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Fuzzy Dynamic Traffic Assignment Model
Transportation Program, CEE Xuegang Ban Dec. 14, 2001
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Introduction to Traffic Assignment
Assign Traffic Flow to Links of The Network Given OD Assumption: Each Driver Tries to Minimize His Perceived Travel Time Characteristics: - Stochastic and Dynamic - Fuzziness of Driver’s Perception Over Travel Time
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Fuzzy Sets of Perceived Link Travel Time
Deterministic Link Travel Time Actual Link Travel Time Fuzzy Sets of Perceived Link Travel Time NORMAL CONGESTED INCIDENT CONSTRUCTION SPECIAL EVENTS Membership Functions for Fuzzy Sets of Perceived Link Travel Time
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Fuzzy Sets of Perceived Path Travel Time
Fuzzy Number Addition Problem Dubois and Prade’s method - Flattening, Decomposition, Operation * and Union Fuzzy Addition Illustration
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Fuzzy Assignment S: Set of Shortest Paths
Use Fuzzy Shortest Path Algorithm to Find S (Blue and Bush’s Method) S: Set of Shortest Paths Membership: : Traffic Flow from Origin O to Destination D : Traffic Flow in Path
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Results Test Network: Link Properties: Link Number Start Node End Node
Length (miles) Capacity (# of Vehi.) # of Lane 1 3 2.5 2200 2 4 5 6 7 8
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Results (Cont.) — Scenario #1
Link # Flow from FDTA Flow from SDTA Flow difference(%) >3 36.35 37.57 3.25 >4 38.65 37.43 3.26 >5 >5 >6 40.91 41.86 2.27 >7 34.09 33.14 2.87 >2 >2 All Links Are NORMAL Both SDTA/FDTA Can Solve This Problem Difference Is Less Than 4%
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Results (Cont.) – Scenario #2
Link # Flow from FDTA >3 24.64 >4 50.36 >5 >5 >6 52.18 >7 22.82 >2 >2 Link 1 and 6 Are CONGESTED All Other Links Are NORMAL FDTA Can Solve This Problem SDTA Cannot. Most of Drivers(70%) Will Choose 1->4->5->6->2(Link 2, 4, 5, 7)
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