SlideShare a Scribd company logo
1 of 37
1/15/2023 http://numericalmethods.eng.usf.edu 1
Introduction to Scientific
Computing
Major: All Engineering Majors
Authors: Autar Kaw, Luke Snyder
http://numericalmethods.eng.usf.edu
Transforming Numerical Methods Education for STEM
Undergraduates
http://numericalmethods.eng.usf.edu 2
Introduction
http://numericalmethods.eng.usf.edu 3
My advice
• If you don’t let a teacher know at what level
you are by asking a question, or revealing
your ignorance you will not learn or grow.
• You can’t pretend for long, for you will
eventually be found out. Admission of
ignorance is often the first step in our
education.
– Steven Covey—Seven Habits of Highly Effective People
Why use Numerical Methods?
• To solve problems that cannot be solved exactly
du
e
x u



2
2
2
1

Why use Numerical Methods?
• To solve problems that are intractable!
http://numericalmethods.eng.usf.edu 6
Steps in Solving an
Engineering Problem
http://numericalmethods.eng.usf.edu
http://numericalmethods.eng.usf.edu 7
How do we solve an engineering
problem?
Problem Description
Mathematical Model
Solution of Mathematical Model
Using the Solution
http://numericalmethods.eng.usf.edu 8
Example of Solving an
Engineering Problem
http://numericalmethods.eng.usf.edu 9
Bascule Bridge THG
http://numericalmethods.eng.usf.edu 10
Trunnion
Hub
Girder
Bascule Bridge THG
http://numericalmethods.eng.usf.edu 11
Trunnion-Hub-Girder
Assembly Procedure
Step1. Trunnion immersed in dry-ice/alcohol
Step2. Trunnion warm-up in hub
Step3. Trunnion-Hub immersed in
dry-ice/alcohol
Step4. Trunnion-Hub warm-up into girder
http://numericalmethods.eng.usf.edu 12
Problem
After Cooling, the Trunnion Got Stuck
in Hub
http://numericalmethods.eng.usf.edu 13
Why did it get stuck?
Magnitude of contraction needed in the trunnion
was 0.015” or more. Did it contract enough?
http://numericalmethods.eng.usf.edu 14
Video of Assembly Process
Unplugged Version VH1 Version
http://numericalmethods.eng.usf.edu 15
Consultant calculations
T
D
D 



 
F
T o
188
80
108 





F
in
in o
/
/
10
47
.
6 6




0.01504"
)
188
)(
10
47
.
6
)(
363
.
12
( 6





 
D
"
363
.
12

D
http://numericalmethods.eng.usf.edu 16
Is the formula used correct?
T
D
D 

 
T(oF) α (μin/in/oF)
-340 2.45
-300 3.07
-220 4.08
-160 4.72
-80 5.43
0 6.00
40 6.24
80 6.47
T
D
D 



 
http://numericalmethods.eng.usf.edu 17
The Correct Model Would Account for
Varying Thermal Expansion Coefficient
dT
T
D
D
c
a
T
T
)
(


 
http://numericalmethods.eng.usf.edu 18
Can You Roughly Estimate the
Contraction?
dT
T
D
D
c
a
T
T
)
(


 
Ta=80oF; Tc=-108oF; D=12.363”
dT
T
D
D
c
a
T
T
)
(


 
http://numericalmethods.eng.usf.edu 19
Can You Find a Better Estimate for
the Contraction?
dT
T
D
D
c
a
T
T
)
(


 
Ta = 80oF
Tc = -108oF
D = 12.363"
http://numericalmethods.eng.usf.edu 20
Estimating Contraction
Accurately
dT
T
D
D
c
a
T
T
)
(


 
Change in diameter
(D) by cooling it in dry
ice/alcohol is given by
0150
.
6
10
1946
.
6
10
2278
.
1 3
2
5





 

T
T

Ta = 80oF
Tc = -108oF
D = 12.363"
"
0137
.
0


D
http://numericalmethods.eng.usf.edu 21
So what is the solution to the
problem?
One solution is to immerse the trunnion in liquid nitrogen
which has a boiling point of -321oF as opposed to the
dry-ice/alcohol temperature of -108oF.
"
0244
.
0


D
http://numericalmethods.eng.usf.edu 22
Revisiting steps to solve a problem
1) Problem Statement: Trunnion got stuck in
the hub.
2) Modeling: Developed a new model
3) Solution: 1) Used trapezoidal rule OR b)
Used regression and integration.
4) Implementation: Cool the trunnion in liquid
nitrogen.
dT
T
D
D
c
a
T
T
)
(


 
http://numericalmethods.eng.usf.edu 23
THE END
http://numericalmethods.eng.usf.edu
http://numericalmethods.eng.usf.edu 24
Introduction to Numerical Methods
Mathematical Procedures
http://numericalmethods.eng.usf.edu
http://numericalmethods.eng.usf.edu 25
Mathematical Procedures
• Nonlinear Equations
• Differentiation
• Simultaneous Linear Equations
• Curve Fitting
– Interpolation
– Regression
• Integration
• Ordinary Differential Equations
• Other Advanced Mathematical Procedures:
– Partial Differential Equations
– Optimization
– Fast Fourier Transforms
http://numericalmethods.eng.usf.edu 26
Nonlinear Equations
How much of the floating ball is under water?
0
10
993
.
3
165
.
0 4
2
3



 
x
x
Diameter=0.11m
Specific Gravity=0.6
http://numericalmethods.eng.usf.edu 27
Nonlinear Equations
How much of the floating ball is under the water?
0
10
993
.
3
165
.
0
)
( 4
2
3




 
x
x
x
f
http://numericalmethods.eng.usf.edu 28
Differentiation
What is the acceleration
at t=7 seconds?
dt
dv
a 
t
.
t
v(t) 8
9
5000
10
16
10
16
ln
2200 4
4













http://numericalmethods.eng.usf.edu 29
Differentiation
Time (s) 5 8 12
Vel (m/s) 106 177 600
What is the acceleration at t=7 seconds?
dt
dv
a 
http://numericalmethods.eng.usf.edu 30
Simultaneous Linear Equations
Find the velocity profile, given
,
)
( 2
c
bt
at
t
v 


Three simultaneous linear equations
106
5
25 

 c
b
a
12
5 
 t
177
8
64 

 c
b
a
600
12
144 

 c
b
a
Time (s) 5 8 12
Vel (m/s) 106 177 600
http://numericalmethods.eng.usf.edu 31
Interpolation
What is the velocity of the rocket at t=7 seconds?
Time (s) 5 8 12
Vel (m/s) 106 177 600
http://numericalmethods.eng.usf.edu 32
Regression
Thermal expansion coefficient data for cast steel
http://numericalmethods.eng.usf.edu 33
Regression (cont)
http://numericalmethods.eng.usf.edu 34
Integration



fluid
room
T
T
dT
D
D 
Finding the diametric contraction in a steel shaft when
dipped in liquid nitrogen.
http://numericalmethods.eng.usf.edu 35
Ordinary Differential Equations
How long does it take a trunnion to cool down?
),
( a
hA
dt
d
mc 




 room

 
)
0
(
Additional Resources
For all resources on this topic such as digital audiovisual
lectures, primers, textbook chapters, multiple-choice tests,
worksheets in MATLAB, MATHEMATICA, MathCad and
MAPLE, blogs, related physical problems, please visit
http://numericalmethods.eng.usf.edu/topics/introduction_nu
merical.html
THE END
http://numericalmethods.eng.usf.edu

More Related Content

Similar to mws_gen_aae_spe_pptintroduction.ppt

FEATool Multiphysics Matlab FEM and CFD Toolbox - v1.6 Quickstart Guide
FEATool Multiphysics Matlab FEM and CFD Toolbox - v1.6 Quickstart GuideFEATool Multiphysics Matlab FEM and CFD Toolbox - v1.6 Quickstart Guide
FEATool Multiphysics Matlab FEM and CFD Toolbox - v1.6 Quickstart GuideFEATool Multiphysics
 
Interactive Power Point Presentation
Interactive Power Point PresentationInteractive Power Point Presentation
Interactive Power Point PresentationLindsay Schrauger
 
Fluid dynamics
Fluid dynamicsFluid dynamics
Fluid dynamicsCik Minn
 
012675925c0f652bb179b6a33cd3d13b_MIT6_003F11_lec01.pdf
012675925c0f652bb179b6a33cd3d13b_MIT6_003F11_lec01.pdf012675925c0f652bb179b6a33cd3d13b_MIT6_003F11_lec01.pdf
012675925c0f652bb179b6a33cd3d13b_MIT6_003F11_lec01.pdfBasavaRajeshwari2
 
Computer Science syllabus
Computer Science syllabusComputer Science syllabus
Computer Science syllabusShivaraj Hugar
 
Applied numerical methods lec1
Applied numerical methods lec1Applied numerical methods lec1
Applied numerical methods lec1Yasser Ahmed
 
Movimiento circular uniforme aplicado a la maqueta de un ventilador
Movimiento circular uniforme aplicado a la maqueta de un ventiladorMovimiento circular uniforme aplicado a la maqueta de un ventilador
Movimiento circular uniforme aplicado a la maqueta de un ventiladorAlexToavanda
 
Monitoring Containers with Weave Scope
Monitoring Containers with Weave ScopeMonitoring Containers with Weave Scope
Monitoring Containers with Weave ScopeWeaveworks
 
Time Series Data Mining - from PhD to Startup
Time Series Data Mining - from PhD to StartupTime Series Data Mining - from PhD to Startup
Time Series Data Mining - from PhD to StartupPeter Laurinec
 
01_FEA overview 2023-1 of fhtr j thrf for any.pptx
01_FEA overview 2023-1 of fhtr j thrf for any.pptx01_FEA overview 2023-1 of fhtr j thrf for any.pptx
01_FEA overview 2023-1 of fhtr j thrf for any.pptxRaviBabaladi2
 
Online Detection of Shutdown Periods in Chemical Plants: A Case Study
Online Detection of Shutdown Periods in Chemical Plants: A Case StudyOnline Detection of Shutdown Periods in Chemical Plants: A Case Study
Online Detection of Shutdown Periods in Chemical Plants: A Case StudyManuel Martín
 
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_tangencialesARIELMATHEOCHANCUSIG
 
NG3S903 - Electronic Systems Engineering - Fault Modelling Techniques
NG3S903 - Electronic Systems Engineering - Fault Modelling TechniquesNG3S903 - Electronic Systems Engineering - Fault Modelling Techniques
NG3S903 - Electronic Systems Engineering - Fault Modelling TechniquesChris Francis
 
VTU-15ecschsyll cbcs
VTU-15ecschsyll cbcsVTU-15ecschsyll cbcs
VTU-15ecschsyll cbcsEce Rljit
 
Dinamica rotacional
Dinamica rotacionalDinamica rotacional
Dinamica rotacionalKramerCaiza
 
APLICACIONES DE LA DERIVADA EN LA CARRERA DE (Mecánica, Electrónica, Telecomu...
APLICACIONES DE LA DERIVADA EN LA CARRERA DE (Mecánica, Electrónica, Telecomu...APLICACIONES DE LA DERIVADA EN LA CARRERA DE (Mecánica, Electrónica, Telecomu...
APLICACIONES DE LA DERIVADA EN LA CARRERA DE (Mecánica, Electrónica, Telecomu...WILIAMMAURICIOCAHUAT1
 
Hyper variance and autonomous bus
Hyper variance and autonomous busHyper variance and autonomous bus
Hyper variance and autonomous busJun Steed Huang
 
Advanced Econometrics L7-8.pptx
Advanced Econometrics L7-8.pptxAdvanced Econometrics L7-8.pptx
Advanced Econometrics L7-8.pptxakashayosha
 

Similar to mws_gen_aae_spe_pptintroduction.ppt (20)

FEATool Multiphysics Matlab FEM and CFD Toolbox - v1.6 Quickstart Guide
FEATool Multiphysics Matlab FEM and CFD Toolbox - v1.6 Quickstart GuideFEATool Multiphysics Matlab FEM and CFD Toolbox - v1.6 Quickstart Guide
FEATool Multiphysics Matlab FEM and CFD Toolbox - v1.6 Quickstart Guide
 
Practica1 digi2
Practica1 digi2Practica1 digi2
Practica1 digi2
 
Interactive Power Point Presentation
Interactive Power Point PresentationInteractive Power Point Presentation
Interactive Power Point Presentation
 
Fluid dynamics
Fluid dynamicsFluid dynamics
Fluid dynamics
 
012675925c0f652bb179b6a33cd3d13b_MIT6_003F11_lec01.pdf
012675925c0f652bb179b6a33cd3d13b_MIT6_003F11_lec01.pdf012675925c0f652bb179b6a33cd3d13b_MIT6_003F11_lec01.pdf
012675925c0f652bb179b6a33cd3d13b_MIT6_003F11_lec01.pdf
 
Computer Science syllabus
Computer Science syllabusComputer Science syllabus
Computer Science syllabus
 
Applied numerical methods lec1
Applied numerical methods lec1Applied numerical methods lec1
Applied numerical methods lec1
 
Movimiento circular uniforme aplicado a la maqueta de un ventilador
Movimiento circular uniforme aplicado a la maqueta de un ventiladorMovimiento circular uniforme aplicado a la maqueta de un ventilador
Movimiento circular uniforme aplicado a la maqueta de un ventilador
 
Monitoring Containers with Weave Scope
Monitoring Containers with Weave ScopeMonitoring Containers with Weave Scope
Monitoring Containers with Weave Scope
 
Time Series Data Mining - from PhD to Startup
Time Series Data Mining - from PhD to StartupTime Series Data Mining - from PhD to Startup
Time Series Data Mining - from PhD to Startup
 
Models
ModelsModels
Models
 
01_FEA overview 2023-1 of fhtr j thrf for any.pptx
01_FEA overview 2023-1 of fhtr j thrf for any.pptx01_FEA overview 2023-1 of fhtr j thrf for any.pptx
01_FEA overview 2023-1 of fhtr j thrf for any.pptx
 
Online Detection of Shutdown Periods in Chemical Plants: A Case Study
Online Detection of Shutdown Periods in Chemical Plants: A Case StudyOnline Detection of Shutdown Periods in Chemical Plants: A Case Study
Online Detection of Shutdown Periods in Chemical Plants: A Case Study
 
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
 
NG3S903 - Electronic Systems Engineering - Fault Modelling Techniques
NG3S903 - Electronic Systems Engineering - Fault Modelling TechniquesNG3S903 - Electronic Systems Engineering - Fault Modelling Techniques
NG3S903 - Electronic Systems Engineering - Fault Modelling Techniques
 
VTU-15ecschsyll cbcs
VTU-15ecschsyll cbcsVTU-15ecschsyll cbcs
VTU-15ecschsyll cbcs
 
Dinamica rotacional
Dinamica rotacionalDinamica rotacional
Dinamica rotacional
 
APLICACIONES DE LA DERIVADA EN LA CARRERA DE (Mecánica, Electrónica, Telecomu...
APLICACIONES DE LA DERIVADA EN LA CARRERA DE (Mecánica, Electrónica, Telecomu...APLICACIONES DE LA DERIVADA EN LA CARRERA DE (Mecánica, Electrónica, Telecomu...
APLICACIONES DE LA DERIVADA EN LA CARRERA DE (Mecánica, Electrónica, Telecomu...
 
Hyper variance and autonomous bus
Hyper variance and autonomous busHyper variance and autonomous bus
Hyper variance and autonomous bus
 
Advanced Econometrics L7-8.pptx
Advanced Econometrics L7-8.pptxAdvanced Econometrics L7-8.pptx
Advanced Econometrics L7-8.pptx
 

Recently uploaded

KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...M56BOOKSTORE PRODUCT/SERVICE
 
Solving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptxSolving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptxOH TEIK BIN
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)eniolaolutunde
 
Proudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxProudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxthorishapillay1
 
Crayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon ACrayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon AUnboundStockton
 
Pharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdfPharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdfMahmoud M. Sallam
 
Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17Celine George
 
internship ppt on smartinternz platform as salesforce developer
internship ppt on smartinternz platform as salesforce developerinternship ppt on smartinternz platform as salesforce developer
internship ppt on smartinternz platform as salesforce developerunnathinaik
 
Introduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher EducationIntroduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher Educationpboyjonauth
 
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...Marc Dusseiller Dusjagr
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationnomboosow
 
How to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxHow to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxmanuelaromero2013
 
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17Celine George
 
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptxECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptxiammrhaywood
 
Painted Grey Ware.pptx, PGW Culture of India
Painted Grey Ware.pptx, PGW Culture of IndiaPainted Grey Ware.pptx, PGW Culture of India
Painted Grey Ware.pptx, PGW Culture of IndiaVirag Sontakke
 
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdfssuser54595a
 
MARGINALIZATION (Different learners in Marginalized Group
MARGINALIZATION (Different learners in Marginalized GroupMARGINALIZATION (Different learners in Marginalized Group
MARGINALIZATION (Different learners in Marginalized GroupJonathanParaisoCruz
 
Presiding Officer Training module 2024 lok sabha elections
Presiding Officer Training module 2024 lok sabha electionsPresiding Officer Training module 2024 lok sabha elections
Presiding Officer Training module 2024 lok sabha electionsanshu789521
 

Recently uploaded (20)

KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...
 
Solving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptxSolving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptx
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)
 
Proudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxProudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptx
 
Crayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon ACrayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon A
 
Pharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdfPharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdf
 
Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17
 
internship ppt on smartinternz platform as salesforce developer
internship ppt on smartinternz platform as salesforce developerinternship ppt on smartinternz platform as salesforce developer
internship ppt on smartinternz platform as salesforce developer
 
ESSENTIAL of (CS/IT/IS) class 06 (database)
ESSENTIAL of (CS/IT/IS) class 06 (database)ESSENTIAL of (CS/IT/IS) class 06 (database)
ESSENTIAL of (CS/IT/IS) class 06 (database)
 
Introduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher EducationIntroduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher Education
 
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communication
 
How to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxHow to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptx
 
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
 
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptxECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
 
Painted Grey Ware.pptx, PGW Culture of India
Painted Grey Ware.pptx, PGW Culture of IndiaPainted Grey Ware.pptx, PGW Culture of India
Painted Grey Ware.pptx, PGW Culture of India
 
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
 
MARGINALIZATION (Different learners in Marginalized Group
MARGINALIZATION (Different learners in Marginalized GroupMARGINALIZATION (Different learners in Marginalized Group
MARGINALIZATION (Different learners in Marginalized Group
 
9953330565 Low Rate Call Girls In Rohini Delhi NCR
9953330565 Low Rate Call Girls In Rohini  Delhi NCR9953330565 Low Rate Call Girls In Rohini  Delhi NCR
9953330565 Low Rate Call Girls In Rohini Delhi NCR
 
Presiding Officer Training module 2024 lok sabha elections
Presiding Officer Training module 2024 lok sabha electionsPresiding Officer Training module 2024 lok sabha elections
Presiding Officer Training module 2024 lok sabha elections
 

mws_gen_aae_spe_pptintroduction.ppt