university of california, san diego data · pdf fileoscillation propagation freeway flow...

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OSCILLATION PROPAGATION FREEWAY FLOW UNIVERSITY OF CALIFORNIA, SAN DIEGO DATA SCIENCE AND ENGINEERING TRAFFIC CAPSTONE PROJECT Cohort 2 Traffic Team WITH A SPEED HEATMAP OVERLAY GEOMAP FLOW MEAN & WAVELET TRANSFORMATION TIME SERIES SYNCHRONIZED FLOW JAM FREE FLOW 3 FACETS ENABLE TRAFFIC EXPERTS TO DISCOVER ORIGINATION & SHOCKWAVE DURATION OF OSCILLATION PERTURBATIONS FUNDAMENTAL DIAGRAM APPLIED TO CALTRANS DATA JAM IDENTIFICATION & DETECTION FREEWAY TRAFFIC CHARACTERISTICS WITH THE FUNDAMENTAL MDOEL OF TRAFFIC FREE FLOW SYNCHRONIZED FLOW JAM Speed 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 MEAN & SMOOTHED FLOW EXTRACTED WIGGLES MORLET WAVELET WAVELET TRANSFORMATION ABRAHAM HART CHRISTOPHER SANDERS CJ STEVENS JOSH DUCLOS MIKI HARDISTY ADVISED BY DR. YOAV FREUND

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Page 1: UNIVERSITY OF CALIFORNIA, SAN DIEGO DATA · PDF fileoscillation propagation freeway flow university of california, san diego data science and engineering traffic capstone project cohort

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