Rutting prediction of asphalt mixtures modified by polypropylene fibers via repeated creep testing by utilising genetic programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @Article{Tapkin:2013:MR,
-
author = "Serkan Tapkin and Abdulkadir Cevik and Un Usar and
Eren Gulsan",
-
title = "Rutting prediction of asphalt mixtures modified by
polypropylene fibers via repeated creep testing by
utilising genetic programming",
-
journal = "Materials Research",
-
year = "2013",
-
volume = "16",
-
number = "2",
-
pages = "277--292",
-
keywords = "genetic algorithms, genetic programming, asphalt,
polypropylene fibres, rutting potential, modelling,
closed form solutions",
-
ISSN = "1516-1439",
-
bibsource = "OAI-PMH server at www.doaj.org",
-
language = "eng",
-
oai = "oai:doaj-articles:5c1352da861d9819875cd673c87da536",
-
publisher = "ABM, ABC, ABPol",
-
URL = "http://www.scielo.br/scielo.php?pid=S1516-14392013000200003&script=sci_arttext",
-
DOI = "doi:10.1590/S1516-14392013005000012",
-
size = "16 pages",
-
abstract = "A novel application of genetic programming (GP) for
modelling and presenting closed form solutions to the
rutting prediction for polypropylene (PP) modified
asphalt mixtures is investigated. Various PP fibres
have been used for bitumen modification and repeated
creep (RC) tests have been carried out. Marshall
specimens, fabricated with multifilament 3 mm (M-03)
type PP fibers at optimum bitumen content of 5percent
have been tested under different load values and
patterns at 50 degree C to investigate their rutting
potential. It has been shown that the service lives of
PP fibre-reinforced Marshall specimens are respectively
longer than the control specimens under the same
testing conditions (5 to 12 times). Input variables in
the developed GP model use the physical properties of
Marshall specimens such as PP type, specimen height,
unit weight, voids in mineral aggregate, voids filled
with asphalt, air voids, rest period and pulse counts.
The performance of the accuracy of the proposed GP
model is observed to be quite satisfactory. To obtain
the main effects plot, detailed parametric studies have
been performed. The presened closed form solution will
also help further researchers willing to perform
studies on the prediction of the rutting potential of
asphalt without carrying out destructive tests for
similar type of aggregate sources, bitumen, aggregate
gradation, modification technique and laboratory
conditions.",
- }
Genetic Programming entries for
Serkan Tapkin
Abdulkadir Cevik
Un Usar
Eren Gulsan
Citations