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Development of Congestion Maps for Selected Corridors of Dhaka City Using Instrumented Vehicle

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Development of Congestion Maps for Selected Corridors of Dhaka City Using Instrumented Vehicle DEVELOPMENT OF CONGESTION MAPS FOR SELECTED CORRIDORS OF DHAKA CITY USING INSTRUMENTED VEHICLE. MST. TAHNIN TARIQ DEPARTMENT OF CIVIL ENGINEERING BANGLADESH UNIVERSITY OF ENGINEERING AND TECHNOLOGY (BUET) Dhaka, Bangladesh November, 2015 DEVELOPMENT OF CONGESTION MAPS FOR SELECTED CORRIDORS OF DHAKA CITY USING INSTRUMENTED VEHICLE. Bangladesh University of Engineering and Technology A THESIS SUBMITTED TO THE DEPARTMENT OF CIVIL ENGINEERING IN PARTIAL FULFILLMENT OF THE REQUIREMENT FOR THE DEGREE OF MASTERS OF SCIENCE IN CIVIL ENGINEERING (TRANSPORTAION) A THESIS SUBMITTED BY MST. TAHNIN TARIQ DEPARTMENT OF CIVIL ENGINEERING BANGLADESH UNIVERSITY OF ENGINEERING AND TECHNOLOGY (BUET) Dhaka, Bangladesh November, 2015 This thesis titled "Developmenl of congestion maps lbr selecled corridors ol' Dh:rkn cify using instrumented vehicle.". submitted by Mst. Tahnin Tariq. Iloll No. 0412042405F, Session: Aplil 2012, has been accepted as satisthctory in prrt ia I fulfilhnent ol the requirernent for the degree of Master of Science in Civil Engineering (Transportation) on I 0rl' Novenrber, 201 5. BOARD OF EXAMINERS (ass_- Dr. 'fanrveer Hasan. Chairman Professor (SLrperv isor.; Depaftnlent of Civil Engineering, BUET Dr. K.A.M. Abdul Muqtadir Menrber Professor and Head (Ex-ot'ficio) Department ol Civil Engineering. BUET Dr. Md. Mizanur Rahman Member Prolessor Department of Civil Engineering, BUET '6:u3 r.^"-- IL-''-h *-o t't- Dr. Farzana Rahman Memher Associate Prot'essor ( External) Depa ment olCivil Engineering. University of Asia Pacitic (UAP) CANDIDATE'S DECLARATION Declared that, the studies in this thesis is the result of research work by author, except for the contents where specific reference has been made to the work ofothers. The thesis or any part of the thesis has not been submitted to any other university or educational institute for the award for any degree, except for publication. D),.n)'r., (Mst. Tahnin Tariq) ll DEDICATION This Thesis is dedicated to my parents. iii ACKNOWLEDGEMENTS At first, the author acknowledges the blessings of almighty, kindness, merciful, the universal king, Allah for enabling her to complete this thesis successfully. The author indebted to her wonderful parents for their invaluable guidance, love and affectation throughout her entire life. She would like to thank them for their continuous blessing and encouragement in every step of getting education. The author wishes her profound gratitude and sincere appreciation and thanks to her honourable and respected supervisor Dr.Tanweer Hasan, Professor, Department of Civil Engineering, BUET, Dhaka for his keen interest in this thesis and thoughtful ideas, continuous guidance and demonstrative encouragement at every stage of this study. His careful reading of the draft of thesis, valuable comments and fruitful suggestions greatly contributed to the development of the thesis. His enthusiastic supervision is the most respectful achievement of the life of author and also remains forever. The author wishes to express her gratitude and thanks to her respected defence committee members Dr. Abdul Muqtadir, Professor and Head, Department of Civil Engineering, BUET; Dr. Md. Mizanur Rahman, Professor, Department of Civil Engineering, BUET; Dr. Farzana Rahman, Associate Professor, Department of Civil Engineering, University of Asia Pacific (UAP); for their valuable advice and directions in reviewing this thesis. The author pays her deepest homage to her family members and friends who helped her with necessary advice and moral support during this thesis work. The author thankfully acknowledges the financial support provided by the Committee for Advanced Studies and Researches (CASR), BUET. iv Abstract The knowledge of travel times on road networks has vital importance to measure network performance and quantify congestion for road users as well as for network operators. Congestion of an urban road network varies in different times of a weekday and weekends. Time varying congestion heat maps are easily understood by all transport users. And time varying contour maps are effective way to estimate the network performance at various times by transportation planners. In this study variation of travel time on a selected road network of Dhaka city is estimated by developing congestion heat maps and contour maps by using MATLAB- programming software. And also shortest possible route for a certain Origin - Destination pair has been tested by using shortest path algorithm. Average Intersection delay is estimated for both week days and weekend days in this study. In this study, travel time data collection technique has been selected, the data collection by GPS-enabled devices such as, smart phone. GPS enabled vehicles provide an alternative to other travel time data collection methods with decent accuracy and can be used for providing real time traffic condition of the network. As Dhaka city has the high penetration of smart phone market so it is possible to extract a huge data set of travel time of a road network by this data collection method. The data processing and data analysis part is mainly done by the programming software- MATLAB which processes huge set of data in a short time integrating with visualization. Generated heat maps and contour maps shows a significant change in congestion from 1st slot (8.00.00AM- 11.59.59AM) to 2nd slot(12.00.00PM-3.59.59PM) , 3rd (4.00.00 PM-7.59.59PM) and 4th slot (8.00.00PM-10.59.59PM) on weekday. And for weekend maps shows congestion criteria is mostly haphazard pattern, though most of the congestion occurs on 2nd slot (12.00.00PM-3.59.59PM) and 4th slot (8.00.00PM-10.59.59PM) on weekend. The shortest path estimation for the O-D pair 48(23.742651, 90.395722, Ruposhi Bangla Mor) to 37(23.727629, 90.410457, Shohid Noor Hossain Square) is done by v Dijkstra's Algorithm, which shows a shortest path for this pair varies in weekday but is almost same for weekend on this pair. As this study shows the route choice of the road users can vary in different time if the real time congestion maps are available. Thus this model developed in this thesis can be used in further study to develop a real time congestion analysis for the full network of any congested city in Bangladesh and construct route choice tools for the road users. vi Table of Contents Page Candidate’s declaration ............................................................................................ ii Dedication ................................................................................................................. iii Acknowledgements ................................................................................................... iv Abstract……………………………………………….…………………………………….v Table of Contents .................................................................................................... vii List of Figures ........................................................................................................... ix List of Table .............................................................................................................. xi Chapter 1 .....................................................................................................................1 Introduction ................................................................................................................1 1.1 Background and problem statement: ......................................................................1 1.2 Objectives of the study ...........................................................................................2 1.3 Study Area……………………………………………….……………….………3 1.4 Scope and limitations………………………………..…….……….…..…………. 4 1.5 Organization of the Thesis .....................................................................................5 Chapter 2…………………………………………………………………………….6 Literature Review………………………………………………………….………..6 2.1.Travel time estimation in Transportation planning………...……………….…….6 2.2Method of Travel time.............................................................................................8 a. Test Vehicle method ................................................................................... 8 b. License Plate matching method ............................................................... 10 c. Probe Vehicle Technique ......................................................................... 10 d. Emerging and Non-Traditional method ................................................... 13 2.3 Visualization Travel time Information .................................................................15 2.3.1 Contour Map in transportation planning……………………………….15 2.3.2 Heat map as congestion map……………………………………….…..16 2.4 Evaluation of Route-choice …………………………………………………….17 2.5 Other Shortest Path Algorithms……………………………………………........18 2.6 Intersection Delay Study…………………………………………..……………19 Chapter 3……………………………………….......................................................21 vii Methodology………………………………………………………………………..21 3.1 Introduction…….…………………………………………………..…………...21 3.2 Study Corridors ....................................................................................................21 3.3 Data Collection & preprocessing .........................................................................23 3.3.1 Data Collection………………………………………………………...23 3.3.2 Data Processing………………………………………………………..24 3.4 Preparing Travel time look-up table……………………………………………26 3.5 Development of Contour map…………………………………………………...29 3.6 Development of Heat map....................................................................................31
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