Prediction of Flow Value of Bituminous hot Mixtures by Regression Models
Journal Title: Gazi Üniversitesi Fen Bilimleri Dergisi Part C: Tasarım ve Teknoloji - Year 2018, Vol 6, Issue 1
Abstract
In this study, flow value of the bituminous hot mixtures that can be determined by Marshall Test has been aimed to be predicted by regression models based on material and mixture properties. In this context, data on bituminous hot mix applications for the manufacturing of wearing and binder layers within the borders of Ankara Metropolitan Municipality have been compiled and a data group containing 4680 observations has been created on the application basis. Regression, principal component, clustering and discriminant analyses have been applied on the data group. The clustering analysis shows that the data group can be divided into 4 main clusters. With the stepwise regression analyses carried out on the determined clusters and their various combinations, the regression coefficient of models, which are developed to predict the flow variable, has reached to 73.9 %.
Authors and Affiliations
Deniz ARSLAN, Hikmet BAYIRTEPE
AN INVESTİGATION ON THE USAGE OF THE PATENT SEARCH ENGİNES
Patent documents are very valuable scientific resources. They store recent and detailed technical knowledge in all technological fields. While the importance of the patent rights is understood better day by day, the numb...
The Behaviour of Non-Structural Elements Under Earthquake Effect in Industrial Buildings
In our country, the earthquake risk of is considerably high in intensively populated and industrialized regions with ongoing high industrial development levels. During earthquakes, non-structural elements (NSE) can cause...
Effect of Induction Surface Hardening on Fatigue Limit of Austempered Ductile Irons
In this study, the effect of induction surface hardening on the fatigue limit of austempered ductile iron was investigated. For this purpose, samples of grade GGG70 ductile iron were austenitized at 900°C for 90 minutes...
Control And Monitoring Of Controller Area Network Based Motor And Sensor Boards
Remote control system also can use to provide the control of devices that are used in industrial environments nowadays. In this study, three experimental modules and one master module have been developed by using Arduino...
Combined Compressed Air Dryer Design For Natural Gas Pipelines
It is necessary to dry the inner surface of the pipeline before gas delivery starts. This requirement may vary depending on the product and the use, but can also be categorized as preventing internal corrosion in pipelin...