhang

The high-index saddle dynamics (HiSD) method is a powerful approach for computing saddle points and solution landscape. However, its practical applicability is constrained by the need for the explicit energy function expression. To overcome…

机器学习 · 计算机科学 2024-11-26 Yuankai Liu , Lei Zhang , Jin Zhao

We present an improved high-index saddle dynamics (iHiSD) for finding saddle points and constructing solution landscapes, which is a crossover dynamics from gradient flow to traditional HiSD such that the Morse theory for gradient flow…

数值分析 · 数学 2025-10-22 Hua Su , Haoran Wang , Lei Zhang , Jin Zhao , Xiangcheng Zheng

High-index saddle dynamics (HiSD) is an effective approach for computing saddle points of a prescribed Morse index and constructing solution landscapes for complex nonlinear systems. However, for problems with ill-conditioned Hessians…

数值分析 · 数学 2026-05-25 Bingzhang Huang , Hua Su , Lei Zhang , Jin Zhao

The high-index saddle dynamics (HiSD) method [J. Yin, L. Zhang, and P. Zhang, {\it SIAM J. Sci. Comput., }41 (2019), pp.A3576-A3595] serves as an efficient tool for computing index-$k$ saddle points and constructing solution landscapes.…

数值分析 · 数学 2023-11-27 Yue Luo , Xiangcheng Zheng , Lei Zhang

Finding constrained saddle points on Riemannian manifolds is significant for analyzing energy landscapes arising in physics and chemistry. Existing works have been limited to special manifolds that admit global regular level-set…

数值分析 · 数学 2026-01-16 Yukuan Hu , Laura Grazioli

This paper presents a rigorous numerical framework for computing multiple solutions of semilinear elliptic problems by spatiotemporal high-index saddle dynamics (HiSD), which extends the traditional HiSD to the continuous-in-space setting,…

数值分析 · 数学 2026-01-14 Lei Zhang , Xiangcheng Zheng , Shangqin Zhu

Non-convex optimal control arises from various applications but may contain multiple stationary points. Classical solvers usually perform a ``local'' search near a saddle point or a local minimum, thus rely on good initial guess to reach…

最优化与控制 · 数学 2025-12-02 Ning Du , Yanlin Liu , Lei Zhang , Xiangcheng Zheng

High-index saddle dynamics (HiSD) serves as a competitive instrument in searching the any-index saddle points and constructing the solution landscape of complex systems. The Lagrangian multiplier terms in HiSD ensure the Stiefel manifold…

数值分析 · 数学 2024-02-20 Lei Zhang , Pingwen Zhang , Xiangcheng Zheng

We propose the nullspace-preserving high-index saddle dynamics (NPHiSD) method for degenerating multiple solution systems in constrained and unconstrained settings. The NPHiSD efficiently locates high-index saddle points and provides parent…

数值分析 · 数学 2025-10-29 Kai Jiang , Lei Zhang , Xiangcheng Zheng , Tiejun Zhou

The high-index saddle dynamics (HiSD) method provides a powerful framework for finding saddle points and constructing solution landscapes. While originally derived for nondegenerate critical points, HiSD has demonstrated empirical success…

数值分析 · 数学 2026-02-03 Tao Luo , Jianyuan Yin , Lei Zhang , Shixue Zhang

In this paper, the gentlest ascent dynamics (GAD) developed in [W. E and X. Zhou, Nonlinearity, 24 (2011), pp. 1831--1842] is extended to a constrained gentlest ascent dynamics (CGAD) to find constrained saddle points with any specified…

数值分析 · 数学 2022-11-14 Wei Liu , Ziqing Xie , Yongjun Yuan

We study the discrete constrained saddle dynamics and their momentum variants for locating saddle points on manifolds. Under the assumption of exact unstable eigenvectors, we establish a local linear convergence of the discrete constrained…

数值分析 · 数学 2026-02-02 Qiang Du , Baoming Shi

This paper proposes and analyzes an iterative minimization formulation for search- ing index-1 saddle points of an energy function. This formulation differs from other eigenvector-following methods by constructing a new objective function…

数值分析 · 数学 2014-06-10 Weiguo Gao , Jing Leng , Xiang Zhou

We present a mathematical and numerical investigation to the shrinkingdimer saddle dynamics for finding any-index saddle points in the solution landscape. Due to the dimer approximation of Hessian in saddle dynamics, the local Lipschitz…

数值分析 · 数学 2022-07-21 Lei Zhang , Pingwen Zhang , Xiangcheng Zheng

In this paper we consider the problem of finding an evolution of a dynamical system that originates and terminates in given sets of states. However, if such an evolution exists then it is usually not unique. We investigate this problem and…

最优化与控制 · 数学 2017-09-21 Jan Kuratko , Stefan Ratschan

We analyze the semi-implicit scheme of high-index saddle dynamics, which provides a powerful numerical method for finding the any-index saddle points and constructing the solution landscape. Compared with the explicit schemes of saddle…

数值分析 · 数学 2023-10-10 Yue Luo , Lei Zhang , Pingwen Zhang , Zhiyi Zhang , Xiangcheng Zheng

Here we present a multiscale method to calculate the saddle point associated with the effective dynamics arising from a stochastic system which couples slow deterministic drift and fast stochastic dynamics. This problem is motivated by the…

数值分析 · 数学 2017-08-25 Shuting Gu , Xiang Zhou

We develop and analyze numerical discretization to the constrained high-index saddle dynamics, the dynamics searching for the high-index saddle points confined on the high-dimensional unit sphere. Compared with the saddle dynamics without…

数值分析 · 数学 2022-06-22 Lei Zhang , Pingwen Zhang , Xiangcheng Zheng

Saddle points provide a hierarchical view of the energy landscape, revealing transition pathways and interconnected basins of attraction, and offering insight into the global structure, metastability, and possible collective mechanisms of…

数值分析 · 数学 2025-10-17 Baoming Shi , Lei Zhang , Qiang Du
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