SlideShare uma empresa Scribd logo
1 de 19
Fourier Analysis
An Intuitive Perspective
A Basic Introductory Discussion Portraying how Fourier Series or Transformation Play Around Us
Axial Breakdown
v cosx
v sinx
v
x
Sinusoids
Input(-∝, +∝) Output [1,-1]
Fourier Series
𝒇 𝒙 =
𝒂 𝟎
𝟐
+
𝒏=𝟏
∞
𝒂 𝒏 𝐜𝐨𝐬
𝟐𝒏𝝅𝒙
𝒃 − 𝒂
+ 𝒃 𝒏 𝐬𝐢𝐧
𝟐𝒏𝝅𝒙
𝒃 − 𝒂
𝒂 𝟎 =
𝟐
𝒃 − 𝒂
𝒂
𝒃
𝒇 𝒙 ⅆ𝒙 𝒂 𝐧 =
𝟐
𝒃 − 𝒂
𝒂
𝒃
𝒇 𝒙 𝐜𝐨𝐬
𝟐𝒏𝝅𝒙
𝒃 − 𝒂
ⅆ𝒙 𝒃 𝐧 =
𝟐
𝒃 − 𝒂
𝒂
𝒃
𝒇 𝒙 𝐬𝐢𝐧
𝟐𝒏𝝅𝒙
𝒃 − 𝒂
ⅆ𝒙
𝒇 𝒕 =
𝒂 𝟎
𝟐
+
𝒏=𝟏
∞
𝒂 𝒏 𝐜𝐨𝐬 𝒏𝒘𝒕 + 𝒃 𝒏 𝐬𝐢𝐧 𝒏𝒘𝒕
𝒚 = 𝒇 𝒙 = 𝒙 − 𝝅
𝑎0 =
2
2𝜋
0
2𝜋
𝑥 − 𝜋 𝑑𝑥
= 0
𝑏 𝑛 =
2
2𝜋
0
2𝜋
𝑥 − 𝜋 sin(
2𝜋𝑛𝑥
2𝜋
)𝑑𝑥
= −
2
𝑛
𝑎 𝑛 =
2
2𝜋
0
2𝜋
𝑥 − 𝜋 cos(
2𝜋𝑛𝑥
2𝜋
)𝑑𝑥
= 0
𝒇 𝒙 = −𝟐 𝒏=𝟏
∞ 𝟏
𝒏
𝐬𝐢𝐧 𝒏𝒙 = −𝟐 (𝒔𝒊𝒏 𝒙 +
𝟏
𝟐
𝒔𝒊𝒏 𝟐𝒙 +
𝟏
𝟑
𝒔𝒊𝒏𝟑𝒙 + ⋯ . +
𝟏
𝒏
𝒔𝒊𝒏 𝒏𝒙 ) = 𝑭(𝒙)
Fourier Series
Ch. VI : Non-Sinusoidal Wave
Example-1
Alternating Current Circuits by
RM Kerchner & GF Corcoran
Sawtooth Wave Transformed
Credit :Meyavuz
Square Wave
Credit :Mathloger
Straight Line with Sinusoids
Credit :Mathloger
Have a Look !
Credit :Faviloo
Fourier in Exponential Form
𝒇 𝒕 =
𝒂 𝟎
𝟐
+
𝒏=𝟏
∞
𝒂 𝒏 𝐜𝐨𝐬 𝒏𝒘𝒕 + 𝒃 𝒏 𝐬𝐢𝐧 𝒏𝒘𝒕
sin 𝑛𝑤𝑡 =
1
2𝑖
(𝑒 𝑖𝑛𝑤𝑡 − 𝑒−𝑖𝑛𝑤𝑡)
cos 𝑛𝑤𝑡 =
1
2
(𝑒 𝑖𝑛𝑤𝑡 + 𝑒−𝑖𝑛𝑤𝑡)
𝒇 𝝎 =
𝟏
𝟐𝝅 −∝
+∝
𝒇(𝒕)𝒆−𝒊𝝎𝒕 𝒅𝒕
𝑓 𝑡 =
𝑎0
2
+
𝑛=1
∞
(
𝑎 𝑛 − 𝑖𝑏 𝑛
2
𝑒 𝑖𝑛𝜔𝑡 +
𝑎 𝑛 + 𝑖𝑏 𝑛
2
𝑒−𝑖𝑛𝜔𝑡)
𝑓 𝑡 =
𝑛=−∝
∝
𝑎 𝑛 𝑒 𝑖𝑛𝜔𝑡
Who cares about Fourier , huh ?
Waves can be expressed as a sum of sines and cosines.
Signal Breakdown
Obtained Signal
Component-3
Component-2
Component-4
Component-5
Component-1
Who cares about Fourier , huh ?
Shifting from
Time
Domain
to
Frequenc
y Domain
Who cares about Fourier , huh ?
Shifting from
Time
Domain
to
Frequenc
y Domain
Frequency Domain
Credit: RF Wireless World
Credit: Pablo Puente Guillen
Applications
Image Audio
Filter
Reconstruction
Compression
Compression
Noise Exclusion
Sound Synthesize
References & Resources
https://www.quora.com/Why-are-Fourier-series-
important-Are-there-any-real-life-
applications-of-Fourier-series
https://www.quora.com/What-are-the-applications
-of-fourier-series-in-electrical-engineering
https://en.wikipedia.org/wiki/Fourier_series
https://www.youtube.com/watch?v=qS4H6PEcCCA
Alternating Current Circuit by
RM Kerchner & GF Corcoran
Analysis of Linear Systems by D K Cheng
https://www.youtube.com/watch?v=Mf8z3nm7prQ
https://www.youtube.com/watch?v=wNwJOBmqBsc
Special thanks to
Aninda Nandy
T hank You
Mohammad Iftekher Ebne Jalal (Iftu)
ID : 1802119
Department of Electrical & Electronic Engineering,
Chittagong University of Engineering & Technology
I only intended to make you feel excited about Fourier Series.
Feel free to learn more on this.
Fourier analysis presentation for thunder chasers

Mais conteúdo relacionado

Mais procurados

1531 fourier series- integrals and trans
1531 fourier series- integrals and trans1531 fourier series- integrals and trans
1531 fourier series- integrals and transDr Fereidoun Dejahang
 
Ic batch b1 sem 3(2015) introduction to some special functions and fourier se...
Ic batch b1 sem 3(2015) introduction to some special functions and fourier se...Ic batch b1 sem 3(2015) introduction to some special functions and fourier se...
Ic batch b1 sem 3(2015) introduction to some special functions and fourier se...Jitin Pillai
 
Linear transformation.ppt
Linear transformation.pptLinear transformation.ppt
Linear transformation.pptRaj Parekh
 
aem : Fourier series of Even and Odd Function
aem :  Fourier series of Even and Odd Functionaem :  Fourier series of Even and Odd Function
aem : Fourier series of Even and Odd FunctionSukhvinder Singh
 
Fourier Series - Engineering Mathematics
Fourier Series -  Engineering MathematicsFourier Series -  Engineering Mathematics
Fourier Series - Engineering MathematicsMd Sadequl Islam
 
Half range sine and cosine series
Half range sine and cosine seriesHalf range sine and cosine series
Half range sine and cosine seriesChandan S
 
Simple harmonic motion
Simple harmonic motionSimple harmonic motion
Simple harmonic motion思米 陶
 
Important Questions of fourier series with theoretical study Engg. Mathem...
Important Questions  of  fourier series with theoretical study   Engg. Mathem...Important Questions  of  fourier series with theoretical study   Engg. Mathem...
Important Questions of fourier series with theoretical study Engg. Mathem...Mohammad Imran
 
periodic functions and Fourier series
periodic functions and Fourier seriesperiodic functions and Fourier series
periodic functions and Fourier seriesUmang Gupta
 
Half range sine cosine fourier series
Half range sine cosine fourier seriesHalf range sine cosine fourier series
Half range sine cosine fourier seriesHardik Parmar
 
History and Real Life Applications of Fourier Analaysis
History and Real Life Applications of Fourier AnalaysisHistory and Real Life Applications of Fourier Analaysis
History and Real Life Applications of Fourier AnalaysisSyed Ahmed Zaki
 
linear transformation and rank nullity theorem
linear transformation and rank nullity theorem linear transformation and rank nullity theorem
linear transformation and rank nullity theorem Manthan Chavda
 
Fourier series Introduction
Fourier series IntroductionFourier series Introduction
Fourier series IntroductionRizwan Kazi
 
5. fourier properties
5. fourier properties5. fourier properties
5. fourier propertiesskysunilyadav
 

Mais procurados (20)

Isomorphism
IsomorphismIsomorphism
Isomorphism
 
1531 fourier series- integrals and trans
1531 fourier series- integrals and trans1531 fourier series- integrals and trans
1531 fourier series- integrals and trans
 
Ic batch b1 sem 3(2015) introduction to some special functions and fourier se...
Ic batch b1 sem 3(2015) introduction to some special functions and fourier se...Ic batch b1 sem 3(2015) introduction to some special functions and fourier se...
Ic batch b1 sem 3(2015) introduction to some special functions and fourier se...
 
Fourier integral
Fourier integralFourier integral
Fourier integral
 
Linear transformation.ppt
Linear transformation.pptLinear transformation.ppt
Linear transformation.ppt
 
Laplace table
Laplace tableLaplace table
Laplace table
 
Fourier series
Fourier seriesFourier series
Fourier series
 
aem : Fourier series of Even and Odd Function
aem :  Fourier series of Even and Odd Functionaem :  Fourier series of Even and Odd Function
aem : Fourier series of Even and Odd Function
 
Fourier Series - Engineering Mathematics
Fourier Series -  Engineering MathematicsFourier Series -  Engineering Mathematics
Fourier Series - Engineering Mathematics
 
Half range sine and cosine series
Half range sine and cosine seriesHalf range sine and cosine series
Half range sine and cosine series
 
Simple harmonic motion
Simple harmonic motionSimple harmonic motion
Simple harmonic motion
 
Important Questions of fourier series with theoretical study Engg. Mathem...
Important Questions  of  fourier series with theoretical study   Engg. Mathem...Important Questions  of  fourier series with theoretical study   Engg. Mathem...
Important Questions of fourier series with theoretical study Engg. Mathem...
 
periodic functions and Fourier series
periodic functions and Fourier seriesperiodic functions and Fourier series
periodic functions and Fourier series
 
Half range sine cosine fourier series
Half range sine cosine fourier seriesHalf range sine cosine fourier series
Half range sine cosine fourier series
 
History and Real Life Applications of Fourier Analaysis
History and Real Life Applications of Fourier AnalaysisHistory and Real Life Applications of Fourier Analaysis
History and Real Life Applications of Fourier Analaysis
 
linear transformation and rank nullity theorem
linear transformation and rank nullity theorem linear transformation and rank nullity theorem
linear transformation and rank nullity theorem
 
Fourier series Introduction
Fourier series IntroductionFourier series Introduction
Fourier series Introduction
 
5. fourier properties
5. fourier properties5. fourier properties
5. fourier properties
 
Fourier series
Fourier series Fourier series
Fourier series
 
Fourier series pgbi
Fourier series pgbiFourier series pgbi
Fourier series pgbi
 

Semelhante a Fourier analysis presentation for thunder chasers

Frequency domain analysis of Linear Time Invariant system
Frequency domain analysis of Linear Time Invariant systemFrequency domain analysis of Linear Time Invariant system
Frequency domain analysis of Linear Time Invariant systemTsegaTeklewold1
 
Lecture 3 - Series Expansion III.pptx
Lecture 3 - Series Expansion III.pptxLecture 3 - Series Expansion III.pptx
Lecture 3 - Series Expansion III.pptxPratik P Chougule
 
Topic: Fourier Series ( Periodic Function to change of interval)
Topic: Fourier Series ( Periodic Function to  change of interval)Topic: Fourier Series ( Periodic Function to  change of interval)
Topic: Fourier Series ( Periodic Function to change of interval)Abhishek Choksi
 
Digital signal processing on arm new
Digital signal processing on arm newDigital signal processing on arm new
Digital signal processing on arm newIsrael Gbati
 
FOURIER SERIES Presentation of given functions.pptx
FOURIER SERIES Presentation of given functions.pptxFOURIER SERIES Presentation of given functions.pptx
FOURIER SERIES Presentation of given functions.pptxjyotidighole2
 
Phase Retrieval: Motivation and Techniques
Phase Retrieval: Motivation and TechniquesPhase Retrieval: Motivation and Techniques
Phase Retrieval: Motivation and TechniquesVaibhav Dixit
 
Principles of Communication (Intro to Oscillators)
Principles of Communication (Intro to Oscillators)Principles of Communication (Intro to Oscillators)
Principles of Communication (Intro to Oscillators)Raizel Jianna Generosa
 
Introduction to Neural Networks and Deep Learning from Scratch
Introduction to Neural Networks and Deep Learning from ScratchIntroduction to Neural Networks and Deep Learning from Scratch
Introduction to Neural Networks and Deep Learning from ScratchAhmed BESBES
 

Semelhante a Fourier analysis presentation for thunder chasers (20)

Fourier series
Fourier series Fourier series
Fourier series
 
Mod 3.pptx
Mod 3.pptxMod 3.pptx
Mod 3.pptx
 
beamforming.pptx
beamforming.pptxbeamforming.pptx
beamforming.pptx
 
Frequency domain analysis of Linear Time Invariant system
Frequency domain analysis of Linear Time Invariant systemFrequency domain analysis of Linear Time Invariant system
Frequency domain analysis of Linear Time Invariant system
 
Lecture 3 - Series Expansion III.pptx
Lecture 3 - Series Expansion III.pptxLecture 3 - Series Expansion III.pptx
Lecture 3 - Series Expansion III.pptx
 
Topic: Fourier Series ( Periodic Function to change of interval)
Topic: Fourier Series ( Periodic Function to  change of interval)Topic: Fourier Series ( Periodic Function to  change of interval)
Topic: Fourier Series ( Periodic Function to change of interval)
 
Digital signal processing on arm new
Digital signal processing on arm newDigital signal processing on arm new
Digital signal processing on arm new
 
Algebra-taller2
Algebra-taller2Algebra-taller2
Algebra-taller2
 
Signal & system
Signal & systemSignal & system
Signal & system
 
FOURIER SERIES Presentation of given functions.pptx
FOURIER SERIES Presentation of given functions.pptxFOURIER SERIES Presentation of given functions.pptx
FOURIER SERIES Presentation of given functions.pptx
 
Phase Retrieval: Motivation and Techniques
Phase Retrieval: Motivation and TechniquesPhase Retrieval: Motivation and Techniques
Phase Retrieval: Motivation and Techniques
 
Av 738- Adaptive Filtering - Wiener Filters[wk 3]
Av 738- Adaptive Filtering - Wiener Filters[wk 3]Av 738- Adaptive Filtering - Wiener Filters[wk 3]
Av 738- Adaptive Filtering - Wiener Filters[wk 3]
 
Fourier slide
Fourier slideFourier slide
Fourier slide
 
Nss fourier
Nss fourierNss fourier
Nss fourier
 
Principles of Communication (Intro to Oscillators)
Principles of Communication (Intro to Oscillators)Principles of Communication (Intro to Oscillators)
Principles of Communication (Intro to Oscillators)
 
Introduction to Neural Networks and Deep Learning from Scratch
Introduction to Neural Networks and Deep Learning from ScratchIntroduction to Neural Networks and Deep Learning from Scratch
Introduction to Neural Networks and Deep Learning from Scratch
 
Periodic Solutions for Nonlinear Systems of Integro-Differential Equations of...
Periodic Solutions for Nonlinear Systems of Integro-Differential Equations of...Periodic Solutions for Nonlinear Systems of Integro-Differential Equations of...
Periodic Solutions for Nonlinear Systems of Integro-Differential Equations of...
 
Lecture 9
Lecture 9Lecture 9
Lecture 9
 
Lect7-Fourier-Transform.pdf
Lect7-Fourier-Transform.pdfLect7-Fourier-Transform.pdf
Lect7-Fourier-Transform.pdf
 
maths ppt.pdf
maths ppt.pdfmaths ppt.pdf
maths ppt.pdf
 

Último

Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Disha Kariya
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAssociation for Project Management
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...christianmathematics
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdfQucHHunhnh
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeThiyagu K
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformChameera Dedduwage
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhikauryashika82
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Krashi Coaching
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Celine George
 
Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3JemimahLaneBuaron
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingTeacherCyreneCayanan
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxiammrhaywood
 
Disha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdfDisha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdfchloefrazer622
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfciinovamais
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxVishalSingh1417
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfAdmir Softic
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfsanyamsingh5019
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDThiyagu K
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactdawncurless
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingTechSoup
 

Último (20)

Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and Mode
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy Reform
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17
 
Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writing
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
Disha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdfDisha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdf
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptx
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SD
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 

Fourier analysis presentation for thunder chasers