SlideShare a Scribd company logo
Presented by:
Kaustubh S. Garud
Roll No. 503006
Electrical Application
 Let's say you have to analyze a circuit with a sinusoidal
voltage source, a resistor, and a capacitor in parallel. Here
are the rules:
 V = v cos (kt) // we said it was a sinusoid
 V = IR // Ohm's Law
 dV/dt = CI // the voltage across a capacitor increases as
you run current through it
 If you solve this circuit with ordinary calculus, dealing with
real voltages, you get results like the following:
 V = v cos (kt)
 V' = -k v sin (kt)
 V = v cos (kt) + iv sin (kt)
 Let's do similar calculus now:
 V' = - kv sin (kt) + i kv cos (kt)
 Looks even uglier, right? Well, let's rearrange V' a bit:
 V' = -kv sin (kt) + i kv cos(kt)
= ik v cos(kt) - kv sin (kt) // switched terms
= (ik) [ v cos (kt) + iv sin (kt) ] // algebra I factoring
= (ik) V
 So, now to take the derivative of V, we just multiply by (ik)!
 Now, here's where things get strange. We had
 dV/dt = CI
 But now, for our half-real/half-imaginary sinusoid, we
know that V' = (ik) V. So, now, our capacitor works like this:
 (ik) V = CI
 V = (C/ik) I // little i is the square root of -1, big I is
current
 Looks a lot like Ohm's Law! In effect, in sinusoidal
situations, a capacitor is mathematically just like a
resistor, that happens to have an imaginary value.
Strange but true. So, we can treat our circuit with the
same techniques that we use for two ordinary resistors,
which is just algebra, only now one of our resistors is
imaginary. The algebra is a little messier, but it's still
algebra! That is the beauty of complex numbers. Poof,
the Calculus is out of your face!
Quaternions
Quaternion - Brief History
 Invented in 1843 by Irish mathematician Sir
William Rowan Hamilton
 Founded when attempting to extend complex
numbers to the 3rd dimension
 Discovered on October 16 in the form of the
equation:
1222
 ijkkji
6
From: http://en.wikipedia.org/wiki/Quaternion
Quaternion
 Definition
jikki
ikjjk
kjiij
kji
qqkqjqiqqq





1222
03210

i
j
k
Applications of Quaternions
 Used to represent rotations and orientations of
objects in three-dimensional space in:
 Computer graphics
 Control theory
 Signal processing
 Attitude controls
 Physics
 Orbital mechanics
 Quantum Computing, quantum circuit design
8
From: http://en.wikipedia.org/wiki/Quaternion
Advantages of Quaternions
 Avoids Gimbal Lock
 Faster multiplication algorithms to combine successive
rotations than using rotation matrices
 Easier to normalize than rotation matrices
 Interpolation
 Mathematically stable – suitable for statistics
 Operators
 Addition
 Multiplication
 Conjugate
 Length
       kqpjqpiqpqpqp
kqjqiqqq
kpjpippp
33221100
3210
3210



qpqppqqpqppq

 0000
qqq

 0
*
  ***
pqpq 
2
3
2
2
2
1
2
0
*
qqqqqqq 
Operators on Quaternions
 Define unit quaternion as follows to represent rotation
 Example
 Rot(z,90°)
 q and –q represent the same rotation
nqn ˆsincos),ˆ(Rot 22

  1q
 2
2
2
2
00q
Why “unit”?
DOF point of
view!
Unit Quaternion
q = w + xi + yj + zk
• w, x, y, z are real numbers
• w is scalar part
• x, y, z are vector parts
• Thus it can also be represented as:
q = (w, v(x,y,z)) or
q = w + v
Quaternion – scalar and vector
parts
 Scalar & Vector
 4 dimensions of a quaternion:
 3-dimensional space (vector)
 Angle of rotation (scalar)
 Quaternion can be transformed to other
geometric algorithm:
 Rotation matrix ↔ quaternion
 Rotation axis and angle ↔ quaternion
 Spherical rotation angles ↔ quaternion
 Euler rotation angles ↔ quaternion
What are relations of quaternions to
other topics in kinematics?
Quaternion – Dimension and
Transformation
Details of Quaternion
Operations
Quaternion Operations
 Addition/subtraction
 Multiplication
 Division
 Conjugate
 Magnitude
 Normalization
 Transformations
 Concatenation
Quaternion Operations
 Addition:
 Given two quaternions:
 q1 = q1w + q1xi + q1yj + q1zk
 q2 = q2w + q2xi + q2yj + q2zk
 The result quaternion q3 is:
q3 = q1 + q2
q3 =
(q1w + q2w) + (q1x + q2x)i + (q1y + q2y)j +
(q1z + q2z)k
Quaternion Operations
 Subtraction:
 Given two quaternions:
 q1 = q1w + q1xi + q1yj + q1zk
 q2 = q2w + q2xi + q2yj + q2zk
 The result quaternion q3 is:
q3 = q1 - q2
q3 = (q1w – q2w) + (q1x – q2x)i + (q1y – q2y)j + (q1z – q2z)k
Quaternion Operations Multiplication
 Distributive
 Associative
 Not commutative because of the i2 =j2=k2=-1
i
jk
i
jk (-k) (-j)
(-i)
Quaternion Operations
 Multiplication
 Given two quaternions:
 q1 = q1w + q1xi + q1yj + q1zk
 q2 = q2w + q2xi + q2yj + q2zk
 The result quaternion q3 is:
q3 = q1 * q2
q3 =
q1w*q2w + q1w*q2xi + q1w*q2yj +
q1w*q2zk + q1xi*q2w + q1xi*q2xi– q1x*q2x + etc…
Quaternion Operations
 Multiplication
 Resulting quaternion q3 is:
q3= (q1wq2w + q1xq2x + q1yq2y + q1zq2z) +
(q1wq2x + q1xq2w + q1yq2z – q1zq2y)i +
(q1wq2y + q1yq2w + q1zq2x – q1xq2z)j +
(q1wq2z + q1zq2w + q1xq2y – q1yq2x)k
Quaternion Operations Multiplication
 Or, in scalar-vector format:
q3= q1q2 = (q1w, v1)(q2w, v2)
= (q1wq2w - v1.v2, q1wv2 + q2v1 + v1 x v2)
or
q3 = q1wq2w - v1.v2 + q1wv2 + q2v1 + v1 x v2
Dot product Cross product
scalar vector
Quaternion Operations
 Magnitude
 Also called modulus
 Is the length of the quaternion from the origin
 Given a quaternion:
 q = w + xi+ yj + zk
 The magnitude of quaternion q is |q|, where:
2222
*|| zyxwqqq 
Quaternion Operations
 Normalization
 Normalization results in a unit quaternion where:
w2 + x2 + y2 + z2 = 1
 Given a quaternion:
 q = w + xi+ yj + zk
 To normalize quaternion q, divide it by its magnitude
(|q|):
 Also referred to as quaternion sign: sgn(q)
q
||
ˆ
q
q
q 
Quaternion Operations
 Conjugate:
 Given a quaternion:
 q = w + xi+ yj + zk
 The conjugate of quaternion q is q*, where:
 q* = w – xi – yj – zk
Quaternion Operations
 Inverse
 Can be used for division
 Given a quaternion:
 q = w + xi+ yj + zk
 The inverse of quaternion q is q-1, where:
2
1
||
*
q
q
q 
Quaternion Rotations
 Matrix Rotation is based on 3
rotations:
 On axes: x, y, z
 Or yaw, pitch, roll (which one
corresponds to which axis,
depends on the orientation to
the axes)
 Sequence matters (x-y may not
equal y-x)
x
y
z
Matrix Rotation




cossin
sincos
1
cossin0
sincos0
001














z
y
x













cossin0
sincos0
001
:rotationaxisx









 



cos0sin
010
sin0cos
:rotationaxisy












100
0cossin
0sincos
:


rotationaxisz
x
y
z
















coscoscossinsinsincossinsincossincos
cossincoscossinsinsinsincoscossinsin
sinsincoscoscos
:matrixrotationFinal
 w = cos(θ/2)
 v = sin(θ/2)û
 Where û is a unit/normalized
vector u (i, j, k)
 Quaternion can be represented
as:
q=cos(θ/2)+sin(θ/2)(xi+yj+zk)
or
q=cos(θ/2)+sin(θ/2) û
w
Parts of quaternion
Matrix rotation versus quaternion
rotation
Quaternion Rotation
Let’s do rotation!
x
y
z
Let’s do rotation!
x
y
z
b
a
c
Let’s do another one!
x
y
z
Quaternion?
v(x,y,z)
w Can create rotation
by using arbitrary
axis (v(x,y,z)) and
rotate the object by
w amount.
 Calculation is still done in
matrix form
 Given a quaternion:
q = w + xi+ yj + zk
 The matrix form of quaternion
q is:
w













2222
2222
2222
2222
2222
2222
zyxwyzwxwyxz
wxyzzyxwxywz
xzwywzxyzyxw
Matrix entries are taken all from
quaternion
Rotation of a Quaternion
Quaternion Rotation
 When it is a unit quaternion: w













222
22
22
2212222
2222122
2222221
yxyzwxwyxz
wxyzzxxywz
xzwywzxyzy
Quaternion matrix for unit quaternion: w=1
 Rotation of vector v is v’
 Where v is: v=ai+bj+ck
 By quaternion q=(w,u)
 Where w = 1
 Vector (axis): u = i + j + k
 Rotation angle: 120° = (2π)/3
radian (θ)
 Length of u =√3
 If we rotate a vector, the result
should be a vector.
2
1
3
)(
.
2
3
2
1
ˆ
2
3
2
1
ˆ60sin60cos
ˆ
3
sin
3
cos
ˆ
2
sin
2
cos
ˆ
2
sin
2
cos
3
2
3
2
kji
q
kji
q
uq
uq
uq
uq
uq












Our notation:
quaternion
Example of unit quaternion
 So to rotate v:
v’ = q v q*
 Where q* is conjugate of q:
2
)1(
*
kji
q


So now we can substitute q v q*
to matrix form of quaternion
Example of quaternion rotation
(cont’d)
Example (cont’d)
vqvq
vqvq
v
zyxwyzwxwyxz
wxyzzyxwxywz
xzwywzxyzyxw
qvq







































040
004
400
*
11112222
22111122
22221111
*
2222
2222
2222
*
2222
2222
2222
Quaternion matrix
jikki
ikjjk
kjiij
kji
qqkqjqiqqq





1222
03210


More Related Content

What's hot

Vector calculus
Vector calculusVector calculus
Vector calculusraghu ram
 
Mathematics and History of Complex Variables
Mathematics and History of Complex VariablesMathematics and History of Complex Variables
Mathematics and History of Complex Variables
Solo Hermelin
 
Continuity and differentiability
Continuity and differentiability Continuity and differentiability
Continuity and differentiability
Seyid Kadher
 
Complex number
Complex numberComplex number
Complex number
Anum Urooj
 
Derivatives and their Applications
Derivatives and their ApplicationsDerivatives and their Applications
Derivatives and their Applications
usmancp2611
 
derivatives math
derivatives mathderivatives math
derivatives math
AbdullahSaeed60
 
1st order differential equations
1st order differential equations1st order differential equations
1st order differential equations
Nisarg Amin
 
Tensor analysis
Tensor analysisTensor analysis
Tensor analysis
University of Education
 
Applications of Derivatives
Applications of DerivativesApplications of Derivatives
Applications of Derivatives
AmshalEjaz1
 
Integrals and its applications
Integrals  and  its applicationsIntegrals  and  its applications
Integrals and its applications
Poojith Chowdhary
 
Differential equations
Differential equationsDifferential equations
Differential equations
Muhammad Ali Bhalli Zada
 
Applications of linear algebra
Applications of linear algebraApplications of linear algebra
Applications of linear algebra
Prerak Trivedi
 
Calculus
CalculusCalculus
Calculus
Saira Kanwal
 
Linear Algebra PowerPoint
Linear Algebra PowerPointLinear Algebra PowerPoint
Linear Algebra PowerPointAshley Carter
 
Differential equations
Differential equationsDifferential equations
Differential equations
Seyid Kadher
 
Integral calculus
Integral calculusIntegral calculus
Integral calculus
Farzad Javidanrad
 
Linear Algebra and Matrix
Linear Algebra and MatrixLinear Algebra and Matrix
Linear Algebra and Matrixitutor
 
Complex analysis
Complex analysisComplex analysis
Complex analysis
sujathavvv
 
Partial differential equations
Partial differential equationsPartial differential equations
Partial differential equations
aman1894
 

What's hot (20)

Vector calculus
Vector calculusVector calculus
Vector calculus
 
Mathematics and History of Complex Variables
Mathematics and History of Complex VariablesMathematics and History of Complex Variables
Mathematics and History of Complex Variables
 
Continuity and differentiability
Continuity and differentiability Continuity and differentiability
Continuity and differentiability
 
Complex number
Complex numberComplex number
Complex number
 
Derivatives and their Applications
Derivatives and their ApplicationsDerivatives and their Applications
Derivatives and their Applications
 
derivatives math
derivatives mathderivatives math
derivatives math
 
1st order differential equations
1st order differential equations1st order differential equations
1st order differential equations
 
Tensor analysis
Tensor analysisTensor analysis
Tensor analysis
 
Applications of Derivatives
Applications of DerivativesApplications of Derivatives
Applications of Derivatives
 
Integrals and its applications
Integrals  and  its applicationsIntegrals  and  its applications
Integrals and its applications
 
Differential equations
Differential equationsDifferential equations
Differential equations
 
Applications of linear algebra
Applications of linear algebraApplications of linear algebra
Applications of linear algebra
 
Calculus
CalculusCalculus
Calculus
 
Linear Algebra PowerPoint
Linear Algebra PowerPointLinear Algebra PowerPoint
Linear Algebra PowerPoint
 
Differential equations
Differential equationsDifferential equations
Differential equations
 
Taylor’s series
Taylor’s   seriesTaylor’s   series
Taylor’s series
 
Integral calculus
Integral calculusIntegral calculus
Integral calculus
 
Linear Algebra and Matrix
Linear Algebra and MatrixLinear Algebra and Matrix
Linear Algebra and Matrix
 
Complex analysis
Complex analysisComplex analysis
Complex analysis
 
Partial differential equations
Partial differential equationsPartial differential equations
Partial differential equations
 

Similar to application of complex numbers

ARO309 - Astronautics and Spacecraft Design
ARO309 - Astronautics and Spacecraft DesignARO309 - Astronautics and Spacecraft Design
ARO309 - Astronautics and Spacecraft Design
antony829334
 
Trigonometry
TrigonometryTrigonometry
Trigonometry
Murali BL
 
Trigonometry and its basic rules and regulation
Trigonometry and its basic rules and regulationTrigonometry and its basic rules and regulation
Trigonometry and its basic rules and regulation
Kartikey Rohila
 
Unit 4 jwfiles
Unit 4 jwfilesUnit 4 jwfiles
Unit 4 jwfiles
Nv Thejaswini
 
The rotation matrix (DCM) and quaternion in Inertial Survey and Navigation Sy...
The rotation matrix (DCM) and quaternion in Inertial Survey and Navigation Sy...The rotation matrix (DCM) and quaternion in Inertial Survey and Navigation Sy...
The rotation matrix (DCM) and quaternion in Inertial Survey and Navigation Sy...
National Cheng Kung University
 
Kleppner solution partial
Kleppner solution   partialKleppner solution   partial
Kleppner solution partial
Kamran Khursheed
 
Transforms UNIt 2
Transforms UNIt 2 Transforms UNIt 2
Transforms UNIt 2
sandeep kumbhkar
 
Grovers Algorithm
Grovers Algorithm Grovers Algorithm
Grovers Algorithm
CaseyHaaland
 
1533 game mathematics
1533 game mathematics1533 game mathematics
1533 game mathematics
Dr Fereidoun Dejahang
 
Quaternion notations
Quaternion notationsQuaternion notations
Quaternion notations
Salvador M.
 
Causality in special relativity
Causality in special relativityCausality in special relativity
Causality in special relativity
Muhammad Ishaq
 
LORENTZ TRANSFORMATION Pooja chouhan
LORENTZ TRANSFORMATION Pooja chouhanLORENTZ TRANSFORMATION Pooja chouhan
LORENTZ TRANSFORMATION Pooja chouhan
Rai Saheb Bhanwar Singh College Nasrullaganj
 
Theoryofcomp science
Theoryofcomp scienceTheoryofcomp science
Theoryofcomp science
Raghu nath
 
A block-step version of KS regularization
A block-step version of KS regularizationA block-step version of KS regularization
A block-step version of KS regularization
Keigo Nitadori
 
Chapter 11_0 velocity, acceleration.pdf
Chapter 11_0 velocity, acceleration.pdfChapter 11_0 velocity, acceleration.pdf
Chapter 11_0 velocity, acceleration.pdf
MrsTMDNMedagedara
 
Relative superior mandelbrot sets and relative
Relative superior mandelbrot sets and relativeRelative superior mandelbrot sets and relative
Relative superior mandelbrot sets and relative
eSAT Publishing House
 

Similar to application of complex numbers (20)

Robotics: 3D Movements
Robotics: 3D MovementsRobotics: 3D Movements
Robotics: 3D Movements
 
ARO309 - Astronautics and Spacecraft Design
ARO309 - Astronautics and Spacecraft DesignARO309 - Astronautics and Spacecraft Design
ARO309 - Astronautics and Spacecraft Design
 
PhotonModel
PhotonModelPhotonModel
PhotonModel
 
Kalman_Filter_Report
Kalman_Filter_ReportKalman_Filter_Report
Kalman_Filter_Report
 
Trigonometry
TrigonometryTrigonometry
Trigonometry
 
Trigonometry and its basic rules and regulation
Trigonometry and its basic rules and regulationTrigonometry and its basic rules and regulation
Trigonometry and its basic rules and regulation
 
Unit 4 jwfiles
Unit 4 jwfilesUnit 4 jwfiles
Unit 4 jwfiles
 
The rotation matrix (DCM) and quaternion in Inertial Survey and Navigation Sy...
The rotation matrix (DCM) and quaternion in Inertial Survey and Navigation Sy...The rotation matrix (DCM) and quaternion in Inertial Survey and Navigation Sy...
The rotation matrix (DCM) and quaternion in Inertial Survey and Navigation Sy...
 
Kleppner solution partial
Kleppner solution   partialKleppner solution   partial
Kleppner solution partial
 
Transforms UNIt 2
Transforms UNIt 2 Transforms UNIt 2
Transforms UNIt 2
 
Grovers Algorithm
Grovers Algorithm Grovers Algorithm
Grovers Algorithm
 
1533 game mathematics
1533 game mathematics1533 game mathematics
1533 game mathematics
 
Quaternion notations
Quaternion notationsQuaternion notations
Quaternion notations
 
algorithm Unit 4
algorithm Unit 4 algorithm Unit 4
algorithm Unit 4
 
Causality in special relativity
Causality in special relativityCausality in special relativity
Causality in special relativity
 
LORENTZ TRANSFORMATION Pooja chouhan
LORENTZ TRANSFORMATION Pooja chouhanLORENTZ TRANSFORMATION Pooja chouhan
LORENTZ TRANSFORMATION Pooja chouhan
 
Theoryofcomp science
Theoryofcomp scienceTheoryofcomp science
Theoryofcomp science
 
A block-step version of KS regularization
A block-step version of KS regularizationA block-step version of KS regularization
A block-step version of KS regularization
 
Chapter 11_0 velocity, acceleration.pdf
Chapter 11_0 velocity, acceleration.pdfChapter 11_0 velocity, acceleration.pdf
Chapter 11_0 velocity, acceleration.pdf
 
Relative superior mandelbrot sets and relative
Relative superior mandelbrot sets and relativeRelative superior mandelbrot sets and relative
Relative superior mandelbrot sets and relative
 

Recently uploaded

Gen AI Study Jams _ For the GDSC Leads in India.pdf
Gen AI Study Jams _ For the GDSC Leads in India.pdfGen AI Study Jams _ For the GDSC Leads in India.pdf
Gen AI Study Jams _ For the GDSC Leads in India.pdf
gdsczhcet
 
Railway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdfRailway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdf
TeeVichai
 
H.Seo, ICLR 2024, MLILAB, KAIST AI.pdf
H.Seo,  ICLR 2024, MLILAB,  KAIST AI.pdfH.Seo,  ICLR 2024, MLILAB,  KAIST AI.pdf
H.Seo, ICLR 2024, MLILAB, KAIST AI.pdf
MLILAB
 
CME397 Surface Engineering- Professional Elective
CME397 Surface Engineering- Professional ElectiveCME397 Surface Engineering- Professional Elective
CME397 Surface Engineering- Professional Elective
karthi keyan
 
ASME IX(9) 2007 Full Version .pdf
ASME IX(9)  2007 Full Version       .pdfASME IX(9)  2007 Full Version       .pdf
ASME IX(9) 2007 Full Version .pdf
AhmedHussein950959
 
Courier management system project report.pdf
Courier management system project report.pdfCourier management system project report.pdf
Courier management system project report.pdf
Kamal Acharya
 
power quality voltage fluctuation UNIT - I.pptx
power quality voltage fluctuation UNIT - I.pptxpower quality voltage fluctuation UNIT - I.pptx
power quality voltage fluctuation UNIT - I.pptx
ViniHema
 
ethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.pptethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.ppt
Jayaprasanna4
 
Water Industry Process Automation and Control Monthly - May 2024.pdf
Water Industry Process Automation and Control Monthly - May 2024.pdfWater Industry Process Automation and Control Monthly - May 2024.pdf
Water Industry Process Automation and Control Monthly - May 2024.pdf
Water Industry Process Automation & Control
 
Vaccine management system project report documentation..pdf
Vaccine management system project report documentation..pdfVaccine management system project report documentation..pdf
Vaccine management system project report documentation..pdf
Kamal Acharya
 
The role of big data in decision making.
The role of big data in decision making.The role of big data in decision making.
The role of big data in decision making.
ankuprajapati0525
 
Cosmetic shop management system project report.pdf
Cosmetic shop management system project report.pdfCosmetic shop management system project report.pdf
Cosmetic shop management system project report.pdf
Kamal Acharya
 
Event Management System Vb Net Project Report.pdf
Event Management System Vb Net  Project Report.pdfEvent Management System Vb Net  Project Report.pdf
Event Management System Vb Net Project Report.pdf
Kamal Acharya
 
Final project report on grocery store management system..pdf
Final project report on grocery store management system..pdfFinal project report on grocery store management system..pdf
Final project report on grocery store management system..pdf
Kamal Acharya
 
Nuclear Power Economics and Structuring 2024
Nuclear Power Economics and Structuring 2024Nuclear Power Economics and Structuring 2024
Nuclear Power Economics and Structuring 2024
Massimo Talia
 
MCQ Soil mechanics questions (Soil shear strength).pdf
MCQ Soil mechanics questions (Soil shear strength).pdfMCQ Soil mechanics questions (Soil shear strength).pdf
MCQ Soil mechanics questions (Soil shear strength).pdf
Osamah Alsalih
 
Student information management system project report ii.pdf
Student information management system project report ii.pdfStudent information management system project report ii.pdf
Student information management system project report ii.pdf
Kamal Acharya
 
Automobile Management System Project Report.pdf
Automobile Management System Project Report.pdfAutomobile Management System Project Report.pdf
Automobile Management System Project Report.pdf
Kamal Acharya
 
DESIGN A COTTON SEED SEPARATION MACHINE.docx
DESIGN A COTTON SEED SEPARATION MACHINE.docxDESIGN A COTTON SEED SEPARATION MACHINE.docx
DESIGN A COTTON SEED SEPARATION MACHINE.docx
FluxPrime1
 
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxCFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
R&R Consult
 

Recently uploaded (20)

Gen AI Study Jams _ For the GDSC Leads in India.pdf
Gen AI Study Jams _ For the GDSC Leads in India.pdfGen AI Study Jams _ For the GDSC Leads in India.pdf
Gen AI Study Jams _ For the GDSC Leads in India.pdf
 
Railway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdfRailway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdf
 
H.Seo, ICLR 2024, MLILAB, KAIST AI.pdf
H.Seo,  ICLR 2024, MLILAB,  KAIST AI.pdfH.Seo,  ICLR 2024, MLILAB,  KAIST AI.pdf
H.Seo, ICLR 2024, MLILAB, KAIST AI.pdf
 
CME397 Surface Engineering- Professional Elective
CME397 Surface Engineering- Professional ElectiveCME397 Surface Engineering- Professional Elective
CME397 Surface Engineering- Professional Elective
 
ASME IX(9) 2007 Full Version .pdf
ASME IX(9)  2007 Full Version       .pdfASME IX(9)  2007 Full Version       .pdf
ASME IX(9) 2007 Full Version .pdf
 
Courier management system project report.pdf
Courier management system project report.pdfCourier management system project report.pdf
Courier management system project report.pdf
 
power quality voltage fluctuation UNIT - I.pptx
power quality voltage fluctuation UNIT - I.pptxpower quality voltage fluctuation UNIT - I.pptx
power quality voltage fluctuation UNIT - I.pptx
 
ethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.pptethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.ppt
 
Water Industry Process Automation and Control Monthly - May 2024.pdf
Water Industry Process Automation and Control Monthly - May 2024.pdfWater Industry Process Automation and Control Monthly - May 2024.pdf
Water Industry Process Automation and Control Monthly - May 2024.pdf
 
Vaccine management system project report documentation..pdf
Vaccine management system project report documentation..pdfVaccine management system project report documentation..pdf
Vaccine management system project report documentation..pdf
 
The role of big data in decision making.
The role of big data in decision making.The role of big data in decision making.
The role of big data in decision making.
 
Cosmetic shop management system project report.pdf
Cosmetic shop management system project report.pdfCosmetic shop management system project report.pdf
Cosmetic shop management system project report.pdf
 
Event Management System Vb Net Project Report.pdf
Event Management System Vb Net  Project Report.pdfEvent Management System Vb Net  Project Report.pdf
Event Management System Vb Net Project Report.pdf
 
Final project report on grocery store management system..pdf
Final project report on grocery store management system..pdfFinal project report on grocery store management system..pdf
Final project report on grocery store management system..pdf
 
Nuclear Power Economics and Structuring 2024
Nuclear Power Economics and Structuring 2024Nuclear Power Economics and Structuring 2024
Nuclear Power Economics and Structuring 2024
 
MCQ Soil mechanics questions (Soil shear strength).pdf
MCQ Soil mechanics questions (Soil shear strength).pdfMCQ Soil mechanics questions (Soil shear strength).pdf
MCQ Soil mechanics questions (Soil shear strength).pdf
 
Student information management system project report ii.pdf
Student information management system project report ii.pdfStudent information management system project report ii.pdf
Student information management system project report ii.pdf
 
Automobile Management System Project Report.pdf
Automobile Management System Project Report.pdfAutomobile Management System Project Report.pdf
Automobile Management System Project Report.pdf
 
DESIGN A COTTON SEED SEPARATION MACHINE.docx
DESIGN A COTTON SEED SEPARATION MACHINE.docxDESIGN A COTTON SEED SEPARATION MACHINE.docx
DESIGN A COTTON SEED SEPARATION MACHINE.docx
 
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxCFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
 

application of complex numbers