Methods of Nonsmooth Analysis as Appliedto the Problem of Minimizing the Sum of Moduliof Affine Functions

An application of constructive nonsmooth analysis methods to the problem of minimizing a convex piecewise affine function defined as the sum of absolute values of affine functions is demonstrated. Hypodifferential calculus was used in the general (multidimensional) case, while subdifferential calculus was employed in the scalar case. Analyzing the optimality criterion, one can reveal that the point delivering the global minimum can be found by solving the corresponding linear programming problem. In the scalar case, the solution can also be found in closed form as the weighted median of the nodes of a broken line.

Authors

Institutions

Publication Details

Journal
Journal of Applied and Industrial Mathematics
Published
2024-12-01
DOI
https://doi.org/10.1134/s1990478924040203
Primary Topic
Statistical and numerical algorithms
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Methods of Nonsmooth Analysis as Appliedto the Problem of Minimizing the Sum of Moduliof Affine Functions

G. Sh. Tamasyan, G. S. Shulga
Journal of Applied and Industrial Mathematics
Statistical and numerical algorithms
article

Methods of Nonsmooth Analysis as Appliedto the Problem of Minimizing the Sum of Moduliof Affine Functions

G. Sh. Tamasyan, G. S. Shulga
article en

Abstract

An application of constructive nonsmooth analysis methods to the problem of minimizing a convex piecewise affine function defined as the sum of absolute values of affine functions is demonstrated. Hypodifferential calculus was used in the general (multidimensional) case, while subdifferential calculus was employed in the scalar case. Analyzing the optimality criterion, one can reveal that the point delivering the global minimum can be found by solving the corresponding linear programming problem. In the scalar case, the solution can also be found in closed form as the weighted median of the nodes of a broken line.

Journal of Applied and Industrial MathematicsVol. 18(4)
St Petersburg University (RU), Military Space Academy named after AF Mozhaisky (RU), Institute of Problems of Mechanical Engineering (RU)
Openalex Percentile: Top 51%
Statistical and numerical algorithms
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.