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Mathematics II (MATH2011A) - ALGEBRA_Chapter_4 (Notes + Fully worked out examples)

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This document clearly describes, with detailed notes and examples, how to evaluate/solve the following: ~ Dot products and Orthonormal Bases ~ Unitary and Hermitian Matrices ~ Fourier series as taught by the University of the Witwatersrand. As a student, I am always searching for a great set of notes that I can rely on to ensure that I can achieve the best of my abilities. With this colour coded document, a second year can utilise their time more efficiently to practice more, instead of wasting their time to make their own written notes, ensuring their success in this course! Work smart and not hard with your major workload!

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CHAPTER 4 : ORTHONOMALITY :


DOT PRODUCTS AND ORTHONORMAL BASES :




0
DEALT WITH VECTORS IN ☐2h 0 VECTOR WITH N COMPONENTS AND THEIR

COMPONENTS ARE REAL NUMBERS .




TO FIND THE DOT PRODUCT
IN 12h : : MULTIPLY RESPECTIVE COMPONENTS
GIVEN TWO VECTORS AND ADD THE PRODUCTS




0 HOW DO WE PERFORM THE DOT PRODUCT IF GIVEN VECTORS WITH COMPONENTS

IN THE SET OF COMPLEX NUMBERS ?

" ^
% EXTEND THE DOT PRODUCT FROM VECTORS IN DZ TO VECTORS ②
.




DEFINITION : THERE ARE TWO VECTORS A AND b
• "
¥wo•÷÷i¥: Let (a b ( b , ; bz ; bn)
a
; Az ; ; an ;
= =
, . . . .
; . . .




h COMPONENTS OF EACH VECTOR
A b E ② (
0


WHERE
j ARE COMPLEX NUMBERS



THEN THE DOT PRODUCT OF VECTORS A AND b IS DENOTED
BY THE USUAL NOTATION A • b AND DEFINED BY :




J¥¥Ñ"
IN SUMMATION




v
V V L
TO COMPUTE DOT
CONJUGATION
PRODUCT
BETW . 2 VECTORS THAT INTRODUCE
LIE ☒ CONJUGATE N
!
IN


• i.

THE COMPONENTS IN THE SECOND SINCE
VECTOR !




EXAMPLE : LET VECTOR a =
(1; i ;3 j b = ( i ;it1 ; 1
COMPUTE THE DOT PRODUCT .




i. aob =
( I ;i ; 3) ( i ;i+1;1 •

* WHEN CONJUGATING A complex

= (1) ( j ) + ( i)( it 1) + (3) (1) NUMBER
OF THE
JUST CHANGE
IMAGINARY PART !
THE SIGN



=
(1) C-i) till i ) + -
3
= i ti- IZ + 3 - i2= -1

= 4
,


NB : IF A ; b E ☐2h :O EACH COMPONENT OF VECTORS 9 and b ARE REAL
DEFINITION DOT PRODUCT
con "
"YÉ☐n NUMBERS OF
'


. .
. .
REDUCES TO THE USUAL ONE KNOW .




h

.
'


.
a •
b = aibi BUT since bi =
bi
i=1
n
= aibi
i=1
D

, IF
°
NOTE : TAKE DOT PRODUCT OF VECTOR A BY ITSELF :

n

ao a =
aiai
[ =L COMPLEX NUMBER
MULTIPLIED BY ITS
D- CONJUGATE


2
BUT KNOW FROM COMPLEX NUMBERS : 2 =
Z
n
2
÷ a o a =
, ai
i=1
I.
COMPONENT OF
A VECTOR !

% CAN NOW DEFINE THE
LENGTHOF THE VECTOR
!

^
DEFINITION : THE LENGTH OF A VECTOR A WHERE A E ② IS
GIVEN BY
• + VE SQUARE ROOT
OF DOT PRODUCT




=
a aoaa


EXAMPLE : VECTOR a = (i; it 1 ; -1
FIND THE LENGTH OF VECTOR A .




1 A / =
A- •
a ( BY DEFINITION



( i ;i+1 ; 1) ( i ;i+1 ; -1) SHORTCUT :
2 a. a

= -




n 2
( i)( T) + (it 1) ( its )t C- 1)C- a. a =
=
ai
i=1
= it ( it 1) ( 1- i) + 1
-




n =3 :
=
It i i 2+1 i +1 -
-




=
4
=
il 't it , 2+112
, ANY COMPLEX
NUMBER CAN BE
WRITTEN IN THIS FORM
:
ÉÉEAÉNEN
2
SQUARED !

tiy A MODULUS :
(Re)2t(Im)Z
LENGTH OF
g. -12 xzty !
: a 1 (2) Zt I
=
=
z a = 4 = +
p
=
4
,




NB PROPERTY SUPPOSE A MEANS THAT IT 'S
'
: : = 0 . .
LENGTH IS ZERO .




IF GIVEN VECTOR SUCH THAT ITS LENGTH IS ZERO THEN SURELY THE
,
VECTOR IS ZERO :

LENGTH :


To A = 0 IF AND ONLY IF THE VECTOR ITSELF A = 0 .




( WORKS BOTH WAYS !)

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February 14, 2022
Number of pages
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Written in
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