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Asynchronous Richardson iterations: theory and practice

Journal Article · · Numerical Algorithms
 [1];  [2];  [3]
  1. Georgia Inst. of Technology, Atlanta, GA (United States); Temple University
  2. Univ. of Wuppertal (Germany)
  3. Temple Univ., Philadelphia, PA (United States)
We consider asynchronous versions of the first- and second-order Richardson methods for solving linear systems of equations. These methods depend on parameters whose values are chosen a priori. We explore the parameter values that can be proven to give convergence of the asynchronous methods. This is the first such analysis for asynchronous second-order methods. We find that for the first-order method, the optimal parameter value for the synchronous case also gives an asynchronously convergent method. For the second-order method, the parameter ranges for which we can prove asynchronous convergence do not contain the optimal parameter values for the synchronous iteration. In practice, however, the asynchronous second-order iterations may still converge using the optimal parameter values, or parameter values close to the optimal ones, despite this result. We explore this behavior with a multithreaded parallel implementation of the asynchronous methods.
Research Organization:
Georgia Inst. of Technology, Atlanta, GA (United States); Temple Univ., Philadelphia, PA (United States)
Sponsoring Organization:
USDOE
Grant/Contract Number:
SC0016564; SC0016578
OSTI ID:
1832741
Journal Information:
Numerical Algorithms, Journal Name: Numerical Algorithms Journal Issue: 4 Vol. 87; ISSN 1017-1398
Publisher:
SpringerCopyright Statement
Country of Publication:
United States
Language:
English

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