Reconstruction of polynomial systems from noisy time-series measurements using genetic programming

Created by W.Langdon from gp-bibliography.bib Revision:1.7778

@Article{varadan:2001:TIE,

• author = "Vinay Varadan and Henry Leung",
• title = "Reconstruction of polynomial systems from noisy time-series measurements using genetic programming",
• journal = "IEEE Transactions on Industrial Electronics",
• year = "2001",
• volume = "48",
• number = "4",
• pages = "742--748",
• month = aug,
• keywords = "genetic algorithms, genetic programming, noise, polynomials, signal reconstruction, accurate parameter estimate, addition, embedding dimension, functional operators, improved least-squares method, multiplication, noisy time-series measurements, orthogonal Euclidean distance, polynomial systems reconstruction, time delay, unknown polynomial structure",
• ISSN = "0278-0046",
• DOI = "doi:10.1109/41.937405",
• size = "7 pages",
• abstract = "The problem of functional reconstruction of a polynomial system from its noisy time-series measurement is addressed in this paper. The reconstruction requires the determination of the embedding dimension and the unknown polynomial structure. The authors propose the use of genetic programming (GP) to find the exact functional form and embedding dimension of an unknown polynomial system from its time-series measurement. Using functional operators of addition, multiplication and time delay, they use GP to reconstruct the exact polynomial system and its embedding dimension. The proposed GP approach uses an improved least-squares (ILS) method to determine the parameters of a polynomial system. The ILS method is based on the orthogonal Euclidean distance to obtain an accurate parameter estimate when the series is corrupted by measurement noise. Simulations show that the proposed ILS-GP method can successfully reconstruct a polynomial system from its noisy time-series measurements",
• notes = "CODEN: ITIED6 INSPEC Accession Number:7007126",

}

Genetic Programming entries for Vinay Varadan Henry Leung

Citations