COI code: ICSAU02_0222
Paper Language: English
How to Download This Paper
For Downloading the Fulltext of CIVILICA papers please visit the orginal Persian Section of website.
Authors Investigation of Different Kernels of Support Vector Regression on Resilient Modulus of Treated PavementsMojtaba Nazemi - M.Sc. Student of Geotechnical Engineering Department of Graduate University of Advanced Technology, Kerman, Iran
Ali Heidaripanah - Assistant Professor of Geotechnical Engineering Department of Graduate University of Advanced Technology, Kerman, Iran
Fazlollah Soltani - Assistant Professor of Geotechnical Engineering Department of Graduate University of Advanced Technology, Kerman, Iran
Abstract:Resilient modulus (MR) plays a significant role in pavement designing in accordance with mechanistic–empirical method. Furthermore, since the utilization of different pavement stabilizers are generally established in road projects, acquiring the resilient modulus of treated pavement layers appears to be inevitable. However, due to the complexity, timeconsuming and equipment requirements for repeated load testing, several methods have been proposed to apply. Apart from the empirical formulas and multifarious regression models, the novel artificial intellect algorithm of Support Vector Regression (SVR) has been developed to evaluate the accurate value of (MR) of treated pavement layers. In this paper, the comparisons of the different kernel functions of Support Vector Regression (SVR) have been stated. Eventually, due to less sensitive to dataset input distribution, high accurate estimation, avoiding the black box and high adoptability to various dataset inputs, the polynomial kernel of SVR is selected as the most appropriate kernel for prediction model of (MR) value evaluation
Keywords:Resilient Modulus, Treated Pavement Layers, Support Vector Machine, Kernel Functions
COI code: ICSAU02_0222
how to cite to this paper:If you want to refer to this article in your research, you can easily use the following in the resources and references section:
Nazemi, Mojtaba; Ali Heidaripanah & Fazlollah Soltani, 2014, Investigation of Different Kernels of Support Vector Regression on Resilient Modulus of Treated Pavements, 2nd international congress of structure, architecture and urban development, تبريز, دبيرخانه دائمي كنگره بين المللي سازه ، معماري و توسعه شهري, https://www.civilica.com/Paper-ICSAU02-ICSAU02_0222.htmlInside the text, wherever referred to or an achievement of this article is mentioned, after mentioning the article, inside the parental, the following specifications are written.
First Time: (Nazemi, Mojtaba; Ali Heidaripanah & Fazlollah Soltani, 2014)
Second and more: (Nazemi; Heidaripanah & Soltani, 2014)
For a complete overview of how to citation please review the following CIVILICA Guide (Citation)
The University/Research Center Information:
Type: state university
Paper No.: 2032
in University Ranking and Scientometrics the Iranian universities and research centers are evaluated based on scientific papers.
Research Info Management
Export Citation info of this paper to research management softwares
New Related Papers
- Comparison between the slope stability numeical and analytical results and proposals
- Locatting tthe urban functions using gravity and access models effecting on shopping centers
- Second-order elastic frame analysis with various solution algorithm methods
- A Discussion on Foundation of Shikili House
- The Role of Urban Elements in Attracting and Sustaining Tourists
The Above articles are recently indexed in the related subjects
Iran Scientific Advertisment Netword
Share this paper
WHAT IS COI?
COI is a national code dedicated to all Iranian Conference and Journal Papers. the COI of each paper can be verified online.