Application of genetic programming clustering in defining LOS criteria of urban street in Indian context

作者: Ashish Kumar Patnaik , Prasanta Kumar Bhuyan

DOI: 10.1016/J.TBS.2015.08.003

关键词:

摘要: India is a highly populated country having second largest road network in the world. Owing to boastfully population, congestion growing rapidly on urban networks. The level of service (LOS) not substantially defined for heterogeneous traffic flow with different operational characteristics. Defining LOS essentially classification problem. application cluster analysis worthiest proficiency solve such problem which genetic programming (GP) clustering, an evolutionary algorithm used this study. Five validation parameters are utilized examine optimal number clusters. obtain categories street classes. After acquiring clusters, GP clustering implemented free speed (FFS) data get ranges Again, enforced average travel speeds segments specify categories. Speed study collected using Trimble GeoXT GPS receivers fitted mid-sized vehicles five major corridors comprising 100 Greater Mumbai region. Result shows that FFS classes and lower than mentioned Highway Capacity Manual (HCM 2000) account physical surrounding environmental Also, expressed terms percentage found be from HCM 2010.

参考文章(14)
Fumihiko Nakamura, Rahman Md. Mizanur, A STUDY ON PASSING - OVERTAKING CHARACTERISTICS AND LEVEL OF SERVICE OF HETEROGENEOUS TRAFFIC FLOW Journal of the Eastern Asia Society for Transportation Studies. ,vol. 6, pp. 1471- 1483 ,(2005) , 10.11175/EASTS.6.1471
Bhargab Maitra, P. K. Sikdar, S. L. Dhingra, Modeling congestion on urban roads and assessing level of service Journal of Transportation Engineering-asce. ,vol. 125, pp. 508- 514 ,(1999) , 10.1061/(ASCE)0733-947X(1999)125:6(508)
Steffen Axer, Jannis Rohde, Bernhard Friedrich, Level of service estimation at traffic signals based on innovative traffic data services and collection techniques Procedia - Social and Behavioral Sciences. ,vol. 54, pp. 159- 168 ,(2012) , 10.1016/J.SBSPRO.2012.09.735
Eleonora Papadimitriou, Varvara Mylona, John Golias, Perceived Level of Service, Driver, and Traffic Characteristics: Piecewise Linear Model Journal of Transportation Engineering-asce. ,vol. 136, pp. 887- 894 ,(2010) , 10.1061/(ASCE)TE.1943-5436.0000154
Maria Halkidi, Yannis Batistakis, Michalis Vazirgiannis, Clustering validity checking methods ACM SIGMOD Record. ,vol. 31, pp. 19- 27 ,(2002) , 10.1145/601858.601862
L Jegatha Deborah, R Baskaran, A Kannan, A Survey on Internal Validity Measure for Cluster Validation International Journal of Computer Science & Engineering Survey. ,vol. 1, pp. 85- 102 ,(2010) , 10.5121/IJCSES.2010.1207
KV Rao, Prasanta Kumar Bhuyan, None, Defining level of service criteria of urban streets in Indian context Trasporti europei. pp. 38- 52 ,(2011)
Cristobal Romero, Pedro G. Espejo, Amelia Zafra, Jose Raul Romero, Sebastian Ventura, Web usage mining for predicting final marks of students that use Moodle courses Computer Applications in Engineering Education. ,vol. 21, pp. 135- 146 ,(2013) , 10.1002/CAE.20456
Zohreh Asadi-Shekari, Mehdi Moeinaddini, Muhammad Zaly Shah, Disabled Pedestrian Level of Service Method for Evaluating and Promoting Inclusive Walking Facilities on Urban Streets Journal of Transportation Engineering. ,vol. 139, pp. 181- 192 ,(2013) , 10.1061/(ASCE)TE.1943-5436.0000492