1996International Journal of High Speed ComputingRequires access

A PARALLEL IMPLEMENTATION OF A GENERALIZED LANCZOS PROCEDURE FOR STRUCTURAL DYNAMIC ANALYSIS

D.R. Mackay, Kincho H. Law

Open publisher page 4 citations

Abstract

This paper describes a parallel implementation of a generalized Lanczos procedure for struc-tural dynamic analysis on a distributed memory parallel computer. One major cost of the gener-alized Lanczos procedure is the factorization of the (shifted) stiffness matrix and the forward and backward solution of triangular systems. In this paper, we discuss load assignment of a sparse matrix and propose a strategy for inverting the principal block submatrix factors to facilitate the forward and backward solution of triangular systems. We also discuss the different strategies in the implementation of mass matrix-vector multiplication on parallel computer and how they are used in the Lanczos procedure. The Lanczos procedure implemented includes partial and external selective reorthogonalizations and spectral shifts. Experimental results are presented to illustrate the effectiveness of the parallel generalized Lanczos procedure. The issues of balancing the com-putations among the basic steps of the Lanczos procedure on distributed memory computers are

About this research paper

What this paper is about

This paper describes a parallel implementation of a generalized Lanczos procedure for struc-tural dynamic analysis on a distributed memory parallel computer. One major cost of the gener-alized Lanczos procedure is the factorization of the (shifted) stiffness matrix and the forward and backward solution of triangular systems. In this paper, we discuss load assignment of a sparse matrix and propose a strategy for inverting the principal block submatrix factors to facilitate the forward and backward solution of triangular systems. We also discuss the different strategies in the implementation of mass matrix-vector multiplication on parallel computer and how they are used in the Lanczos procedure. The Lanczos procedure implemented includes partial and external selective reorthogonalizations and spectral shifts. Experimental results are presented to illustrate the effectiveness of the parallel generalized Lanczos procedure. The issues of balancing the com-putations among the basic steps of the Lanczos procedure on distributed memory computers are

Why it matters

OpenAlex reports 4 citations for this work. Citation counts describe recorded attention and do not establish research quality.

Key contribution

A contribution statement is not available in the OpenAlex record.

Method / approach

Method details are not available in the OpenAlex metadata.

Main findings

Findings are not separately available in the OpenAlex metadata.

Limitations

Limitations are not available in the OpenAlex metadata.

Applications

Application details are not available in the OpenAlex metadata.

Available abstract

This paper describes a parallel implementation of a generalized Lanczos procedure for struc-tural dynamic analysis on a distributed memory parallel computer. One major cost of the gener-alized Lanczos procedure is the factorization of the (shifted) stiffness matrix and the forward and backward solution of triangular systems. In this paper, we discuss load assignment of a sparse matrix and propose a strategy for inverting the principal block submatrix factors to facilitate the forward and backward solution of triangular systems. We also discuss the different strategies in the implementation of mass matrix-vector multiplication on parallel computer and how they are used in the Lanczos procedure. The Lanczos procedure implemented includes partial and external selective reorthogonalizations and spectral shifts. Experimental results are presented to illustrate the effectiveness of the parallel generalized Lanczos procedure. The issues of balancing the com-putations among the basic steps of the Lanczos procedure on distributed memory computers are

Key concepts: Lanczos resampling, Lanczos algorithm, Computer science, Parallel computing, Distributed memory, Factorization, Krylov subspace, Matrix decomposition

Related papers

Back to paper searchBrowse research topicsOriginal source
A PARALLEL IMPLEMENTATION OF A GENERALIZED LANCZOS PROCEDURE FOR STRUCTURAL DYNAMIC ANALYSIS — Research Paper | ScholarLens