Design of Real-Time Computer-Based Systems Using Developmental Genetic Programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.7970
- @InCollection{Deniziak:2015:hbgpa,
-
author = "Stanislaw Deniziak and Leszek Ciopinski and
Grzegorz Pawinski",
-
title = "Design of Real-Time Computer-Based Systems Using
Developmental Genetic Programming",
-
booktitle = "Handbook of Genetic Programming Applications",
-
publisher = "Springer",
-
year = "2015",
-
editor = "Amir H. Gandomi and Amir H. Alavi and Conor Ryan",
-
chapter = "9",
-
pages = "221--244",
-
keywords = "genetic algorithms, genetic programming",
-
isbn13 = "978-3-319-20882-4",
-
DOI = "doi:10.1007/978-3-319-20883-1_9",
-
abstract = "This chapter presents applications of the
developmental genetic programming (DGP) to design and
optimize real-time computer-based systems. We show that
the DGP approach may be efficiently used to solve the
following problems: scheduling of real-time tasks in
multiprocessor systems, hardware/software codesign of
distributed embedded systems, budget-aware real-time
cloud computing. The goal of optimization is to
minimize the cost of the system, while all real-time
constraints will be satisfied. Since the finding of the
best solution is very complex, only efficient
heuristics may be applied for real-life systems. Unlike
the other genetic approaches where chromosomes
represent solutions, in the DGP chromosomes represent
system construction procedures. Thus, not the system
architecture, but the synthesis process evolves.
Finally, a tree describing the construction of a
(sub-)optimal solution is obtained and the
genotype-to-phenotype mapping is applied to create the
target system. Some other ideas concerning other
applications of the DGP for optimization of
computer-based systems also are outlined.",
- }
Genetic Programming entries for
Stanislaw Deniziak
Leszek Ciopinski
Grzegorz Pawinski
Citations