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Study of the numerical efficiency of structured abs-normal forms.

Authors :
Bosse, Torsten Falko
Narayanan, Sri Hari Krishna
Source :
Optimization Methods & Software. Oct2021, Vol. 36 Issue 5, p909-933. 25p.
Publication Year :
2021

Abstract

The abs-normal form (ANF) can be used to represent almost any piecewise linear function. Several of these piecewise linear functions exhibit a certain structure that has an impact on the numerical efficiency of the ANF representation. In this paper, three common structures are investigated that typically arise in applications and require special numerical treatment: the sum, the composition, and the component-wise maximum/minimum of several functions. For these structures, the corresponding expressions of the resulting abs-normal form are provided, as well as some alternatives. The theoretical observations are supported by numerical results. [ABSTRACT FROM AUTHOR]

Subjects

Subjects :
*AUTOMATIC differentiation

Details

Language :
English
ISSN :
10556788
Volume :
36
Issue :
5
Database :
Academic Search Index
Journal :
Optimization Methods & Software
Publication Type :
Academic Journal
Accession number :
157269422
Full Text :
https://doi.org/10.1080/10556788.2019.1613654