SlideShare a Scribd company logo
A Simple Method to Determine
the Tertiary Flow in Repeated
Load Test: Step-Wise Method
By:
Shu Wei Goh
Zhanping You, P.E.
Overview
 Introduction of Flow Number
 Problem Statement
 Existing Methods
 Proposed Method
 Comparison Results
 Conclusions
Introduction
What is Flow Number?
The point where the asphalt mixture begin
to deform significantly and the individual
aggregates that make up the skeleton of
the matrix start to “flow” –aggregate slide
through each other
Flow Number Test
Typically called flow number test, dynamic creep
test, and repeated load test
0.1s loading
Time (Second)
Stress(kPa)
0.9s dwell
Typical Flow Number Result
Primary
Secondary
Tertiary
PermanentStrain
Cycle Number
Flow Number
Flow Number: Traditional Method
0
0 Cycle Number
StrainRate
Flow Number: Minimum point of strain rate
Problem Statement
Measured Flow
Number
Existing Methods
 Traditional Method (NCHRP 9-19)
 Polynomial Fitting Method
 Moving Average Periods (MAPs)
 Regression Technique
 Jason Bausano and R. Christopher Williams Method (Unpublished)
 Examined the flow number by plotting creep stiffness times cycles
versus cycle
 Three Stage Deformation Method (By Zhou et al.)
 Using power law model to describe the primary curve and using simple
linear method to describe secondary curve.
 Archilla et al. (2007) Method
 Model the deformation curve by calculating the differential of strain rate
divide by twice the sampling interval, and then smoothed the curve by
running a five-point moving average for each cycle.
Three Deformation Methods by Zhou et al.
Tertiary
PermanentStr
Cycle Number
Flow Number
Primary Curve
,
b
p aNε = 100% 3% 1 / 2 _ .e
p
D st nd pt
Measuredε
∆
= × < =
Secondary Curve:
' 'p cN dε = +
100% 1% _
'
d
p
d
R Flow Numer
ε
= × < =
Polynomial Fitting Method
(Bausano and Williams, Unpublished)
y = -4E-17x
6
+ 6E-13x
5
- 4E-09x
4
+ 2E-05x
3
- 0.0375x
2
+ 65.804x + 8787.6
R
2
= 0.9994
0
10000
20000
30000
40000
50000
60000
70000
80000
90000
0 1000 2000 3000 4000 5000 6000
Cycle Numbers
CreepStiffnessxCycleNumber
0
10000
20000
30000
40000
50000
60000
Micro-Strain
Flow Number
Proposed Methods – Step-Wise
Method
 Assumption:
 Permanent Strain will only increase during flow
number test
 Method using:
 Smoothing the discontinuity data point to provide
step-wise increasing.
 Plot strain rate versus cycle number and defined the
flow number at minimum point of strain rate.
 If the lower strain slope locate at N max, there is no
flow number
Non-uniform discontinuity data
point
8600
8800
9000
3500 3550 3600 3650 3700 3750 3800Cycle Number
Micro-Strain
Shifting the discontinuity data
points forward along the x-axis
8550
8600
8650
8700
8750
8800
3490 3540 Cycle Number
Micro-Strain
3
4
5 6
8
9
10
Shifted data point after using the
Step-Wise method
8550
8600
8650
8700
8750
8800
3490 3540 Cycle Number
Micro-Strain
3
4
5 6
8
9
10
Step-Wise Method
 Step 1: Smoothing the measured
permanent deformation by re-allocating
the measured results using the Excel
function call “Sort Ascending.”
 Step 2: Calculate the strain rate using the
modified permanent deformation result.
 Step 3: Determine the flow number by
locating the minimum point of strain rate
Comparison Results
Flow Number from Three-Stage Deformation Method
FlowN
Comparison Results
Flow Number from Polynomial Fitting Method
FlowN
Conclusions
 The proposed approach provides a practical and
consistent method to determine the initiation of tertiary
flow.
 The entire non-uniform discontinuity data point can be
easily smoothed using the excel function called “Sort
Ascending.”
 The R-square value of 0.971 and 0.992 respectively
were found from the comparison and this indicated that
these methods have showed a good correlation with the
proposed Step-Wise method.
Question?

More Related Content

Similar to Fn methods em08

Cross validation
Cross validationCross validation
Cross validation
RidhaAfrawe
 
Incremental Volumetric Remapping Method - Analysis and Error Evaluation
Incremental Volumetric Remapping Method - Analysis and Error EvaluationIncremental Volumetric Remapping Method - Analysis and Error Evaluation
Incremental Volumetric Remapping Method - Analysis and Error Evaluation
António J. Baptista
 
Quaker final presentation
Quaker final presentationQuaker final presentation
Quaker final presentation
Richard Mastrorilli
 
Study of different flows over typical bodies by Fluent
Study of different flows over typical bodies by FluentStudy of different flows over typical bodies by Fluent
Study of different flows over typical bodies by Fluent
Rajibul Alam
 
Diapositivas maqueta en coordenadas normales_y_tangenciales
Diapositivas maqueta en coordenadas normales_y_tangencialesDiapositivas maqueta en coordenadas normales_y_tangenciales
Diapositivas maqueta en coordenadas normales_y_tangenciales
ARIELMATHEOCHANCUSIG
 
Support vector machines (SVM)
Support vector machines (SVM)Support vector machines (SVM)
Support vector machines (SVM)
Luis Serrano
 
3 element eric haut - pgn
3 element   eric haut - pgn3 element   eric haut - pgn
3 element eric haut - pgn
Greg Fellin
 
DHR_Rheology_Theory.pdf
DHR_Rheology_Theory.pdfDHR_Rheology_Theory.pdf
DHR_Rheology_Theory.pdf
farsiya
 
Missing Parts I don’t think you understood the assignment.docx
Missing Parts I don’t think you understood the assignment.docxMissing Parts I don’t think you understood the assignment.docx
Missing Parts I don’t think you understood the assignment.docx
annandleola
 
SERENE 2014 Workshop: Paper "Verification and Validation of a Pressure Contro...
SERENE 2014 Workshop: Paper "Verification and Validation of a Pressure Contro...SERENE 2014 Workshop: Paper "Verification and Validation of a Pressure Contro...
SERENE 2014 Workshop: Paper "Verification and Validation of a Pressure Contro...
SERENEWorkshop
 
Pressure research in kriss tilt effect 04122018 ver1.67
Pressure research in kriss  tilt effect  04122018 ver1.67Pressure research in kriss  tilt effect  04122018 ver1.67
Pressure research in kriss tilt effect 04122018 ver1.67
Gigin Ginanjar
 
WaReS Validation Report
WaReS Validation ReportWaReS Validation Report
WaReS Validation Report
Marine Analytica
 
VD PPT.pptx
VD PPT.pptxVD PPT.pptx
VD PPT.pptx
SaurabhBhor4
 
Ch2 2011 s
Ch2 2011 sCh2 2011 s
Quality Control Chart
 Quality Control Chart Quality Control Chart
Quality Control Chart
Ashish Gupta
 
Orifice Calibration
Orifice CalibrationOrifice Calibration
Orifice Calibration
Yen Nguyen
 
Webinar: How to design express services on a bus transit network
Webinar: How to design express services on a bus transit networkWebinar: How to design express services on a bus transit network
Webinar: How to design express services on a bus transit network
BRTCoE
 
Row Pattern Matching 12c MATCH_RECOGNIZE OOW14
Row Pattern Matching 12c MATCH_RECOGNIZE OOW14Row Pattern Matching 12c MATCH_RECOGNIZE OOW14
Row Pattern Matching 12c MATCH_RECOGNIZE OOW14
stewashton
 
6_Renewable-Power-Generation-Systems-with-Improved-Active-Power-Filter-for-Pe...
6_Renewable-Power-Generation-Systems-with-Improved-Active-Power-Filter-for-Pe...6_Renewable-Power-Generation-Systems-with-Improved-Active-Power-Filter-for-Pe...
6_Renewable-Power-Generation-Systems-with-Improved-Active-Power-Filter-for-Pe...
siva krishna
 
Fundamentals of vibration_measurement_and_analysis_explained
Fundamentals of vibration_measurement_and_analysis_explainedFundamentals of vibration_measurement_and_analysis_explained
Fundamentals of vibration_measurement_and_analysis_explained
vibratiob
 

Similar to Fn methods em08 (20)

Cross validation
Cross validationCross validation
Cross validation
 
Incremental Volumetric Remapping Method - Analysis and Error Evaluation
Incremental Volumetric Remapping Method - Analysis and Error EvaluationIncremental Volumetric Remapping Method - Analysis and Error Evaluation
Incremental Volumetric Remapping Method - Analysis and Error Evaluation
 
Quaker final presentation
Quaker final presentationQuaker final presentation
Quaker final presentation
 
Study of different flows over typical bodies by Fluent
Study of different flows over typical bodies by FluentStudy of different flows over typical bodies by Fluent
Study of different flows over typical bodies by Fluent
 
Diapositivas maqueta en coordenadas normales_y_tangenciales
Diapositivas maqueta en coordenadas normales_y_tangencialesDiapositivas maqueta en coordenadas normales_y_tangenciales
Diapositivas maqueta en coordenadas normales_y_tangenciales
 
Support vector machines (SVM)
Support vector machines (SVM)Support vector machines (SVM)
Support vector machines (SVM)
 
3 element eric haut - pgn
3 element   eric haut - pgn3 element   eric haut - pgn
3 element eric haut - pgn
 
DHR_Rheology_Theory.pdf
DHR_Rheology_Theory.pdfDHR_Rheology_Theory.pdf
DHR_Rheology_Theory.pdf
 
Missing Parts I don’t think you understood the assignment.docx
Missing Parts I don’t think you understood the assignment.docxMissing Parts I don’t think you understood the assignment.docx
Missing Parts I don’t think you understood the assignment.docx
 
SERENE 2014 Workshop: Paper "Verification and Validation of a Pressure Contro...
SERENE 2014 Workshop: Paper "Verification and Validation of a Pressure Contro...SERENE 2014 Workshop: Paper "Verification and Validation of a Pressure Contro...
SERENE 2014 Workshop: Paper "Verification and Validation of a Pressure Contro...
 
Pressure research in kriss tilt effect 04122018 ver1.67
Pressure research in kriss  tilt effect  04122018 ver1.67Pressure research in kriss  tilt effect  04122018 ver1.67
Pressure research in kriss tilt effect 04122018 ver1.67
 
WaReS Validation Report
WaReS Validation ReportWaReS Validation Report
WaReS Validation Report
 
VD PPT.pptx
VD PPT.pptxVD PPT.pptx
VD PPT.pptx
 
Ch2 2011 s
Ch2 2011 sCh2 2011 s
Ch2 2011 s
 
Quality Control Chart
 Quality Control Chart Quality Control Chart
Quality Control Chart
 
Orifice Calibration
Orifice CalibrationOrifice Calibration
Orifice Calibration
 
Webinar: How to design express services on a bus transit network
Webinar: How to design express services on a bus transit networkWebinar: How to design express services on a bus transit network
Webinar: How to design express services on a bus transit network
 
Row Pattern Matching 12c MATCH_RECOGNIZE OOW14
Row Pattern Matching 12c MATCH_RECOGNIZE OOW14Row Pattern Matching 12c MATCH_RECOGNIZE OOW14
Row Pattern Matching 12c MATCH_RECOGNIZE OOW14
 
6_Renewable-Power-Generation-Systems-with-Improved-Active-Power-Filter-for-Pe...
6_Renewable-Power-Generation-Systems-with-Improved-Active-Power-Filter-for-Pe...6_Renewable-Power-Generation-Systems-with-Improved-Active-Power-Filter-for-Pe...
6_Renewable-Power-Generation-Systems-with-Improved-Active-Power-Filter-for-Pe...
 
Fundamentals of vibration_measurement_and_analysis_explained
Fundamentals of vibration_measurement_and_analysis_explainedFundamentals of vibration_measurement_and_analysis_explained
Fundamentals of vibration_measurement_and_analysis_explained
 

More from Shu Wei Goh

Skymind 深度学习 - T11 Summit
Skymind 深度学习 - T11 SummitSkymind 深度学习 - T11 Summit
Skymind 深度学习 - T11 Summit
Shu Wei Goh
 
Skymind Company Profile
Skymind Company ProfileSkymind Company Profile
Skymind Company Profile
Shu Wei Goh
 
Deep Learning on Production with Spark
Deep Learning on Production with SparkDeep Learning on Production with Spark
Deep Learning on Production with Spark
Shu Wei Goh
 
Skyfence by Skymind
Skyfence by SkymindSkyfence by Skymind
Skyfence by Skymind
Shu Wei Goh
 
Skymind Intro - CN
Skymind Intro - CNSkymind Intro - CN
Skymind Intro - CN
Shu Wei Goh
 
Skymind's Platform - CN
Skymind's Platform - CNSkymind's Platform - CN
Skymind's Platform - CN
Shu Wei Goh
 
WMA Presentation at Transportation Research Board Conference 2007
WMA Presentation at Transportation Research Board Conference 2007WMA Presentation at Transportation Research Board Conference 2007
WMA Presentation at Transportation Research Board Conference 2007
Shu Wei Goh
 
Warm Mix Asphalt - Paving the Green Way
Warm Mix Asphalt - Paving the Green WayWarm Mix Asphalt - Paving the Green Way
Warm Mix Asphalt - Paving the Green Way
Shu Wei Goh
 

More from Shu Wei Goh (8)

Skymind 深度学习 - T11 Summit
Skymind 深度学习 - T11 SummitSkymind 深度学习 - T11 Summit
Skymind 深度学习 - T11 Summit
 
Skymind Company Profile
Skymind Company ProfileSkymind Company Profile
Skymind Company Profile
 
Deep Learning on Production with Spark
Deep Learning on Production with SparkDeep Learning on Production with Spark
Deep Learning on Production with Spark
 
Skyfence by Skymind
Skyfence by SkymindSkyfence by Skymind
Skyfence by Skymind
 
Skymind Intro - CN
Skymind Intro - CNSkymind Intro - CN
Skymind Intro - CN
 
Skymind's Platform - CN
Skymind's Platform - CNSkymind's Platform - CN
Skymind's Platform - CN
 
WMA Presentation at Transportation Research Board Conference 2007
WMA Presentation at Transportation Research Board Conference 2007WMA Presentation at Transportation Research Board Conference 2007
WMA Presentation at Transportation Research Board Conference 2007
 
Warm Mix Asphalt - Paving the Green Way
Warm Mix Asphalt - Paving the Green WayWarm Mix Asphalt - Paving the Green Way
Warm Mix Asphalt - Paving the Green Way
 

Recently uploaded

Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdfUnlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Malak Abu Hammad
 
Climate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing DaysClimate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing Days
Kari Kakkonen
 
Programming Foundation Models with DSPy - Meetup Slides
Programming Foundation Models with DSPy - Meetup SlidesProgramming Foundation Models with DSPy - Meetup Slides
Programming Foundation Models with DSPy - Meetup Slides
Zilliz
 
Microsoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdfMicrosoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdf
Uni Systems S.M.S.A.
 
“I’m still / I’m still / Chaining from the Block”
“I’m still / I’m still / Chaining from the Block”“I’m still / I’m still / Chaining from the Block”
“I’m still / I’m still / Chaining from the Block”
Claudio Di Ciccio
 
Video Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the FutureVideo Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the Future
Alpen-Adria-Universität
 
Uni Systems Copilot event_05062024_C.Vlachos.pdf
Uni Systems Copilot event_05062024_C.Vlachos.pdfUni Systems Copilot event_05062024_C.Vlachos.pdf
Uni Systems Copilot event_05062024_C.Vlachos.pdf
Uni Systems S.M.S.A.
 
GenAI Pilot Implementation in the organizations
GenAI Pilot Implementation in the organizationsGenAI Pilot Implementation in the organizations
GenAI Pilot Implementation in the organizations
kumardaparthi1024
 
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?Cosa hanno in comune un mattoncino Lego e la backdoor XZ?
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?
Speck&Tech
 
Goodbye Windows 11: Make Way for Nitrux Linux 3.5.0!
Goodbye Windows 11: Make Way for Nitrux Linux 3.5.0!Goodbye Windows 11: Make Way for Nitrux Linux 3.5.0!
Goodbye Windows 11: Make Way for Nitrux Linux 3.5.0!
SOFTTECHHUB
 
Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1
DianaGray10
 
Artificial Intelligence for XMLDevelopment
Artificial Intelligence for XMLDevelopmentArtificial Intelligence for XMLDevelopment
Artificial Intelligence for XMLDevelopment
Octavian Nadolu
 
20240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 202420240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 2024
Matthew Sinclair
 
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAUHCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
panagenda
 
Introduction to CHERI technology - Cybersecurity
Introduction to CHERI technology - CybersecurityIntroduction to CHERI technology - Cybersecurity
Introduction to CHERI technology - Cybersecurity
mikeeftimakis1
 
Building Production Ready Search Pipelines with Spark and Milvus
Building Production Ready Search Pipelines with Spark and MilvusBuilding Production Ready Search Pipelines with Spark and Milvus
Building Production Ready Search Pipelines with Spark and Milvus
Zilliz
 
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with SlackLet's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
shyamraj55
 
Full-RAG: A modern architecture for hyper-personalization
Full-RAG: A modern architecture for hyper-personalizationFull-RAG: A modern architecture for hyper-personalization
Full-RAG: A modern architecture for hyper-personalization
Zilliz
 
みなさんこんにちはこれ何文字まで入るの?40文字以下不可とか本当に意味わからないけどこれ限界文字数書いてないからマジでやばい文字数いけるんじゃないの?えこ...
みなさんこんにちはこれ何文字まで入るの?40文字以下不可とか本当に意味わからないけどこれ限界文字数書いてないからマジでやばい文字数いけるんじゃないの?えこ...みなさんこんにちはこれ何文字まで入るの?40文字以下不可とか本当に意味わからないけどこれ限界文字数書いてないからマジでやばい文字数いけるんじゃないの?えこ...
みなさんこんにちはこれ何文字まで入るの?40文字以下不可とか本当に意味わからないけどこれ限界文字数書いてないからマジでやばい文字数いけるんじゃないの?えこ...
名前 です男
 
How to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptxHow to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptx
danishmna97
 

Recently uploaded (20)

Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdfUnlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
 
Climate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing DaysClimate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing Days
 
Programming Foundation Models with DSPy - Meetup Slides
Programming Foundation Models with DSPy - Meetup SlidesProgramming Foundation Models with DSPy - Meetup Slides
Programming Foundation Models with DSPy - Meetup Slides
 
Microsoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdfMicrosoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdf
 
“I’m still / I’m still / Chaining from the Block”
“I’m still / I’m still / Chaining from the Block”“I’m still / I’m still / Chaining from the Block”
“I’m still / I’m still / Chaining from the Block”
 
Video Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the FutureVideo Streaming: Then, Now, and in the Future
Video Streaming: Then, Now, and in the Future
 
Uni Systems Copilot event_05062024_C.Vlachos.pdf
Uni Systems Copilot event_05062024_C.Vlachos.pdfUni Systems Copilot event_05062024_C.Vlachos.pdf
Uni Systems Copilot event_05062024_C.Vlachos.pdf
 
GenAI Pilot Implementation in the organizations
GenAI Pilot Implementation in the organizationsGenAI Pilot Implementation in the organizations
GenAI Pilot Implementation in the organizations
 
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?Cosa hanno in comune un mattoncino Lego e la backdoor XZ?
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?
 
Goodbye Windows 11: Make Way for Nitrux Linux 3.5.0!
Goodbye Windows 11: Make Way for Nitrux Linux 3.5.0!Goodbye Windows 11: Make Way for Nitrux Linux 3.5.0!
Goodbye Windows 11: Make Way for Nitrux Linux 3.5.0!
 
Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1Communications Mining Series - Zero to Hero - Session 1
Communications Mining Series - Zero to Hero - Session 1
 
Artificial Intelligence for XMLDevelopment
Artificial Intelligence for XMLDevelopmentArtificial Intelligence for XMLDevelopment
Artificial Intelligence for XMLDevelopment
 
20240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 202420240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 2024
 
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAUHCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
 
Introduction to CHERI technology - Cybersecurity
Introduction to CHERI technology - CybersecurityIntroduction to CHERI technology - Cybersecurity
Introduction to CHERI technology - Cybersecurity
 
Building Production Ready Search Pipelines with Spark and Milvus
Building Production Ready Search Pipelines with Spark and MilvusBuilding Production Ready Search Pipelines with Spark and Milvus
Building Production Ready Search Pipelines with Spark and Milvus
 
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with SlackLet's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
 
Full-RAG: A modern architecture for hyper-personalization
Full-RAG: A modern architecture for hyper-personalizationFull-RAG: A modern architecture for hyper-personalization
Full-RAG: A modern architecture for hyper-personalization
 
みなさんこんにちはこれ何文字まで入るの?40文字以下不可とか本当に意味わからないけどこれ限界文字数書いてないからマジでやばい文字数いけるんじゃないの?えこ...
みなさんこんにちはこれ何文字まで入るの?40文字以下不可とか本当に意味わからないけどこれ限界文字数書いてないからマジでやばい文字数いけるんじゃないの?えこ...みなさんこんにちはこれ何文字まで入るの?40文字以下不可とか本当に意味わからないけどこれ限界文字数書いてないからマジでやばい文字数いけるんじゃないの?えこ...
みなさんこんにちはこれ何文字まで入るの?40文字以下不可とか本当に意味わからないけどこれ限界文字数書いてないからマジでやばい文字数いけるんじゃないの?えこ...
 
How to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptxHow to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptx
 

Fn methods em08

  • 1. A Simple Method to Determine the Tertiary Flow in Repeated Load Test: Step-Wise Method By: Shu Wei Goh Zhanping You, P.E.
  • 2. Overview  Introduction of Flow Number  Problem Statement  Existing Methods  Proposed Method  Comparison Results  Conclusions
  • 3. Introduction What is Flow Number? The point where the asphalt mixture begin to deform significantly and the individual aggregates that make up the skeleton of the matrix start to “flow” –aggregate slide through each other
  • 4. Flow Number Test Typically called flow number test, dynamic creep test, and repeated load test 0.1s loading Time (Second) Stress(kPa) 0.9s dwell
  • 5. Typical Flow Number Result Primary Secondary Tertiary PermanentStrain Cycle Number Flow Number
  • 6. Flow Number: Traditional Method 0 0 Cycle Number StrainRate Flow Number: Minimum point of strain rate
  • 8. Existing Methods  Traditional Method (NCHRP 9-19)  Polynomial Fitting Method  Moving Average Periods (MAPs)  Regression Technique  Jason Bausano and R. Christopher Williams Method (Unpublished)  Examined the flow number by plotting creep stiffness times cycles versus cycle  Three Stage Deformation Method (By Zhou et al.)  Using power law model to describe the primary curve and using simple linear method to describe secondary curve.  Archilla et al. (2007) Method  Model the deformation curve by calculating the differential of strain rate divide by twice the sampling interval, and then smoothed the curve by running a five-point moving average for each cycle.
  • 9. Three Deformation Methods by Zhou et al. Tertiary PermanentStr Cycle Number Flow Number Primary Curve , b p aNε = 100% 3% 1 / 2 _ .e p D st nd pt Measuredε ∆ = × < = Secondary Curve: ' 'p cN dε = + 100% 1% _ ' d p d R Flow Numer ε = × < =
  • 10. Polynomial Fitting Method (Bausano and Williams, Unpublished) y = -4E-17x 6 + 6E-13x 5 - 4E-09x 4 + 2E-05x 3 - 0.0375x 2 + 65.804x + 8787.6 R 2 = 0.9994 0 10000 20000 30000 40000 50000 60000 70000 80000 90000 0 1000 2000 3000 4000 5000 6000 Cycle Numbers CreepStiffnessxCycleNumber 0 10000 20000 30000 40000 50000 60000 Micro-Strain Flow Number
  • 11. Proposed Methods – Step-Wise Method  Assumption:  Permanent Strain will only increase during flow number test  Method using:  Smoothing the discontinuity data point to provide step-wise increasing.  Plot strain rate versus cycle number and defined the flow number at minimum point of strain rate.  If the lower strain slope locate at N max, there is no flow number
  • 12. Non-uniform discontinuity data point 8600 8800 9000 3500 3550 3600 3650 3700 3750 3800Cycle Number Micro-Strain
  • 13. Shifting the discontinuity data points forward along the x-axis 8550 8600 8650 8700 8750 8800 3490 3540 Cycle Number Micro-Strain 3 4 5 6 8 9 10
  • 14. Shifted data point after using the Step-Wise method 8550 8600 8650 8700 8750 8800 3490 3540 Cycle Number Micro-Strain 3 4 5 6 8 9 10
  • 15. Step-Wise Method  Step 1: Smoothing the measured permanent deformation by re-allocating the measured results using the Excel function call “Sort Ascending.”  Step 2: Calculate the strain rate using the modified permanent deformation result.  Step 3: Determine the flow number by locating the minimum point of strain rate
  • 16. Comparison Results Flow Number from Three-Stage Deformation Method FlowN
  • 17. Comparison Results Flow Number from Polynomial Fitting Method FlowN
  • 18. Conclusions  The proposed approach provides a practical and consistent method to determine the initiation of tertiary flow.  The entire non-uniform discontinuity data point can be easily smoothed using the excel function called “Sort Ascending.”  The R-square value of 0.971 and 0.992 respectively were found from the comparison and this indicated that these methods have showed a good correlation with the proposed Step-Wise method.