Design of Real-Time Computer-Based Systems Using Developmental Genetic Programming

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@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