FUZZY LOGIC APPROACH FOR ESTIMATING 85TH PERCENTILE SPEED BASED ON ROAD ATTRIBUTE DATA

Bayzid Khan; Yaser E. Hawas

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Paper

FUZZY LOGIC APPROACH FOR ESTIMATING 85TH PERCENTILE SPEED BASED ON ROAD ATTRIBUTE DATA

Topics: Fuzzy Systems

In Proceedings of the 4th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART, 46-54, 2012 , Vilamoura, Algarve, Portugal

Authors: Bayzid Khan and Yaser E. Hawas

Affiliation: United Arab Emirates University, United Arab Emirates

Keyword(s): 85th Percentile Speed, Posted Speed Limit, Fuzzy Logic, Neuro-Fuzzy Training.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Computational Intelligence ; Fuzzy Systems ; Soft Computing

Abstract: This paper discusses the development of fuzzy logic model for estimating the 85th percentile speed of urban roads. Spot speed survey was conducted on four randomly selected urban road segments for a typical weekday and a weekend. The considered road segment attribute data are length of the road segment, number of access points/intersecting links, number of pedestrian crossings, number of lanes, hourly traffic volume, hourly pedestrian volume and current posted speed limits of the selected roads. Such attribute data were collected and used as input variables in the model. Two models for weekday and weekend were developed based on the field survey data. Both models were calibrated using the neuro-fuzzy technique for optimizing the fuzzy logic model (FLM) parameters. Analyses of estimated results show that the FLM can estimate the 85th percentile speed to a reasonable level.

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Paper citation in several formats:

Khan, B. and E. Hawas, Y. (2012). FUZZY LOGIC APPROACH FOR ESTIMATING 85TH PERCENTILE SPEED BASED ON ROAD ATTRIBUTE DATA. In Proceedings of the 4th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART; ISBN 978-989-8425-95-9; ISSN 2184-433X, SciTePress, pages 46-54. DOI: 10.5220/0003716300460054

@conference{icaart12,
author={Bayzid Khan. and Yaser {E. Hawas}.},
title={FUZZY LOGIC APPROACH FOR ESTIMATING 85TH PERCENTILE SPEED BASED ON ROAD ATTRIBUTE DATA},
booktitle={Proceedings of the 4th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART},
year={2012},
pages={46-54},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003716300460054},
isbn={978-989-8425-95-9},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 4th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART
TI - FUZZY LOGIC APPROACH FOR ESTIMATING 85TH PERCENTILE SPEED BASED ON ROAD ATTRIBUTE DATA
SN - 978-989-8425-95-9
IS - 2184-433X
AU - Khan, B.
AU - E. Hawas, Y.
PY - 2012
SP - 46
EP - 54
DO - 10.5220/0003716300460054
PB - SciTePress