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TURNER-FAIRBANK HIGHWAY RESEARCH CENTER TURNER-FAIRBANK HIGHWAY RESEARCH CENTER FHWA Hydraulics Research Program FHWA Hydraulics Research Program FHWA Hydraulics Research Program presented by FHWA Hydraulics Research Program presented by by Kornel Kerenyi for the by Kornel Kerenyi for the University at Buffalo Monday, October 31, 2011 University at Buffalo Monday, October 31, 2011 McLean, VA McLean, VA

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TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

FHWA Hydraulics Research ProgramFHWA Hydraulics Research ProgramFHWA Hydraulics Research Programpresented

by

FHWA Hydraulics Research Programpresented

bybyKornel Kerenyi

for the

byKornel Kerenyi

for theUniversity at Buffalo

Monday, October 31, 2011University at Buffalo

Monday, October 31, 2011McLean, VAMcLean, VA

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

FHWA Bridge Scour ProgramFHWA Bridge Scour Program

C d f F d l R l ti 23 CFR 650 S b t C• Code of Federal Regulations, 23 CFR 650, Subpart C• National Bridge Inspection Standards• FHWA Coding Guide for Structure Inventory • FHWA Coding Guide for Structure Inventory

• FHWA Recording and Coding Guide for Structure and Appraisal Inventory of the Nations Bridges

• ITEM 113 – Scour Critical Bridges• FHWA Technical Advisory (TA 5140.23) titled “Evaluating Scour at Bridges”

FHWA Scour ProgramFHWA Scour Program

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FHWA Bridge Scour Program (cont’d)FHWA Bridge Scour Program (cont’d)

• FHWA Technical Advisory (TA 5140 23) titled “Evaluating Scour at Bridges”FHWA Technical Advisory (TA 5140.23) titled Evaluating Scour at Bridges• Recommendations for Developing and Implementing a Scour Evaluation

Program • FHWA Publication HEC-18 “Evaluation Scour at Bridges”

• FHWA Publication HEC-18 “Evaluating Scour at Bridges”g g• Bridge Scour Research conducted at the TFHRC Hydraulics Laboratory • Examples: Pressure Flow Scour, Coarse Bed Material Pier Scour, Scour at

Open Bottom Culverts• Bridge Scour Research conducted through National Cooperative Highway

Research Program (NCHRP)

FHWA Scour ProgramFHWA Scour Program

Research Program (NCHRP)

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

800

900

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60

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02 T

otal

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f Fai

lur

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300N 1

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Construction

Concrete

Deterioration

EarthquakeNatural

Steel Fire

Misc.Overlo

adCollis

ionHydraulic

0

Historical Bridge FailuresHistorical Bridge Failures

Co De ECause

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Hurricane Irene in August 2011Hurricane Irene in August 2011

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Erosion and Scour caused by Hurricane Irene in VTErosion and Scour caused by Hurricane Irene in VT

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Erosion and Scour caused by Hurricane Irene in VTErosion and Scour caused by Hurricane Irene in VT

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Erosion and Scour caused by Hurricane Irene in VTErosion and Scour caused by Hurricane Irene in VT

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Erosion and Scour caused by Hurricane Irene in VTErosion and Scour caused by Hurricane Irene in VT

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Erosion and Scour caused by Hurricane Irene in VTErosion and Scour caused by Hurricane Irene in VT

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Erosion and Scour caused by Hurricane Irene in VTErosion and Scour caused by Hurricane Irene in VT

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Erosion and Scour caused by Hurricane Irene in VTErosion and Scour caused by Hurricane Irene in VT

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Super Flood in West Tennessee in May 2010 Super Flood in West Tennessee in May 2010

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Debris Accumulation Debris Accumulation

Super Flood in West TennesseeSuper Flood in West Tennessee

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Approach Roadway DamageApproach Roadway Damage

Super Flood in West TennesseeSuper Flood in West Tennessee

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Embankment ErosionEmbankment Erosion

Super Flood in West TennesseeSuper Flood in West Tennessee

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Bridge ScourBridge Scour

Super Flood in West TennesseeSuper Flood in West Tennessee

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Bridge ScourBridge Scour

Super Flood in West TennesseeSuper Flood in West Tennessee

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Structural DamageStructural Damage

Super Flood in West TennesseeSuper Flood in West Tennessee

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Structural DamageStructural Damage

Super Flood in West TennesseeSuper Flood in West Tennessee

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Summary of DamageSummary of Damage

• 504 Bridges showed debris accumulation• 415 Bridges had damage to the roadway approaches• 415 Bridges had damage to the roadway approaches• At 362 Bridge Sites, there was channel embankment erosion• 225 Bridges showed scour damage225 Bridges showed scour damage• 115 Bridges suffered some type of structural damage• 54 Bridges required closure54 Bridges required closure

Super Flood in West TennesseeSuper Flood in West Tennessee

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Physical Modeling Lab at TFHRC in McLean, VAPhysical Modeling Lab at TFHRC in McLean, VA

FHWA Hydraulics R&D ProgramFHWA Hydraulics R&D Program

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High Performance Computing Simulation Lab at Argonne National Laboratory, Argonne, IL

High Performance Computing Simulation Lab at Argonne National Laboratory, Argonne, IL

FHWA Hydraulics R&D ProgramFHWA Hydraulics R&D Program

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Applied Hydraulics R&D studies for FY12Applied Hydraulics R&D studies for FY12Applied Hydraulics R&D studies for FY12Applied Hydraulics R&D studies for FY12

• Scour in cohesive Soils/Incipient motion of cohesive soilsScour in cohesive Soils/Incipient motion of cohesive soils• Fish Passage in Large Culverts with Low Flows• Pressure Flow Scour RANS CFD ModelingPressure Flow Scour RANS CFD Modeling• Special LES CFD Modeling on Bridge Piers

Applied Hydraulics R&D FY12 Work PlanApplied Hydraulics R&D FY12 Work Plan

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

ESTD - ConceptESTD - Concept

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Idea of superposing velocity profilesIdea of superposing velocity profiles

ESTD - ConceptESTD - Concept

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ESTD combines couette flow and pipe flow to produce a log-law velocity profile

ESTD combines couette flow and pipe flow to produce a log-law velocity profile

ESTD - ConceptESTD - Concept

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Using PIV to measure velocity profiles in the ESTD Using PIV to measure velocity profiles in the ESTD

ESTD - PIVESTD - PIV

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Using PIV to measure velocity profiles in the ESTD (cont’d) Using PIV to measure velocity profiles in the ESTD (cont’d)

ESTD - PIVESTD - PIV

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Using PIV to measure velocity profiles in the ESTD (cont’d) Using PIV to measure velocity profiles in the ESTD (cont’d)

ESTD - PIVESTD - PIV

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Log Log –– law velocity profile at the test sectionlaw velocity profile at the test section

ESTD – Velocity ProfilesESTD – Velocity Profiles

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Log Log –– law velocity profile at the test section (cont’d)law velocity profile at the test section (cont’d)

ESTD – Velocity ProfilesESTD – Velocity Profiles

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Velocity Profile Equations Velocity Profile Equations

Laminar Zone:Laminar Zone:

Buffer Zone (Guo 2007):Buffer Zone (Guo 2007):

Turbulent Zone:Turbulent Zone:Turbulent Zone:Turbulent Zone:

ESTD – Velocity ProfilesESTD – Velocity Profiles

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Shear and Normal Force SensorShear and Normal Force Sensor

ESTD - Shear and Normal Force SensorESTD - Shear and Normal Force Sensor

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Specimen I - D50= 0.5 [mm] Specimen II - D50= 2 [mm]

Influence of roughness on shear and lift stressInfluence of roughness on shear and lift stress

Specimen I D50 0.5 [mm] Specimen II D50 2 [mm]

Specimen IV - D50= 5.6 [mm]Specimen III - D50= 2.8 [mm]

ESTD - Shear and Normal Force MeasurementsESTD - Shear and Normal Force Measurements

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Influence of roughness on shear and lift stress (cont’d)Influence of roughness on shear and lift stress (cont’d)

ESTD - Shear and Normal Force MeasurementsESTD - Shear and Normal Force Measurements

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Influence of roughness on shear and lift stress (cont’d)Influence of roughness on shear and lift stress (cont’d)

ESTD - Shear and Normal Force MeasurementsESTD - Shear and Normal Force Measurements

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Kaolin Clay Sample Erosion VideoKaolin Clay Sample Erosion Video

ESTD - Shear and Normal Force MeasurementsESTD - Shear and Normal Force Measurements

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Normal stresses during the erosion of a Kaolin clay sampleNormal stresses during the erosion of a Kaolin clay sample

V 1 0 [m/s]VAVG= 1.0 [m/s]

ESTD - Shear and Normal Force MeasurementsESTD - Shear and Normal Force Measurements

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Weight loss during the erosion of a Kaolin clay sampleWeight loss during the erosion of a Kaolin clay sample

ESTD - Shear and Normal Force MeasurementsESTD - Shear and Normal Force Measurements

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Shear stresses during the erosion of a Kaolin clay sampleShear stresses during the erosion of a Kaolin clay sample

VAVG= 1.0 [m/s]

ESTD - Shear and Normal Force MeasurementsESTD - Shear and Normal Force Measurements

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Fish Passage in Large Culverts with Low Flows Fish Passage in Large Culverts with Low Flows

Fish Passage in Large Culverts with Low FlowsFish Passage in Large Culverts with Low Flows

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

CFD Multi Phase Model versus Single Phase Model CFD Multi Phase Model versus Single Phase Model

Fish Passage in Large Culverts with Low FlowsFish Passage in Large Culverts with Low Flows

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CFD (Single Phase) CFD (Single Phase) ( g )Validationwith PIV

( g )Validationwith PIV CFD

PIV

Fish Passage in Large Culverts with Low FlowsFish Passage in Large Culverts with Low Flows

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Proposed Design Charts Proposed Design Charts

CFD

Fish Passage in Large Culverts with Low FlowsFish Passage in Large Culverts with Low Flows

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Proposed Design Charts (cont’d) Proposed Design Charts (cont’d) 1.0

0.7

0.8

0.9

0.4

0.5

0.6

Vi / VAVG

0.1

0.2

0.3

0.00.00.10.20.30.40.50.60.70.8

Distance from Center / Radius

Fish Passage in Large Culverts with Low FlowsFish Passage in Large Culverts with Low Flows

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Velocity Distribution before Scour Velocity Distribution before Scour

Pressure Flow Scour CFD Modeling Pressure Flow Scour CFD Modeling

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Shear Stress Distribution before Scour Shear Stress Distribution before Scour

3

3.5

4

2

2.5

3

ear S

tres:

(Pa)

0 5

1

1.5

Wall

She

0

0.5

0 1 2 3 4 5 6

Position (m)Position (m)

Pressure Flow Scour CFD Modeling Pressure Flow Scour CFD Modeling

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Morphing with Kinetic Entrainment Rate Function used for Equilibrium Scour Profile

Morphing with Kinetic Entrainment Rate Function used for Equilibrium Scour Profile

Pressure Flow Scour CFD Modeling Pressure Flow Scour CFD Modeling

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Shear Stress Distribution for Equilibrium Scour Profile Shear Stress Distribution for Equilibrium Scour Profile

2.5

1.5

2

Stre

s: (P

a)

0.5

1

Wall

She

ar

00 1 2 3 4 5 6

Position (m)

Pressure Flow Scour CFD Modeling Pressure Flow Scour CFD Modeling

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

CFD DES/LES Pier Modeling for Flat Bed Case CFD DES/LES Pier Modeling for Flat Bed Case

Physical Modeling CFD Modeling Pressure Distribution on Pier

Pier Scour LES CFD Modeling Pier Scour LES CFD Modeling

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

CFD DES/LES Pier Modeling for Flat Bed Case (cont’d) CFD DES/LES Pier Modeling for Flat Bed Case (cont’d)

CFD Modeling Wall Shear Stress

Pier Scour LES CFD Modeling Pier Scour LES CFD Modeling

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

CFD DES/LES Pier Modeling for Flat Bed Case (cont’d) CFD DES/LES Pier Modeling for Flat Bed Case (cont’d)

CFD Modeling Horseshoe Vortex Vertical Plane with Streamlines

Pier Scour LES CFD Modeling Pier Scour LES CFD Modeling

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

CFD DES/LES Pier Modeling for Maximum Scour CFD DES/LES Pier Modeling for Maximum Scour

Physical Modeling CFD Modeling Pressure Distribution on Pier

Pier Scour LES CFD Modeling Pier Scour LES CFD Modeling

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

CFD DES/LES Pier Modeling for Maximum Scour (cont’d) CFD DES/LES Pier Modeling for Maximum Scour (cont’d)

CFD Modeling Wall Shear Stress

Pier Scour LES CFD Modeling Pier Scour LES CFD Modeling

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

CFD DES/LES Pier Modeling for Maximum Scour (cont’d) CFD DES/LES Pier Modeling for Maximum Scour (cont’d)

CFD Modeling Horseshoe Vortex Vertical Plane with Streamlines

Pier Scour LES CFD Modeling Pier Scour LES CFD Modeling

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Examples of Completed Applied Hydraulics R&D studiesExamples of Completed Applied Hydraulics R&D studiesExamples of Completed Applied Hydraulics R&D studiesExamples of Completed Applied Hydraulics R&D studies

• Hydrodynamic Forces on Submerged Bridge Decks Hydrodynamic Forces on Submerged Bridge Decks • Wave Forces on Bridge Decks

Examples of Applied Hydraulics R&D ProjectsExamples of Applied Hydraulics R&D Projects

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Current Loads on SuperstructureCurrent Loads on Superstructure

Drag, Lift and Moments on Inundated Bridge DecksDrag, Lift and Moments on Inundated Bridge Decks

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Definition SketchDefinition Sketch

Drag, Lift and Moments on Inundated Bridge DecksDrag, Lift and Moments on Inundated Bridge Decks

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2D PIV for Pressure Flow2D PIV for Pressure Flow

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Velocity Flow Field using PIVVelocity Flow Field using PIV

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Velocity Flow Field using HP CFD ModelingVelocity Flow Field using HP CFD Modeling

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Definition Drag, Lift and Moment CoefficientsDefinition Drag, Lift and Moment Coefficients

1*hfor;LsV5.0

FC 2D

D

F 1*hfor;*hLsV5.0

FC 2D

D

LWV5.0FC 2

LL

LWV5.0MC 22M

Drag, Lift and Moments on Inundated Bridge DecksDrag, Lift and Moments on Inundated Bridge Decks

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

3.5

Drag Force CoefficientsDrag Force Coefficients

2.5

3

C D

1.5

2

Coef

ficien

t C

0 5

1Drag

C

Fr=0.22 Rs=20292Fr=0.32 Rs=28965Fitting EquationSTAR-CDFl t LES

0

0.5

0 0.5 1 1.5 2 2.5 3 3.5h*

Fluent-LESFluent-K-Epsilon

h

Drag, Lift and Moments on Inundated Bridge DecksDrag, Lift and Moments on Inundated Bridge Decks

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

0.4

Lift Force CoefficientsLift Force Coefficients

0 4-0.2

00.2

L

-1-0.8-0.6-0.4

Coef

ficien

t CL

-1.6-1.4-1.2

-1

Lift

C

Fr=0.22 Rs=20292Fr=0.32 Rs=28965Fitting EquationSTAR-CD

-2-1.8

0 0.5 1 1.5 2 2.5 3 3.5h*

Fluent-LESFluent-K-Epsilon

h*

Drag, Lift and Moments on Inundated Bridge DecksDrag, Lift and Moments on Inundated Bridge Decks

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

0.4

Moment CoefficientsMoment Coefficients

0 2

0.3

CM

0.1

0.2

t Coe

fficie

nt

-0.1

0

Mom

ent

Fr=0.22 Rs=20292Fr=0.32 Rs=28965Fitting EquationStar-CD

-0.2

0.1

0 0.5 1 1.5 2 2.5 3 3.5h*

Star-CDFluent-LESFluent-K-Epsilon

h*

Drag, Lift and Moments on Inundated Bridge DecksDrag, Lift and Moments on Inundated Bridge Decks

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Summary of the Hydrodynamic Bridge Deck PerformanceSummary of the Hydrodynamic Bridge Deck Performance

Bridge Deck Shape CD CM

2.2 0.62

2.0 0.65

1.0 0.25

Drag, Lift and Moments on Inundated Bridge DecksDrag, Lift and Moments on Inundated Bridge Decks

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Wave Forces on Bridge Decks – Hurricane Katrina 2005 Wave Forces on Bridge Decks – Hurricane Katrina 2005

Forensic analysis of bridge failures Forensic analysis of bridge failures

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Wave Forces on Bridge Decks – Hurricane Katrina 2005 (cont’d)

Wave Forces on Bridge Decks – Hurricane Katrina 2005 (cont’d)

Forensic analysis of bridge failures Forensic analysis of bridge failures

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Wave Forces on Bridge Decks – Hurricane Katrina 2005 (cont’d)

Wave Forces on Bridge Decks – Hurricane Katrina 2005 (cont’d)

Forensic analysis of bridge failures Forensic analysis of bridge failures

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Wave Forces on Bridge Decks – Hurricane Katrina 2005 (cont’d)

Wave Forces on Bridge Decks – Hurricane Katrina 2005 (cont’d)

Forensic analysis of bridge failures Forensic analysis of bridge failures

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Hydraulics Laboratory ExtensionHydraulics Laboratory Extension

May 2011May 2011

October 2011October 2011October 2011October 2011

Future Hydraulics R&D Work PlanFuture Hydraulics R&D Work Plan

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Hydraulics Laboratory Extension (cont’d)Hydraulics Laboratory Extension (cont’d)

Future Hydraulics R&D Work PlanFuture Hydraulics R&D Work Plan

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

New Sediment Recirculation FlumeNew Sediment Recirculation Flume

Future Hydraulics R&D Work PlanFuture Hydraulics R&D Work Plan

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

New Sediment Recirculation Flume (cont’d)New Sediment Recirculation Flume (cont’d)

Future Hydraulics R&D Work PlanFuture Hydraulics R&D Work Plan

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

New Sediment Recirculation FlumeNew Sediment Recirculation Flume

Future Hydraulics R&D Work PlanFuture Hydraulics R&D Work Plan

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

New Flume in the Hydraulics Laboratory New Flume in the Hydraulics Laboratory

Future Hydraulics R&D Work PlanFuture Hydraulics R&D Work Plan

TURNER-FAIRBANK HIGHWAY RESEARCH CENTERTURNER-FAIRBANK HIGHWAY RESEARCH CENTER

Questions?Questions?

Research that is Essential, Indispensable, and Connected to our Customers

Research that is Essential, Indispensable, and Connected to our Customers