Development of tactical and operational behaviour models for bicyclists based on automated video data analysis

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1. Verfasser: Twaddle, Heather A. (VerfasserIn)
Format: Abschlussarbeit Buch
Sprache:English
Veröffentlicht: München Lehrstuhl für Verkehrstechnik, Technische Universität München 2019
Schriftenreihe:Schriftenreihe / Lehrstuhl für Verkehrstechnik, Technische Universität München Heft 30
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MARC

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adam_text TABLE OF CONTENTS 1. INTRODUCTION ........................................................................................................................... 1 1.1 CONTEXT ............................................................................................................................ 1 1.2 SCOPE ............................................................................................................................ 6 1.3 METHODOLOGY .................................................................................................................. 7 1.4 CONTRIBUTIONS ................................................................................................................. 9 2. LITERATURE REVIEW ................................................................................................................. 10 2.1 BEHAVIOURAL REVIEW ..................................................................................................... 12 2.1.1 TACTICAL BEHAVIOUR OF BICYCLISTS ........................................................................... 12 2.1.2 OPERATIONAL BEHAVIOUR OF BICYCLISTS ....................................................................... 23 2.2 MODELLING REVIEW ......................................................................................................... 35 2.2.1 TACTICAL MODELS ................................................................................................... 38 2.2.2 OPERATIONAL MODELS ............................................................................................. 42 2.3 RESEARCH NEEDS ASSESSMENT ..................................................................................... 48 3. EXPERIMENTAL DESIGN, DATA COLLECTION AND PROCESSING ....................................................... 50 3.1 DATA SPECIFICATION AND SAMPLING APPROACH ................................................................ 50 3.1.1 DATA SPECIFICATION FOR TACTICAL MODELS ................................................................ 52 3.1.2 DATA SPECIFICATION FOR OPERATIONAL MODELS ......................................................... 54 3.2 RESEARCH INTERSECTIONS ............................................................................................... 55 3.3 VIDEO DATA COLLECTION .................................................................................................. 58 3.4 AUTOMATED VIDEO ANALYSIS ........................................................................................... 60 3.4.1 TRAJECTORY EXTRACTION ............................................................................................ 60 3.4.2 TRAJECTORY POST PROCESSING ................................................................................. 66 3.5 DATABASE EXTENSION .................................................................................................... 68 4. TRAJECTORY CLUSTERING ........................................................................................................... 71 4.1 APPROACH SPECIFIC PATHWAY CLUSTERING ........................................................................... 72 4.1.1 PATTERN REPRESENTATION ......................................................................................... 73 4.1.2 PROXIMITY .............................................................................................................. 75 4.1.3 CLUSTERING ............................................................................................................. 77 4.1.4 ABSTRACTION ........................................................................................................... 81 4.1.5 EVALUATION ............................................................................................................. 82 4.2 GENERIC PATHWAY CLUSTERING ............................................................................................ 83 4.2.1 PATTERN REPRESENTATION ......................................................................................... 84 4.2.2 PROXIMITY .............................................................................................................. 85 4.2.3 CLUSTERING ............................................................................................................. 85 4.2.4 ABSTRACTION ........................................................................................................... 86 4.2.5 EVALUATION ............................................................................................................. 87 5. MODELLING BICYCLIST BEHAVIOUR ............................................................................................. 91 5.1 TACTICAL MODELS ........................................................................................................... 91 5.1.1 MODEL SPECIFICATION .............................................................................................. 92 5.1.2 MODEL CALIBRATION .................................................................................................. 93 5.1.3 MODEL VALIDATION ......................................................................................... 95 5.1.4 RESULTS .................................................................................................................. 96 5.2 OPERATIONAL MODELS .................................................................................................. 107 5.2.1 MODEL SPECIFICATION ........................................................................................... 109 5.2.2 MODEL CALIBRATION ............................................................................................... 113 5.2.3 MODEL VALIDATION ................................................................................................ 116 5.2.4 RESULTS ................................................................................................................ 117 6. IMPLEMENTATION AND EVALUATION ........................................................................................ 127 6.1 SUMO SIMULATION ....................................................................................................... 127 6.2 INTEGRATION OF MODELLING APPROACH WITH SUMO ....................................................... 129 6.2.1 NETWORK ALIGNMENT .............................................................................................. 131 6.2.2 PATHWAY SELECTION ............................................................................................. 131 6.2.3 OPERATIONAL MODEL IMPLEMENTATION ................................................................... 134 6.2.4 SIGNAL CONTROL .................................................................................................... 135 6.3 SIMULATION EVALUATION ................................................................................................. 137 7. CONCLUSIONS ....................................................................................................................... 145 7.1 SUMMARY ................................................................................................................... 145 7.2 LIMITATIONS ................................................................................................................. 148 7.3 OUTLOOK ...................................................................................................................... 149 REFERENCES ............................................................................................................................... 151 VARIABLE LIST ............................................................................................................................... 163 GLOSSARY ................................................................................................................................... 167 LIST OF FIGURES .......................................................................................................................... 169 LIST OF TABLES .................................... 172
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author Twaddle, Heather A.
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spellingShingle Twaddle, Heather A.
Development of tactical and operational behaviour models for bicyclists based on automated video data analysis
subject_GND (DE-588)4113937-9
title Development of tactical and operational behaviour models for bicyclists based on automated video data analysis
title_auth Development of tactical and operational behaviour models for bicyclists based on automated video data analysis
title_exact_search Development of tactical and operational behaviour models for bicyclists based on automated video data analysis
title_full Development of tactical and operational behaviour models for bicyclists based on automated video data analysis Heather A. Twaddle
title_fullStr Development of tactical and operational behaviour models for bicyclists based on automated video data analysis Heather A. Twaddle
title_full_unstemmed Development of tactical and operational behaviour models for bicyclists based on automated video data analysis Heather A. Twaddle
title_short Development of tactical and operational behaviour models for bicyclists based on automated video data analysis
title_sort development of tactical and operational behaviour models for bicyclists based on automated video data analysis
topic_facet Hochschulschrift
url http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031414951&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
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