PDF] Steepest Descent and Conjugate Gradient Methods with Variable Preconditioning
Por um escritor misterioso
Last updated 31 março 2025
![PDF] Steepest Descent and Conjugate Gradient Methods with Variable Preconditioning](https://d3i71xaburhd42.cloudfront.net/a0174a41c7d682aeb1d7e7fa1fbd2404e037a638/11-Figure8.1-1.png)
It is shown that the CG method with variable preconditioning under this assumption may not give improvement, compared to the steepest descent (SD) method, and a new elegant geometric proof of the SD convergence rate bound is given. We analyze the conjugate gradient (CG) method with variable preconditioning for solving a linear system with a real symmetric positive definite (SPD) matrix of coefficients $A$. We assume that the preconditioner is SPD on each step, and that the condition number of the preconditioned system matrix is bounded above by a constant independent of the step number. We show that the CG method with variable preconditioning under this assumption may not give improvement, compared to the steepest descent (SD) method. We describe the basic theory of CG methods with variable preconditioning with the emphasis on “worst case” scenarios, and provide complete proofs of all facts not available in the literature. We give a new elegant geometric proof of the SD convergence rate bound. Our numerical experiments, comparing the preconditioned SD and CG methods, not only support and illustrate our theoretical findings, but also reveal two surprising and potentially practically important effects. First, we analyze variable preconditioning in the form of inner-outer iterations. In previous such tests, the unpreconditioned CG inner iterations are applied to an artificial system with some fixed preconditioner as a matrix of coefficients. We test a different scenario, where the unpreconditioned CG inner iterations solve linear systems with the original system matrix $A$. We demonstrate that the CG-SD inner-outer iterations perform as well as the CG-CG inner-outer iterations in these tests. Second, we compare the CG methods using a two-grid preconditioning with fixed and randomly chosen coarse grids, and observe that the fixed preconditioner method is twice as slow as the method with random preconditioning.
![PDF] Steepest Descent and Conjugate Gradient Methods with Variable Preconditioning](https://d3i71xaburhd42.cloudfront.net/58140dd819ce6d049571e35c6520d6232f5980e4/5-Figure2-1.png)
PDF] Comparison of steepest descent method and conjugate gradient
![PDF] Steepest Descent and Conjugate Gradient Methods with Variable Preconditioning](https://media.springernature.com/lw346/springer-static/image/chp%3A10.1007%2F978-3-030-36468-7_13/MediaObjects/472714_1_En_13_Figc_HTML.png)
The Conjugate Gradient Method
![PDF] Steepest Descent and Conjugate Gradient Methods with Variable Preconditioning](https://i.ytimg.com/vi/zjzOYL4fhrQ/maxresdefault.jpg?sqp=-oaymwEmCIAKENAF8quKqQMa8AEB-AHUBoAC4AOKAgwIABABGHIgNyg-MA8=&rs=AOn4CLCrZjsBGBt2aQ1ILO_N3dNsba6p5A)
Preconditioned Conjugate Gradient Descent (ILU)
Conjugate gradient method - Wikipedia
![PDF] Steepest Descent and Conjugate Gradient Methods with Variable Preconditioning](https://miro.medium.com/v2/resize:fit:1248/1*RQ-XYcHV6iwnxT2Bc9yYeQ.png)
Descent carefully on a gradient!. In machine learning, gradient
![PDF] Steepest Descent and Conjugate Gradient Methods with Variable Preconditioning](http://hua-zhou.github.io/teaching/biostatm280-2017spring/slides/22-cg/coordinate_descent.png)
cg
![PDF] Steepest Descent and Conjugate Gradient Methods with Variable Preconditioning](https://ars.els-cdn.com/content/image/1-s2.0-S0024379516304104-gr001.jpg)
Preconditioned steepest descent-like methods for symmetric
![PDF] Steepest Descent and Conjugate Gradient Methods with Variable Preconditioning](https://media.springernature.com/m685/springer-static/image/art%3A10.1007%2Fs11590-022-01867-9/MediaObjects/11590_2022_1867_Figa_HTML.png)
A link between the steepest descent method and fixed-point
![PDF] Steepest Descent and Conjugate Gradient Methods with Variable Preconditioning](https://ars.els-cdn.com/content/image/3-s2.0-B9780124167025500028-f02-06-9780124167025.jpg)
Conjugate Gradient Method - an overview
![PDF] Steepest Descent and Conjugate Gradient Methods with Variable Preconditioning](https://www.mdpi.com/mathematics/mathematics-11-02264/article_deploy/html/images/mathematics-11-02264-g001.png)
Mathematics, Free Full-Text
![PDF] Steepest Descent and Conjugate Gradient Methods with Variable Preconditioning](https://i1.rgstatic.net/publication/220493430_Algorithm_809_PREQN_Fortran_77_subroutines_for_preconditioning_the_conjugate_gradient_method/links/546ec9920cf2b5fc17607f32/largepreview.png)
PDF) Algorithm 809: PREQN: Fortran 77 subroutines for
Recomendado para você
-
Mod-06 Lec-13 Steepest Descent Method31 março 2025
-
Gradient descent - Wikipedia31 março 2025
-
The A-Z Guide to Gradient Descent Algorithm and Its Types31 março 2025
-
Solved Steepest Descent Algorithm (1) 1. [20] Given a31 março 2025
-
Comparison descent directions for Conjugate Gradient Method31 março 2025
-
Solved The steepest descent method for minimize f(x) is the31 março 2025
-
Stochastic Gradient Descent Algorithm With Python and NumPy – Real Python31 março 2025
-
Solving unconstrained optimization problems using steepest descent algorithm : r/optimization31 março 2025
-
gradient-descent-backtracking.png31 março 2025
-
PROBLEM ON STEEPEST DESCENT METHOD31 março 2025
você pode gostar
-
STL file Gingerbread man - Shrek - Cookie cutter - Fondant 👨・3D printing idea to download・Cults31 março 2025
-
Ferradura De Cavalo Jk N, Plus. Jogo Completo (2 Pés+2mãos)31 março 2025
-
Um AGRICULTOR OVERPOWER Deu DURO para Restaurar o Clã Das ELFAS SUPERI31 março 2025
-
Let's appreciate the fact Neo Metal Sonic exists in 3 different media : r/SonicTheHedgehog31 março 2025
-
GOT A UKULELE - Ukulele reviews and beginners tips: Werewolves Of London - Warren Zevon - Ukulele Chords31 março 2025
-
This Is Where - song and lyrics by Voodoo Funk Project31 março 2025
-
Qual é a Cara mais assustadora31 março 2025
-
Buy JoJo's Bizarre Adventure: All-Star Battle R Deluxe Edition31 março 2025
-
Spiritomb - Scarlet & Violet - SVIen Pokémon card 129/19831 março 2025
-
Zephyr - Bounty Rush by JosouKitsune on DeviantArt31 março 2025