UNIVERSITY OF CALIFORNIA, SAN DIEGO DATA · PDF fileoscillation propagation freeway flow...

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Transcript of UNIVERSITY OF CALIFORNIA, SAN DIEGO DATA · PDF fileoscillation propagation freeway flow...

OSCILLATIONPROPAGATION

FREEWAY FLOW

UNIVERSITY OF CALIFORNIA, SAN DIEGODATA SCIENCE AND ENGINEERING

TRAFFIC CAPSTONE PROJECTCohort 2 Traffic Team

WITH A SPEED HEATMAP OVERLAY

GEOMAP

FLOW MEAN & WAVELET TRANSFORMATION TIME SERIES

SYNCHRONIZED FLOW

JAM

FREE FLOW

3FACETS ENABLE

TRAFFIC EXPERTS TO DISCOVER ORIGINATION

& SHOCKWAVE DURATIONOF OSCILLATION

PERTURBATIONS

FUNDAMENTAL DIAGRAMAPPLIED TO CALTRANS DATA

JAM IDENTIFICATION & DETECTION

FREEWAY TRAFFIC CHARACTERISTICS

WITH THE FUNDAMENTAL MDOEL OF TRAFFIC

FREE FLOW SYNCHRONIZED FLOW JAMSpeed HIGH LOW-MID VERY LOW

Flow HIGH Close to free-flow VERY LOW

Density LOW MID HIGHEST

THE FUNDAMENTAL DIAGRAM OF TRAFFIC

THE “WIGGLES”EXPLORATION AND EVOLUTION OF EXTRACTING

FROM THE RAW MEAN DIFFERENCE FROM A SMOOTHED MEAN TO PROJECTION OF THE RAW MEAN ONTO MORLET WAVELETS

CHARACTERISTIC STATISTIC HEAT MAPS

OCCUPANCY SPEED FLOW

RAW

MEA

N &

SM

OOTH

ED F

LOW

EXTR

ACTE

DW

IGGL

ES

MOR

LET

WAV

ELET

WAV

ELET

TRAN

SFOR

MAT

ION

ABRAHAM HART ⎔ CHRISTOPHER SANDERS ⎔ CJ STEVENS ⎔ JOSH DUCLOS ⎔ MIKI HARDISTYADVISED BY DR. YOAV FREUND