LQHDU(TXDWLRQVLQ /LQHDU$OJHEUDgustafso/s2016/2270/pdf/chapter1.pdf · 2 c x 3 d 0 2x 2" 8x 3 d 8...

91
/LQHDU (TXDWLRQV LQ /LQHDU $OJHEUD /LQHDU 0RGHOV LQ (FRQRPLFV DQG (QJLQHHULQJ ,W ZDV ODWH VXPPHU LQ +DUYDUG 3URIHVVRU :DVVLO\ /HRQWLHI ZDV FDUHIXOO\ IHHGLQJ WKH ODVW RI KLV SXQFKHG FDUGV LQWR WKH XQLYHUVLW\·V 0DUN ,, FRPSXWHU 7KH FDUGV FRQWDLQHG LQIRUPDWLRQ DERXW WKH 86 HFRQRP\ DQG UHSUHVHQWHG D VXPPDU\ RI PRUH WKDQ SLHFHV RI LQIRUPDWLRQ SURGXFHG E\ WKH 86 %XUHDX RI /DERU 6WDWLVWLFV DIWHU WZR \HDUV RI LQWHQVLYH ZRUN /HRQWLHI KDG GLYLGHG WKH 86 HFRQRP\ LQWR ´VHFWRUVµ VXFK DV WKH FRDO LQGXVWU\ WKH DXWRPRWLYH LQGXVWU\ FRPPXQLFDWLRQV DQG VR RQ )RU HDFK VHFWRU KH KDG ZULWWHQ D OLQHDU HTXDWLRQ WKDW GHVFULEHG KRZ WKH VHFWRU GLVWULEXWHG LWV RXWSXW WR WKH RWKHU VHFWRUV RI WKH HFRQRP\ %HFDXVH WKH 0DUN ,, RQH RI WKH ODUJHVW FRPSXWHUV RI LWV GD\ FRXOG QRW KDQGOH WKH UHVXOWLQJ V\VWHP RI HTXDWLRQV LQ XQNQRZQV /HRQWLHI KDG GLVWLOOHG WKH SUREOHP LQWR D V\VWHP RI HTXDWLRQV LQ XQNQRZQV 3URJUDPPLQJ WKH 0DUN ,, FRPSXWHU IRU /HRQWLHI·V HTXDWLRQV KDG UHTXLUHG VHYHUDO PRQWKV RI HIIRUW DQG KH ZDV DQ[LRXV WR VHH KRZ ORQJ WKH FRPSXWHU ZRXOG WDNH WR VROYH WKH SUREOHP 7KH 0DUN ,, KXPPHG DQG EOLQNHG IRU KRXUV EHIRUH ÀQDOO\ SURGXFLQJ D VROXWLRQ :H ZLOO GLVFXVV WKH QDWXUH RI WKLV VROXWLRQ LQ 6HFWLRQV DQG /HRQWLHI ZKR ZDV DZDUGHG WKH 1REHO 3UL]H LQ (FRQRPLF 6FLHQFH RSHQHG WKH GRRU WR D QHZ HUD LQ PDWKHPDWLFDO PRGHOLQJ LQ HFRQRPLFV +LV HIIRUWV DW +DUYDUG LQ PDUNHG RQH RI WKH ÀUVW VLJQLÀFDQW XVHV RI FRPSXWHUV WR DQDO\]H ZKDW ZDV WKHQ D ODUJH VFDOH PDWKHPDWLFDO PRGHO 6LQFH WKDW WLPH UHVHDUFKHUV LQ PDQ\ RWKHU À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ÀF DQG EXVLQHVV ÀHOGV WKDQ DQ\ RWKHU XQGHUJUDGXDWH PDWKHPDWLFV VXEMHFW 7KH PDWHULDO LQ WKLV WH[W SURYLGHV WKH IRXQGDWLRQ IRU IXUWKHU ZRUN LQ PDQ\ LQWHUHVWLQJ DUHDV +HUH DUH D IHZ SRVVLELOLWLHV RWKHUV ZLOO EH GHVFULEHG ODWHU 2LO H[SORUDWLRQ :KHQ D VKLS VHDUFKHV IRU RIIVKRUH RLO GHSRVLWV LWV FRPSXWHUV VROYH WKRXVDQGV RI VHSDUDWH V\VWHPV RI OLQHDU HTXDWLRQV HYHU\ GD\

Transcript of LQHDU(TXDWLRQVLQ /LQHDU$OJHEUDgustafso/s2016/2270/pdf/chapter1.pdf · 2 c x 3 d 0 2x 2" 8x 3 d 8...

!

!!

WEB

x1; : : : ; xn

a1x1 C a2x2 C ! ! ! C anxn D b

b a1; : : : ; an

nn n

4x1 " 5x2 C 2 D x1 x2 D 2!p

6 " x1

"C x3

3x1 " 5x2 D "2 2x1 C x2 " x3 D 2p

6

4x1 " 5x2 D x1x2 x2 D 2p

x1 " 6

x1x2p

x1

x1; : : : ; xn

2x1 " x2 C 1:5x3 D 8

x1 " 4x3 D "7

.s1; s2; : : : ; sn/s1; : : : ; sn x1; : : : ; xn

.5; 6:5; 3/x1; x2; x3 8 D 8 "7 D "7

x1 " 2x2 D "1

"x1 C 3x2 D 3

`1 `2

.x1; x2/ .x1; x2/`1 `2 .3; 2/

2

3

x2

x1

!1

!2

x1 " 2x2 D "1

"x1 C 2x2 D 3

x1 " 2x2 D "1

"x1 C 2x2 D 1

!1!2

2

3

x2

x1

(a)

!1

2

3

x2

x1

(b)

x1 " 2x2 C x3 D 0

2x2 " 8x3 D 8

5x1 " 5x3 D 10

2

41 "2 10 2 "85 0 "5

3

5

2

41 "2 1 00 2 "8 85 0 "5 10

3

5

0 ! x1 C 2x2 " 8x3 D 8

3 # 4 mn m ! n m

n

x1

x1 x2

x2

x1 " 2x2 C x3 D 0

2x2 " 8x3 D 8

5x1 " 5x3 D 10

2

41 "2 1 00 2 "8 85 0 "5 10

3

5

x1 "5

"5 ! Π1!

C Π3!

Π3!

"5x1 C 10x2 " 5x3 D 0

5x1 " 5x3 D 10

10x2 " 10x3 D 10

x1 " 2x2 C x3 D 0

2x2 " 8x3 D 8

10x2 " 10x3 D 10

2

41 "2 1 00 2 "8 80 10 "10 10

3

5

12

x2

x1 " 2x2 C x3 D 0

x2 " 4x3 D 4

10x2 " 10x3 D 10

2

41 "2 1 00 1 "4 40 10 "10 10

3

5

x2 10x2

"10 ! Π2!

C Π3!

Π3!

"10x2 C 40x3 D "40

10x2 " 10x3 D 10

30x3 D "30

x1 " 2x2 C x3 D 0

x2 " 4x3 D 4

30x3 D "30

2

41 "2 1 00 1 "4 40 0 30 "30

3

5

130

x3

x1 " 2x2 C x3 D 0

x2 " 4x3 D 4

x3 D "1

2

41 "2 1 00 1 "4 40 0 1 "1

3

5

x1 " 2x2 C x3 D 0

x2 " 4x3 D 4

x3 D "1

2

41 "2 1 00 1 "4 40 0 1 "1

3

5

"2x2

x3 "4x3 Cx3

4 ! Π3!

C Π2!

Π2!

4x3 D "4

x2 " 4x3 D 4

x2 D 0

"1 ! Π3!

C Π1!

Π1!

" x3 D 1

x1 " 2x2 C x3 D 0

x1 " 2x2 D 1

x1 " 2x2 D 1

x2 D 0

x3 D "1

2

41 "2 0 10 1 0 00 0 1 "1

3

5

x3 x2

"2x2

x3 x3

x1 D 1

x2 D 0

x3 D "1

2

41 0 0 10 1 0 00 0 1 "1

3

5

x2

x3

(1, 0, !1)

x1

.1; 0; "1/

.1; 0; "1/.1; 0; "1/

1.1/ " 2.0/ C 1."1/ D 1 " 0 " 1 D 0

2.0/ " 8."1/ D 0 C 8 D 8

5.1/ " 5."1/ D 5 C 5 D 10

.1; 0; "1/

c 1=c

c"c

x1 " 2x2 C x3 D 0

2x2 " 8x3 D 8

5x1 " 5x3 D 10

x1 " 2x2 C x3 D 0

x2 " 4x3 D 4

x3 D "1

2

41 "2 1 00 1 "4 40 0 1 "1

3

5

x3 x3

x2 x1

x2 x3

x1

x2 " 4x3 D 8

2x1 " 3x2 C 2x3 D 1

4x1 " 8x2 C 12x3 D 1

2

40 1 "4 82 "3 2 14 "8 12 1

3

5

x1

2

42 "3 2 10 1 "4 84 "8 12 1

3

5

4x1 "2

2

42 "3 2 10 1 "4 80 "2 8 "1

3

5

x2 "2x2

2

2

42 "3 2 10 1 "4 80 0 0 15

3

5

2x1 " 3x2 C 2x3 D 1

x2 " 4x3 D 8

0 D 15

0 D 15 0x1 C 0x2 C 0x3 D 15x1; x2; x3

0 D 15

x2x1

x3

˙:d1 ! ! ! dp # 10r r p

1=3

x1 C 4x2 " 2x3 C 8x4 D 12

x2 " 7x3 C 2x4 D "4

5x3 " x4 D 7

x3 C 3x4 D "5

x1 " 3x2 C 5x3 " 2x4 D 0

x2 C 8x3 D "4

2x3 D 3

x4 D 1

2

41 5 2 "60 4 "7 20 0 5 0

3

5

.3; 4; "2/

5x1 " x2 C 2x3 D 7

"2x1 C 6x2 C 9x3 D 0

"7x1 C 5x2 " 3x3 D "7

h k

2x1 " x2 D h

"6x1 C 3x2 D k

x1 C 5x2 D 7

"2x1 " 7x2 D "5

2x1 C 4x2 D "4

5x1 C 7x2 D 11

.x1; x2/ x1 C 5x2 D 7x1 " 2x2 D "2

x2

x1

x1 + 5x2 = 7x1 – 2x2 = –2

x1 " 5x2 D 13x1 " 7x2 D 5

2

664

1 "4 5 0 70 1 "3 0 60 0 1 0 20 0 0 1 "5

3

775

2

664

1 "6 4 0 "10 2 "7 0 40 0 1 2 "30 0 3 1 6

3

775

2

664

1 7 3 "40 1 "1 30 0 0 10 0 1 "2

3

775

2

41 "4 9 00 1 7 00 0 2 0

3

5

2

664

1 "1 0 0 "40 1 "3 0 "70 0 1 "3 "10 0 0 2 4

3

775

2

664

1 "2 0 3 "20 1 0 "4 70 0 1 0 60 0 0 1 "3

3

775

x2 C 4x3 D "5

x1 C 3x2 C 5x3 D "2

3x1 C 7x2 C 7x3 D 6

x1 " 3x2 C 4x3 D "4

3x1 " 7x2 C 7x3 D "8

"4x1 C 6x2 " x3 D 7

x1 " 3x3 D 8

2x1 C 2x2 C 9x3 D 7

x2 C 5x3 D "2

x1 " 3x2 D 5

"x1 C x2 C 5x3 D 2

x2 C x3 D 0

x1 C 3x3 D 2

x2 " 3x4 D 3

" 2x2 C 3x3 C 2x4 D 1

3x1 C 7x4 D "5

x1 " 2x4 D "3

2x2 C 2x3 D 0

x3 C 3x4 D 1

"2x1 C 3x2 C 2x3 C x4 D 5

x1 " 4x2 D 1 2x1 " x2 D "3"x1 " 3x2 D 4

x1 C 2x2 C x3 D 4 x2 " x3 D 1x1 C 3x2 D 0

h

#1 h 43 6 8

$ #1 h "3

"2 4 6

$

#1 3 "2

"4 h 8

$ #2 "3 h

"6 9 5

$

5 # 6

x1; : : : ; xn .s1; : : : ; sn/

s1; : : : ; sn x1; : : : ; xn

g h k

2

41 "4 7 g0 3 "5 h

"2 5 "9 k

3

5

x1 D "2 x2 D 1 x3 D 0

f g c d

x1 C 3x2 D f

cx1 C dx2 D g

a b c d a

f g a b c d

ax1 C bx2 D f

cx1 C dx2 D g

2

40 "2 51 4 "73 "1 6

3

5 ;

2

41 4 "70 "2 53 "1 6

3

5

2

41 3 "40 "2 60 "5 9

3

5 ;

2

41 3 "40 1 "30 "5 9

3

5

2

41 "2 1 00 5 "2 84 "1 3 "6

3

5 ;

2

41 "2 1 00 5 "2 80 7 "1 "6

3

5

2

41 2 "5 00 1 "3 "20 "3 9 5

3

5 ;

2

41 2 "5 00 1 "3 "20 0 0 "1

3

5

T1; : : : ; T4

T1 D .10 C 20 C T2 C T4/=4; 4T1 " T2 " T4 D 30

10°

10°

40°

40°

20° 20°

30° 30°

1 2

4 3

T1; : : : ; T4

2

1=5"1=5 x2

4x2

x3 x4

x4

x4 x4

1=2 x3

x1 C 5x2 C 2x3 D "6

4x2 " 7x3 D 2

5x3 D 0

x3 D 0 x3

x3

x2 x1

x1 D 3 x2 D 4x3 D "2

5.3/ " .4/ C 2."2/ D 15 " 4 " 4 D 7

"2.3/ C 6.4/ C 9."2/ D "6 C 24 " 18 D 0

"7.3/ C 5.4/ " 3."2/ D "21 C 20 C 6 D 5

.3; 4; "2/

x3

x2

x1

(3, 4, !2)

.3; 4; "2/

.3; 4; "2/

2x1 " x2 D h

0 D k C 3h

k C 3hh k k C 3h D 0

2

42 "3 2 10 1 "4 80 0 0 5=2

3

5

2

41 0 0 290 1 0 160 0 1 3

3

5

$2

664

$ $ $0 $ $0 0 0 00 0 0 0

3

775;

2

66664

0 $ $ $ $ $ $ $ $0 0 0 $ $ $ $ $ $0 0 0 0 $ $ $ $ $0 0 0 0 0 $ $ $ $0 0 0 0 0 0 0 0 $

3

77775

2

664

1 0 $ $0 1 $ $0 0 0 00 0 0 0

3

775;

2

66664

0 1 $ 0 0 0 $ $ 0 $0 0 0 1 0 0 $ $ 0 $0 0 0 0 1 0 $ $ 0 $0 0 0 0 0 1 $ $ 0 $0 0 0 0 0 0 0 0 1 $

3

77775

A U UA U U

A

A AA A

AA

A D

2

664

0 "3 "6 4 9"1 "2 "1 3 1"2 "3 0 3 "1

1 4 5 "9 "7

3

775

2

664

1 ! 4 5 "9 "7"1 "2 "1 3 1"2 "3 0 3 "1

0

"

"3 "6 4 9

3

775

2

664

1 4 5 "9 "70 2 ! 4 "6 "60 5 10 "15 "150 "3

"

"6 4 9

3

775

"5=2 3=22

664

1 4 5 "9 "70 2 4 "6 "60 0 0 0 00 0 0 "5 0

3

775

2

664

1 4 5 "9 "70 2 4 "6 "60 0 0 "5! 00

" " "

0 0 0 0

3

775

2

664

$ $ $ $0 $ $ $0 0 0 $0 0 0 0 0

3

775

A

A D

2

664

0!!

!

"3 "6 4 9"1 "2 "1 3 1"2 "3 0 3 "1

1

" " "

4 5 "9 "7

3

775

"5 A

2

40 3 "6 6 4 "53 "7 8 "5 8 93 "9 12 "9 6 15

3

5

2

40 3 "6 6 4 "53 "7 8 "5 8 93

""9 12 "9 6 15

3

5

2

43!"9 12 "9 6 153 "7 8 "5 8 90 3 "6 6 4 "5

3

5

"1

2

43!"9 12 "9 6 150 2 "4 4 2 "60 3 "6 6 4 "5

3

5

2

43 "9 12 "9 6 150 2 !"4 4 2 "60 3

""6 6 4 "5

3

5

"3=2

2

43 "9 12 "9 6 150 2 "4 4 2 "60 0 0 0 1 4

3

5

2

43 "9 12 "9 6 150 2 "4 4 2 "60 0 0 0 1 ! 4

3

5

2

43 "9 12 "9 0 "90 2 "4 4 0 "140 0 0 0 1 4

3

5! C ."6/ !! C ."2/ !

2

43 "9 12 "9 0 "90 1 "2 2 0 "70 0 0 0 1 4

3

5 ! 12

2

43 0 "6 9 0 "720 1 "2 2 0 "70 0 0 0 1 4

3

5! C .9/ !

2

41 0 "2 3 0 "240 1 "2 2 0 "70 0 0 0 1 4

3

5! 1

3

2

41 0 "5 10 1 1 40 0 0 0

3

5

x1 " 5x3 D 1

x2 C x3 D 4

0 D 0

x1 x2

x3

x1

x28<̂

x1 D 1 C 5x3

x2 D 4 " x3

x3

x3 x3

x1 x2

x3 D 0 .1; 4; 0/ x3 D 1 .6; 3; 1/x3

x3

2

41 6 2 "5 "2 "40 0 2 "8 "1 30 0 0 0 1 7

3

5

%2

41 6 2 "5 "2 "40 0 2 "8 "1 30 0 0 0 1 7

3

5 %

2

41 6 2 "5 0 100 0 2 "8 0 100 0 0 0 1 7

3

5

%

2

41 6 2 "5 0 100 0 1 "4 0 50 0 0 0 1 7

3

5 %

2

41 6 0 3 0 00 0 1 "4 0 50 0 0 0 1 7

3

5

x1 C 6x2 C 3x4 D 0

x3 " 4x4 D 5

x5 D 7

x1 x3 x5

x2 x4

8ˆ̂̂ˆ̂̂<

ˆ̂̂ˆ̂̂:

x1 D "6x2 " 3x4

x2

x3 D 5 C 4x4

x4

x5 D 7

x5

x1 C 5x2 D 21

x2 C x3 D 4

x2 x1 x3 x2

x1 " 7x2 C 2x3 " 5x4 C 8x5 D 10

x2 " 3x3 C 3x4 C x5 D "5

x4 " x5 D 4

x4

x5 x4 x2

x2 x4 x1

C; "; $; =n # .n C 1/

2n3=3 C n2=2 " 7n=62n3=3 n n & 30/

n2

3x2 " 6x3 C 6x4 C 4x5 D "5

3x1 " 7x2 C 8x3 " 5x4 C 8x5 D 9

3x1 " 9x2 C 12x3 " 9x4 C 6x5 D 15

2

43 "9 12 "9 6 150 2 "4 4 2 "60 0 0 0 1 4

3

5

x1 x2 x5 x3 x4

0 D 1

x3 x4

0 D bb

Π0 ! ! ! 0 b ! b

#1 "3 "5 00 1 "1 "1

$

x1 " 2x2 " x3 C 3x4 D 0

"2x1 C 4x2 C 5x3 " 5x4 D 3

3x1 " 6x2 " 6x3 C 8x4 D 2

4 # 7

2

41 0 0 00 1 0 00 0 1 1

3

5

2

41 0 1 00 1 1 00 0 0 1

3

5

2

664

1 0 0 00 1 1 00 0 0 00 0 0 1

3

775

2

664

1 1 0 1 10 2 0 2 20 0 0 3 30 0 0 0 4

3

775

2

41 1 0 10 0 1 10 0 0 0

3

5

2

41 1 0 00 1 1 00 0 1 1

3

5

2

664

1 0 0 01 1 0 00 1 1 00 0 1 1

3

775

2

664

0 1 1 1 10 0 2 2 20 0 0 0 30 0 0 0 0

3

775

2

41 2 3 44 5 6 76 7 8 9

3

5

2

41 3 5 73 5 7 95 7 9 1

3

5

2 # 2$

3 # 2

#1 3 4 73 9 7 6

$ #1 4 0 72 7 0 10

$

#0 1 "6 51 "2 7 "6

$ #1 "2 "1 33 "6 "2 2

$

2

43 "4 2 0

"9 12 "6 0"6 8 "4 0

3

5

2

41 "7 0 6 50 0 1 "2 "3

"1 7 "4 2 7

3

5

2

664

1 "3 0 "1 0 "20 1 0 0 "4 10 0 0 1 9 40 0 0 0 0 0

3

775

2

664

1 2 "5 "6 0 "50 1 "6 "3 0 20 0 0 0 1 00 0 0 0 0 0

3

775

2

4$ $ $

0 $ $0 0 0

3

5

2

40 $ $ $0 0 $ $0 0 0 0

3

5

2

4$ $

0 $0 0 0

3

5

2

4$ $ $ $

0 0 $ $0 0 0 $

3

5

h

#2 3 h4 6 7

$ #1 "3 "25 h "7

$

h k

x1 C hx2 D 2

4x1 C 8x2 D k

x1 C 3x2 D 2

3x1 C hx2 D k

Π0 0 0 5 0 !

3 # 5

3 # 5

4

n # .n C 1/

n D 30 n D 300

WEB

p.t/ D a0 C a1t C a2t2

.1; 12/ .2; 15/ .3; 16/ a0 a1

a2

a0 C a1.1/ C a2.1/2 D 12

a0 C a1.2/ C a2.2/2 D 15

a0 C a1.3/ C a2.3/2 D 16

p.t/ D a0 C a1t C a2t2 C a3t

3 C a4t4

C a5t5

5

5

x3

x1x2

#1 0 "8 "30 1 "1 "1

$x1 " 8x3 D "3

x2 " x3 D "1

x1 x2

8<̂

x1 D "3 C 8x3

x2 D "1 C x3

x3

8<̂

x1 D "3 C 8x3

x2 D "1 C x3

x3 D 1 C x2

x2 x3

2

41 "2 "1 3 0

"2 4 5 "5 33 "6 "6 8 2

3

5 %

2

41 "2 "1 3 00 0 3 1 30 0 "3 "1 2

3

5

%

2

41 "2 "1 3 00 0 3 1 30 0 0 0 5

3

5

0 0 ! ! ! 0 b b

R2

D#

3"1

$; D

#:2:3

$; D

#w1

w2

$

w1 w2

R2 R

R2#

47

$ #74

$R2

R2 C

#1

"2

$C

#25

$D

#1 C 2

"2 C 5

$D

#33

$

c c cc

D#

3"1

$c D 5; c D 5

#3

"1

$D

#15"5

$

c c

D#

1"2

$D

#2

"5

$4 ."3/ 4 C ."3/

4 D#

4"8

$; ."3/ D

#"615

$

4 C ."3/ D#

4"8

$C

#"615

$D

#"2

7

$

#3

"1

$.3; "1/

.3; "1/ 1 # 2%

3 "1&

#3

"1

%3 "1

&

R2

.a; b/#ab

$R2

x2

x1

(2, 2)

(3, –1)(–2, –1)

x2

x1

(2, 2)

(3, –1)(–2, –1)

#3

"1

$

.0; 0/ .3; "1/

R2 C

v

u

x2

x1

u

v

u + v

0

D#

22

$D

#"6

1

$C D

#"4

3

$

x2

x1

u

v

u + v

2–6

3

.0; 0/

D#

3"1

$2 " 2

3

2 D#

6"2

$" 2

3D

#"2

2=3

$

2" 2

3c jcj

.0; 0/ .a; b/pa2 C b2

x2

x1

u

x2

x1

u

0u

2u

u

The set of all multiples of uTypical multiples of u

23

– –

R3

R3 3 # 1

2a

a

x2x1

x3

D

2

4234

3

5 2

Rn

n Rn

n n n # 1

D

2

6664

u1

u2

:::un

3

7775

Rn

Rn R2

Rn

; ; Rn c d

C D C c. C / D c C c

. C / C D C . C / .c C d/ D c C d

C D C D c.d / D .cd/

C ." / D " C D 1 D" ."1/

C ."1/ "" "

x1

x2

v

u

–v

u – v

1; 2; : : : ; p Rn c1; c2; : : : ; cp

D c1 1 C ! ! ! C cp p

1; : : : ; p c1; : : : ; cp

1 2p3 1 C 2; 1

2 1 .D 12 1 C 0 2/; .D 0 1 C 0 2/

1 D#

"11

$

2 D#

21

$

1 2 1 2

3v2

2v22v1

–2v1–2v2

v1 – v2 –2v1 + v2

3v1

v1

–v1–v2

wu

v2

v1 + v2 3v2

32–

0

1 2

3 1 "2 2

D 3 1 " 2 2

1 3 1 "2 2

.5=2/ 1 ."1=2/ 2

v1

w

–v2

2v1

3v1

0

D 52 1 " 1

2 2

1 D

2

41

"2"5

3

52 D

2

4256

3

5 D

2

474

"3

3

5

1 2

x1 x2

x1 1 C x2 2 D

x1

2

41

"2"5

3

5

"1

C x2

2

4256

3

5

"2

D

2

474

"3

3

5

"

2

4x1

"2x1

"5x1

3

5 C

2

42x2

5x2

6x2

3

5 D

2

474

"3

3

5

2

4x1 C 2x2

"2x1 C 5x2

"5x1 C 6x2

3

5 D

2

474

"3

3

5

x1 x2

x1 x2

x1 C 2x2 D 7

"2x1 C 5x2 D 4

"5x1 C 6x2 D "3

2

41 2 7

"2 5 4"5 6 "3

3

5 %

2

41 2 70 9 180 16 32

3

5 %

2

41 2 70 1 20 16 32

3

5 %

2

41 0 30 1 20 0 0

3

5

x1 D 3 x2 D 2 1 2

x1 D 3 x2 D 2

3

2

41

"2"5

3

5 C 2

2

4256

3

5 D

2

474

"3

3

5

1 2

2

41 2 7

"2 5 4"5

" " "1 2

6 "3

3

5

Π1 2 !

"

x1 1 C x2 2 C ! ! ! C xn n D

%1 2 ! ! ! n

&

1; : : : ; n

f 1; : : : ; pg

1; : : : ; p Rn1; : : : ; p

f 1; : : : ; pg Rn

1; : : : ; p f 1; : : : ; pg

c1 1 C c2 2 C ! ! ! C cp p

c1; : : : ; cp

f 1; : : : ; pg

x1 1 C x2 2 C ! ! ! C xp p D

Π1 ! ! ! p !f 1; : : : ; pg 1

c 1 D c 1 C 0 2 C ! ! ! C 0 p

f 1; : : : ; pg

f g f gR3 f g

R3

R3 f ; gR3 f ; g

R3

Span{v}

x3

x2x1

v

f g

Span{u, v}

v

u

u ! v

x2

x3

x1

f ; g

1 D

2

41

"23

3

52 D

2

45

"13"3

3

5 D

2

4"3

81

3

5

f 1; 2g R3

x1 1 C x2 2 DΠ1 2 !

2

41 5 "3

"2 "13 83 "3 1

3

5 %

2

41 5 "30 "3 20 "18 10

3

5 %

2

41 5 "30 "3 20 0 "2

3

5

0 D "2x1 1 C x2 2 D f 1; 2g

' (!' (

D' (

D

2

4:45:25:15

3

5 D

2

4:40:30:15

3

5

100

x1

x2

100 D 100

2

4:45:25:15

3

5 D

2

4452515

3

5

100

x1 x1

x2 x2

x1 C x2

C D C Rn

h f 1; 2; 3g

1 D

2

41

"1"2

3

5; 2 D

2

45

"4"7

3

5; 3 D

2

4"3

10

3

5; D

2

4"4

3h

3

5

1 2 3 Rn

f 1 2 3g C f 1 2 3g

C " 2

D#

"12

$; D

#"3"1

$

D#

32

$; D

#2

"1

$

xy " "2 C " " 2"

"

x1

2

46

"15

3

5C x2

2

4"3

40

3

5 D

2

41

"7"5

3

5

x1

#"2

3

$C x2

#85

$C x3

#1

"6

$D

#00

$

R2

w

x

v

u

ac

d

2vb

z

y–2v –u

–v0

x2 C 5x3 D 0

4x1 C 6x2 " x3 D 0

"x1 C 3x2 " 8x3 D 0

4x1 C x2 C 3x3 D 9

x1 " 7x2 " 2x3 D 2

8x1 C 6x2 " 5x3 D 15

1 2 3

1 D

2

41

"20

3

5 ; 2 D

2

4012

3

5 ; 3 D

2

45

"68

3

5 ; D

2

42

"16

3

5

1 D

2

41

"22

3

5 ; 2 D

2

4055

3

5 ; 3 D

2

4208

3

5 ; D

2

4"511"7

3

5

A

A D

2

41 "4 20 3 5

"2 8 "4

3

5 ; D

2

43

"7"3

3

5

A D

2

41 "2 "60 3 71 "2 5

3

5 ; D

2

411"5

9

3

5

f 1; 2g1 2

1 D

2

471

"6

3

5 ; 2 D

2

4"5

30

3

5

1 D

2

4302

3

5 ; 2 D

2

4"2

03

3

5

1 D

2

414

"2

3

52 D

2

4"2"3

7

3

5 D

2

441h

3

5

h 1 2

1 D

2

410

"2

3

52 D

2

4"3

18

3

5 D

2

4h

"5"3

3

5

h 1 2

f 1; 2g

1 D

2

482

"6

3

52 D

2

4123

"9

3

5

f 1; 2g

D#

2"1

$D

#21

$ #hk

$

f ; g h k

3 # 3 AR3

A

#"4

3

$Π"4 3 !

#"2

5

$

#"5

2

$

1 212 1

Π1 2 3 !x1 1 C x2 2 C x3 3 D

f ; g

R5

"

c1; : : : ; cp

c1 1 C ! ! ! C cp p

f ; g

Π1 2 3 !f 1; 2; 3g

A D

2

41 0 "40 3 "2

"2 6 3

3

5 D

2

441

"4

3

5

A 1 2 3 W D f 1; 2; 3g

f 1; 2; 3g f 1; 2; 3gW W

1 W

A D

2

42 0 6

"1 8 51 "2 1

3

5 D

2

41033

3

5 W

A

W

A W

1 D#

20550

$

2 D#

30500

$1 2

5 1

x1

x2

x1 x2

x1 x2

1; : : : ; k R3

j D 1; : : : ; k mj j

m D m1 C ! ! ! C mk

D 1

mŒm1 1 C ! ! ! C mk k !

1 D .5; "4; 3/

2 D .4; 3; "2/

3 D ."4; "3; "1/

4 D ."9; 8; 6/

x3v4

x2

v2

v3x1

v1

1; : : : ; k

f 1; : : : ; kg

1 D .0; 1/ 2 D .8; 1/ 3 D .2; 4/

v2

v3

v1

x1

4

8

x2

.x; y/

.2; 2/ w1 w2 w3

w1 C w2 C w3 D 6

1 2 3 R2

x1 1 C x2 2 C x3 3 D

0v1

v2

v3

b

D .u1; : : : ; un/ D .v1; : : : ; vn/D .w1; : : : ; wn/

Rn

. C / C D C . C /

c. C / D c C c c

D .u1; : : : ; un/Rn

C ." / D ." / C D 0

c.d / D .cd/ c d

D .u1; : : : ; un/ D .v1; : : : ; vn/ Rn

C D .u1 C v1; : : : ; un C vn/

D .v1 C u1; : : : ; vn C un/ R

D C

f 1; 2; 3g x1; x2; x3

x1

2

41

"1"2

3

5 C x2

2

45

"4"7

3

5 C x3

2

4"3

10

3

5 D

2

4"4

3h

3

5h! 1

h! 5v3

v1

v2

The points

intersects the plane when h ! 5.

"43h

lie on a line that

h! 9

Span {v1, v2, v3}

A D

2

41 5 "3 "4

"1 "4 1 3"2 "7 0 h

3

5 %

2

41 5 "3 "40 1 "2 "10 3 "6 h " 8

3

5 %

2

41 5 "3 "40 1 "2 "10 0 0 h " 5

3

5

h " 5 f 1; 2; 3g h D 5

f 1; 2; 3g c1 c2 c3

d1 d2 d3

D c1 1 C c2 2 C c3 3 D d1 1 C d2 2 C d3 3:

C D c1 1 C c2 2 C c3 3 C d1 1 C d2 2 C d3 3

D .c1 C d1/ 1 C .c2 C d2/ 2 C .c3 C d3/ 3

c1 C d1; c2 C d2 c3 C d3 Cf 1; 2; 3g

A m # n 1; : : : ; n Rn

A AA

A D%

1 2 ! ! ! n

&2

64x1

:::xn

3

75 D x1 1 C x2 2 C ! ! ! C xn n

A A

#1 2 "10 "5 3

$2

4437

3

5 D 4

#10

$C 3

#2

"5

$C 7

#"1

3

$

D#

40

$C

#6

"15

$C

#"721

$D

#36

$

2

42 "38 0

"5 2

3

5#

47

$D 4

2

428

"5

3

5 C 7

2

4"3

02

3

5 D

2

48

32"20

3

5 C

2

4"21

014

3

5 D

2

4"13

32"6

3

5

1; 2; 3 Rm 3 1 " 5 2 C 7 3

1; 2; 3 A "5

3 1 " 5 2 C 7 3 D%

1 2 3

&2

43

"57

3

5 D A

x1 C 2x2 " x3 D 4

"5x2 C 3x3 D 1

x1

#10

$C x2

#2

"5

$C x3

#"1

3

$D

#41

$

#1 2 "10 "5 3

$2

4x1

x2

x3

3

5 D#

41

$

A D

A D

A m # n 1; : : : ; n Rm

A D

x1 1 C x2 2 C ! ! ! C xn n D

%1 2 ! ! ! n

&

A D

A

A DA

f 1; : : : ; ngA D

A D

A D

2

41 3 4

"4 2 "6"3 "2 "7

3

5 D

2

4b1

b2

b3

3

5 A D

b1; b2; b3

A D2

41 3 4 b1

"4 2 "6 b2

"3 "2 "7 b3

3

5 %

2

41 3 4 b1

0 14 10 b2 C 4b1

0 7 5 b3 C 3b1

3

5

%

2

41 3 4 b1

0 14 10 b2 C 4b1

0 0 0 b3 C 3b1 " 12.b2 C 4b1/

3

5

b1 " 12b2 C b3 A D

b1 " 12b2 C b3

A Db1 " 1

2b2 C b3 D 0

R3

AA D

A A

Π0 0 0 1 !A Rm

Span{a1, a2, a3}

x2

x1

x3

A D Π1 2 3 !

Rm A f 1; : : : ; pgRm Rm Rm

1; : : : ; p f 1; : : : ; pg D Rm

A m # nA

Rm A DRm A

A Rm

A

ARm

ΠA ! A D

A

A

A

A A D

2

42 3 4

"1 5 "36 "2 8

3

5 D

2

4x1

x2

x3

3

5

2

42 3 4

"1 5 "36 "2 8

3

5

2

4x1

x2

x3

3

5 D x1

2

42

"16

3

5 C x2

2

435

"2

3

5 C x3

2

44

"38

3

5

D

2

42x1

"x1

6x1

3

5 C

2

43x2

5x2

"2x2

3

5 C

2

44x3

"3x3

8x3

3

5

D

2

42x1 C 3x2 C 4x3

"x1 C 5x2 " 3x3

6x1 " 2x2 C 8x3

3

5

AA

2

42 3 4

3

5

2

4x1

x2

x3

3

5 D

2

42x1 C 3x2 C 4x3

3

5

AA

A

2

4 "1 5 "3

3

5

2

4x1

x2

x3

3

5 D

2

4 "x1 C 5x2 " 3x3

3

5

A A

A i Ai A

A D

#1 2 "10 "5 3

$2

4437

3

5 D#

1 ! 4 C 2 ! 3 C ."1/ ! 70 ! 4 C ."5/ ! 3 C 3 ! 7

$D

#36

$

2

42 "38 0

"5 2

3

5#

47

$D

2

42 ! 4 C ."3/ ! 7

8 ! 4 C 0 ! 7."5/ ! 4 C 2 ! 7

3

5 D

2

4"13

32"6

3

5

2

41 0 00 1 00 0 1

3

5

2

4rst

3

5 D

2

41 ! r C 0 ! s C 0 ! t0 ! r C 1 ! s C 0 ! t0 ! r C 0 ! s C 1 ! t

3

5 D

2

4rst

3

5

II D R3 n # n

In In D Rn

A

A Rn

A m # n Rn c

A. C / D A C A

A.c / D c.A /

n D 3 A D Π1 2 3 ! R3

i D 1; 2; 3 ui vi iA. C /

A C

A. C / D Π1 2 3 !

2

4u1 C v1

u2 C v2

u3 C v3

3

5

# # # CD .u1 C v1/ 1 C .u2 C v2/ 2 C .u3 C v3/ 3

" " " A

D .u1 1 C u2 2 C u3 3/ C .v1 1 C v2 2 C v3 3/

D A C A

A.c / Ac

A.c / D Π1 2 3 !

2

4cu1

cu2

cu3

3

5 D .cu1/ 1 C .cu2/ 2 C .cu3/ 3

D c.u1 1/ C c.u2 2/ C c.u3 3/

D c.u1 1 C u2 2 C u3 3/

D c.A /

A

AA

AA

A

U A Rm

ΠA ! ΠU ! Rm

ΠA ! % ! ! ! % ΠU !

UA D

UΠU ! ΠU !

ΠA ! A D

A D

2

41 5 "2 0

"3 1 9 "54 "8 "1 7

3

5 D

2

664

3"2

0"4

3

775 D

2

4"7

90

3

5

A DA

A D#

2 53 1

$D

#4

"1

$D

#"3

5

$

A. C / A C A

3 # 3 A R3 A DA D

A

2

4"4 2

1 60 1

3

5

2

43

"27

3

5

2

426

"1

3

5#

5"1

$

2

46 5

"4 "37 6

3

5#

2"3

$ #8 3 "45 1 2

$2

4111

3

5

A

#5 1 "8 4

"2 "7 3 "5

$2

664

5"1

3"2

3

775 D#

"816

$

2

664

7 "32 19 "6

"3 2

3

775

#"2"5

$D

2

664

1"912"4

3

775

A D

x1

2

664

4"1

7"4

3

775 C x2

2

664

"53

"51

3

775 C x3

2

664

7"8

02

3

775 D

2

664

6"8

0"7

3

775

´1

#4

"2

$C ´2

#"4

5

$C ´3

#"5

4

$C ´4

#30

$D

#4

13

$

3x1 C x2 " 5x3 D 9

x2 C 4x3 D 0

8x1 " x2 D 4

5x1 C 4x2 D 1

x1 " 3x2 D 2

A

A D

A D

2

41 2 40 1 5

"2 "4 "3

3

5 D

2

4"2

29

3

5

A D

2

41 2 1

"3 "1 20 5 3

3

5 D

2

401

"1

3

5

D

2

4044

3

5 A D

2

43 "5

"2 61 1

3

5 R3

A

u?

u?

Plane spanned bythe columns of A

Where is u?

D

2

42

"32

3

5 A D

2

45 8 70 1 "11 3 0

3

5

R3 A

A D#

2 "1"6 3

$D

#b1

b2

$

A DA D

A D

2

41 "3 "4

"3 2 65 "1 "8

3

5 D

2

4b1

b2

b3

3

5

A B

A D

2

664

1 3 0 3"1 "1 "1 1

0 "4 2 "82 0 3 "1

3

775 B D

2

664

1 3 "2 20 1 1 "51 2 "3 7

"2 "8 2 "1

3

775

AA D R4

B R4 B DR4

R4

A AR4

R4

B BR3

1 D

2

664

10

"10

3

775 2 D

2

664

0"1

01

3

775 3 D

2

664

100

"1

3

775

f 1; 2; 3g R4

1 D

2

400

"2

3

52 D

2

40

"38

3

53 D

2

44

"1"5

3

5

f 1; 2; 3g R3

A D

A A D

A DΠA !

A

m # n A Rm

A D Rm

A m # n A DRm A

A D

A A

Π1 2 3 !A D A D Π1 2 3 !

A DA

ΠA !A D

A m # n Rm

A DRm

2

44 "3 15 "2 5

"6 2 "3

3

5

2

4"3"1

2

3

5 D

2

4"7"310

3

5

c1 c2 c32

4"7"310

3

5 D c1

2

445

"6

3

5 C c2

2

4"3"2

2

3

5 C c3

2

415

"3

3

5

D

2

4725

3

5 D

2

4313

3

5 D

2

4610

3

5

3 " 5 " Dx1 x22

47 32 15 3

3

5#

x1

x2

$D

2

4610

3

5

1 2 3 R5 x1 x2

x3

x1 1 C x2 2 C x3 3 D

1; 2; : : :c1; c2; : : :

#"3 5 "4 9 7

5 8 1 "2 "4

$

2

66664

"324

"12

3

77775D

#8

"1

$

3 # 3R3

3 # 3R3

A 3 # 2 A DR3

A

R4 R4

n Rm n m

A 4 # 3 R4

A DA

A 3 # 3 R3

A DA R3

A 3 # 4 1 2 R3

D 1 C 2 1 D A 1 2 D A 2

1 2 R4

A D 1 2

A 5 # 3 R3

R5 A DA D 4

R4

2

664

7 2 "5 8"5 "3 4 "9

6 10 "2 7"7 9 2 15

3

775

2

664

5 "7 "4 96 "8 "7 54 "4 "9 "9

"9 11 16 7

3

775

2

664

12 "7 11 "9 5"9 4 "8 7 "3"6 11 "7 3 "9

4 "6 10 "5 12

3

775

2

664

8 11 "6 "7 13"7 "8 5 6 "911 7 "7 "9 "6"3 4 1 8 7

3

775

R4

R4

SG WEB

2

41 5 "2 0

"3 1 9 "54 "8 "1 7

3

5

2

664

3"2

0"4

3

775 D

2

4"7

90

3

5

3

2

41

"34

3

5 " 2

2

451

"8

3

5 C 0

2

4"2

9"1

3

5 " 4

2

40

"57

3

5 D

2

4"7

90

3

5

A

C D#

4"1

$C

#"3

5

$D

#14

$

A. C / D#

2 53 1

$#14

$D

#2 C 203 C 4

$D

#227

$

A C A D#

2 53 1

$#4

"1

$C

#2 53 1

$#"3

5

$

D#

311

$C

#19"4

$D

#227

$

A D

2

41 0 10 1 10 0 0

3

5 ; D

2

4320

3

5 ; D

2

4321

3

5 :

A D

2

41 0 1 30 1 1 20 0 0 0

3

5 ;

A DA D

2

41 0 1 30 1 1 20 0 0 1

3

5 ;

A D

A D A m # n Rm

A D D Rn/

A D ;

A D :

A D

3x1 C 5x2 " 4x3 D 0

"3x1 " 2x2 C 4x3 D 0

6x1 C x2 " 8x3 D 0

AΠA !

2

43 5 "4 0

"3 "2 4 06 1 "8 0

3

5 %

2

43 5 "4 00 3 0 00 "9 0 0

3

5 %

2

43 5 "4 00 3 0 00 0 0 0

3

5

x3 A D x3

ΠA !

2

41 0 " 4

30

0 1 0 00 0 0 0

3

5x1 " 4

3x3 D 0

x2 D 0

0 D 0

x1 x2 x1 D 43x3 x2 D 0 x3

A D

D

2

64x1

x2

x3

3

75 D

2

64

43x3

0

x3

3

75 D x3

2

64

43

0

1

3

75 D x3 ; D

2

64

43

0

1

3

75

x3

A Dx3 D 0: R3

0

v

x3

x1

Span{v}

x2

10x1 " 3x2 " 2x3 D 0

x1

x1 D :3x2 C :2x3 x2 x3

D

2

4x1

x2

x3

3

5 D

2

4:3x2 C :2x3

x2

x3

3

5 D

2

4:3x2

x2

0

3

5 C

2

4:2x3

0x3

3

5

D x2

2

4:310

3

5

"

C x3

2

4:201

3

5

"

x2 x3

f ; g

u

v

x1x3

x2

A Df 1; : : : ; pg 1; : : : ; p

f g A D

A D

f ; g A D :

D s C t .s; t R/

D x3 x3 D t t R

A D

A D

2

43 5 "4

"3 "2 46 1 "8

3

5 D

2

47

"1"4

3

5

AΠA !

2

43 5 "4 7

"3 "2 4 "16 1 "8 "4

3

5 %

2

41 0 " 4

3"1

0 1 0 20 0 0 0

3

5;x1 " 4

3x3 D "1

x2 D 20 D 0

x1 D "1 C 43x3 x2 D 2 x3 A D

D

2

64x1

x2

x3

3

75 D

2

64"1 C 4

3x3

2

x3

3

75 D

2

64"1

2

0

3

75 C

2

64

43x3

0

x3

3

75 D

2

64"1

2

0

3

75

"

C x3

2

64

43

0

1

3

75

"

D C x3 t

D C t t R

A DA D

D t t R

A DA D

A D t D 0

p

v

v + p

C

A DR2 R3

L + p

L

C L R2 R3

LL

L

A D A D

p

v tv

p + tvAx = b

Ax = 0

A DA D

A D A DA D

A DA D

D C h h A D

A DA D A D

n > 3 A D¤

p

x3

x2x1

Ax ! b

Ax ! 0

A D A D

A DA D

R3

x1 C 4x2 " 5x3 D 0

2x1 " x2 C 8x3 D 9

10x1 " 3x2 " 2x3 D 7

A DA D h A D

D C h A D

2x1 " 5x2 C 8x3 D 0

"2x1 " 7x2 C x3 D 0

4x1 C 2x2 C 7x3 D 0

x1 " 3x2 C 7x3 D 0

"2x1 C x2 " 4x3 D 0

x1 C 2x2 C 9x3 D 0

"3x1 C 5x2 " 7x3 D 0

"6x1 C 7x2 C x3 D 0

"5x1 C 7x2 C 9x3 D 0

x1 " 2x2 C 6x3 D 0

x1 C 3x2 C x3 D 0

"4x1 " 9x2 C 2x3 D 0

" 3x2 " 6x3 D 0

x1 C 3x2 " 5x3 D 0

x1 C 4x2 " 8x3 D 0

"3x1 " 7x2 C 9x3 D 0

A DA

#1 3 "3 70 1 "4 5

$ #1 "2 "9 50 1 2 "6

$

#3 "9 6

"1 3 "2

$ #1 3 0 "42 6 0 "8

$

2

664

1 "4 "2 0 3 "5

0 0 1 0 0 "1

0 0 0 0 1 "4

0 0 0 0 0 0

3

775

2

664

1 5 2 "6 9 0

0 0 1 "7 4 "8

0 0 0 0 0 1

0 0 0 0 0 0

3

775

x1 D 5 C 4x3 x2 D "2 " 7x3

x3 R3

x1 D 3x4 x2 D 8 C x4

x3 D 2 " 5x4 x4

R4

x1 C 3x2 C x3 D 1

"4x1 " 9x2 C 2x3 D "1

" 3x2 " 6x3 D "3

x1 C 3x2 " 5x3 D 4

x1 C 4x2 " 8x3 D 7

"3x1 " 7x2 C 9x3 D "6

x1 C 9x2 " 4x3 D 0x1 C 9x2 " 4x3 D "2

x1 " 3x2 C 5x3 D 0x1 " 3x2 C 5x3 D 4

D#

"20

$D

#"5

3

$D

#3

"4

$D

#"7

8

$

MM "

D#

2"5

$D

#"3

1

$D

#"6

3

$D

#0

"4

$

x1

x2

Mq – p

–pq

p

The line through p and q.

A D

A D

D C t

A DD C h h

A DA D

D x2 C x3 x2 x3

A D

A DA D

A D h D " h

A D A DD C h A D

h A DA D

A DA 3 # 3

A D¤ A D

A DA D

A 3 # 3

A 3 # 3

A 3 # 2

A 2 # 4

A D

2

4"2 "6

7 21"3 "9

3

5

A D A D

A D

2

44 "6

"8 126 "9

3

5

A D3 # 3 A2

4111

3

5 A D

3 # 3 A2

41

"21

3

5 A D

2 # 2 AA D R2 .4; 1/

R2

A D R2

A DA 3 # 3 R3

A DR3 A D

A m # n Rn

A D cc A D A.c / DA m # n Rn

A D A DA. C /A.c C d / D c d

#1 4 "5 02 "1 8 9

$%

#1 4 "5 00 "9 18 9

$%

#1 0 3 40 1 "2 "1

$

x1 C 3x3 D 4

x2 " 2x3 D "1

x1 D 4 " 3x3; x2 D "1 C 2x3 x3

2

4x1

x2

x3

3

5 D

2

44 " 3x3

"1 C 2x3

x3

3

5 D

2

44

"10

3

5

"

C x3

2

4"3

21

3

5

"

%10 "3 "2 7

& %1 ":3 ":2 :7

&

x1 D :7 C :3x2 C :2x3 x2 x3

D

2

4x1

x2

x3

3

5 D

2

4:7 C :3x2 C :2x3

x2

x3

3

5 D

2

4:700

3

5 C x2

2

4:310

3

5 C x3

2

4:201

3

5

D C x2 C x3

A DC f ; g

A. C h/ D A C A h D C D ;

C h A D

WEB

p p p

.1

.2

.2 .5

.4

.4

.6

.6

Steel

Coal

Electric

p p:4p :6p

:4p C :6p p

p D :4p C :6p

:6p:1p :2p

p D :6p C :1p C :2p

p D :4p C :5p C :2p

p " :1p :9p

p " :4p " :6p D 0

":6p C :9p " :2p D 0

":4p " :5p C :8p D 0

2

41 ":4 ":6 0

":6 :9 ":2 0":4 ":5 :8 0

3

5 %

2

41 ":4 ":6 00 :66 ":56 00 ":66 :56 0

3

5 %

2

41 ":4 ":6 00 :66 ":56 00 0 0 0

3

5

%

2

41 ":4 ":6 00 1 ":85 00 0 0 0

3

5 %

2

41 0 ":94 00 1 ":85 00 0 0 0

3

5

p D :94p p D :85p p

D

2

4ppp

3

5 D

2

4:94p:85p

p

3

5 D p

2

4:94:851

3

5

pp p D 94 p D 85

3 8

2 2 2

.x1/ 3 8 C .x2/ 2 ! .x3/ 2 C .x4/ 2

x1; : : : ; x4

R3

3 8W

2

4380

3

5; 2W

2

4002

3

5; 2W

2

4102

3

5; 2 W

2

4021

3

5!!!

x1; : : : ; x4

x1

2

4380

3

5 C x2

2

4002

3

5 D x3

2

4102

3

5 C x4

2

4021

3

5

x1

2

4380

3

5 C x2

2

4002

3

5 C x3

2

4"1

0"2

3

5 C x4

2

40

"2"1

3

5 D

2

4000

3

5

x1 D 14x4; x2 D 5

4x4; x3 D 3

4x4; x4

x4 D 4x1 D 1 x2 D 5 x3 D 3

3 8 C 5 2 ! 3 2 C 4 2

WEB

x1 x2

x1 C x2 D 3030

x1

x2

300

300

400

600

500

Inner Harbor

A

B

D

C

x1

x4

x2 x5

x3 100

Calvert St. South St.

Lombard St.

Pratt St.

N

300 C 500 D x1 C x2

x2 C x4 D 300 C x3

100 C 400 D x4 C x5

x1 C x5 D 600

.500 C 300 C 100 C 400/.300 C x3 C 600/ x3 D 400

x1 C x2 D 800

x2 " x3 C x4 D 300

x4 C x5 D 500

x1 C x5 D 600

x3 D 400

x1 C x5 D 600

x2 " x5 D 200

x3 D 400

x4 C x5 D 500

8ˆ̂̂ˆ̂̂<

ˆ̂̂ˆ̂̂:

x1 D 600 " x5

x2 D 200 C x5

x3 D 400

x4 D 500 " x5

x5

x5 ' 500 x4

x1 x2 x5 ' 500x1 x2 x5 & 0

.7

.8

.2 .3

Goods Services

2 3 C 2 ! 3 3 C 2

3 4 C 3/2 ! 3. 4/2 C 3

.0; 0; 6; 1; 2/

3

3 6 5 7

3 C 3 6 5 7 ! 3 6 5 7 C 2 C 2

4

4 C 4 C 2 ! 2 C 2 4 C 2 4

6 C 2 8 ! 3 4 C 2 3 C 2 C

3

C 2 10 35 C 2 4

! 4 C 3 C 3 12 C 2

x3

20

80

x1

x2

x3

x4

A

C

B

x4

x4 D 0 x1

40

x1 x2x3

200

100

60

x4 x5

A

B

C

D

x2 x3 x4 x5

60

80

90

100x1 x6

x2

x3

x5

x4

20 40

30 40

A

E

C

D

B

x6

100

50

x3

80

100

120 150

x2

x1

x6

x5x4

A

B E

F

C D

x5 ' 500 x1 x2 x1 & 100x2 ' 700 x5 & 0 x1 ' 600 x2 & 200

100 ' x1 ' 600 200 ' x2 ' 700

A D

x1

2

4123

3

5 C x2

2

4456

3

5 C x3

2

4210

3

5 D

2

4000

3

5

x1 D x2 D x3 D 0

f 1; : : : ; pg Rn

x1 1 C x2 2 C ! ! ! C xp p Df 1; : : : ; pg

c1; : : : ; cp

c1 1 C c2 2 C ! ! ! C cp p D

1; : : : ; p

1; : : : ; p

f 1; : : : ; pg

1 D

2

4123

3

52 D

2

4456

3

53 D

2

4210

3

5

f 1; 2; 3g1 2 3

2

41 4 2 02 5 1 03 6 0 0

3

5 %

2

41 4 2 00 "3 "3 00 0 0 0

3

5

x1 x2 x3 x3

1; 2; 3

1 2 3

2

41 0 "2 00 1 1 00 0 0 0

3

5x1 " 2x3 D 0

x2 C x3 D 0

0 D 0

x1 D 2x3 x2 D "x3 x3 x3

x3 D 5 x1 D 10 x2 D "5

10 1 " 5 2 C 5 3 D1

2 3

A D Π1 ! ! ! n !A D

x1 1 C x2 2 C ! ! ! C xn n D

AA D

AA D

A D

2

40 1 41 2 "15 8 0

3

5

A D2

40 1 4 01 2 "1 05 8 0 0

3

5 %

2

41 2 "1 00 1 4 00 "2 5 0

3

5 %

2

41 2 "1 00 1 4 00 0 13 0

3

5

A D A

x1 D¤ x1 D

1 D#

31

$2 D

#62

$1 D

#32

$2 D

#62

$

2 1 2 D 2 1 "2 1 C 2 Df 1; 2g

1 2

c d

c 1 C d 2 D

c ¤ 0 1 2 1 D ."d=c/ 2

1 2 c df 1; 2g

x1

x2

Linearly dependent

(3, 1)

(6, 2)

x1

x2

Linearly independent

(3, 2) (6, 2)

f 1; 2g

S D f 1; : : : ; pgS

S 1 ¤ j j > 1

1; : : : ; j #1

D

2

4310

3

5 D

2

4160

3

5

f ; g f ; ; g

R3

f ; g x1x2 x3 D 0/f ; ; g f ; ; g

f ; ; g¤ /

f ; g

vwu

Linearly dependent,w in Span{u, v}

Linearly independent,w not in Span{u, v}

w

x3

x2

x1

vu

x3

x2

x1

R3

f ; ; g R3

f ; ; g

f 1; : : : ; pg Rn

p > n

A D Π1 ! ! ! p ! A n # p A Dn p p > n

A D

***

***

*p

n **

***

***

p > n

A

#21

$ #4

"1

$ #"2

2

$x1

x2

(2, 1)

(4, –1)

(–2, 2)

R2

S D f 1; : : : ; pg Rn

1 D1 1 C 0 2 C ! ! ! C 0 p D S

2

4176

3

5

2

4209

3

5

2

4315

3

5

2

4418

3

5

2

4235

3

5

2

4000

3

5

2

4118

3

5

2

664

"246

10

3

775

2

664

3"6"915

3

775

"3=2

SG

j S j

."1/ j 1 D c2 2 C c3 3 D ."1/ 1 Cc2 2 C c3 3 C 0 4 C ! ! ! C 0 p S

S 1

S 1 ¤c1; : : : ; cp

c1 1 C c2 2 C ! ! ! C cp p Dj cj ¤ 0 j D 1 c1 1 D

1 ¤ j > 1

c1 1 C ! ! ! C cj j C 0 j C1 C ! ! ! C 0 p Dcj j D "c1 1 " ! ! ! " cj #1 j #1

j D)

" c1

cj

*1 C ! ! ! C

)"cj #1

cj

*j #1

D

2

432

"4

3

5 D

2

4"6

17

3

5 D

2

40

"52

3

5 D

2

437

"5

3

5

f ; g; f ; g; f ; g; f ; g; f ; g f ; g

f ; ; ; gf ; ; ; g

f ; ; ; gf 1; 2; 3g Rn

4

Rn f 1; 2; 3; 4g

2

4500

3

5

2

472

"6

3

5

2

494

"8

3

5

2

4002

3

5

2

405

"8

3

5

2

4"3

41

3

5

#1

"3

$ #"3

9

$ #"1

4

$ #"2"8

$

2

664

0 "8 53 "7 4

"1 5 "41 "3 2

3

775

2

664

"4 "3 00 "1 41 0 35 4 6

3

775

2

41 4 "3 0

"2 "7 5 1"4 "5 7 5

3

5

2

41 "3 3 "2

"3 7 "1 20 1 "4 3

3

5

h 3

f 1; 2g h f 1; 2; 3g

1 D

2

41

"32

3

52 D

2

4"3

9"6

3

53 D

2

45

"7h

3

5

1 D

2

41

"5"3

3

52 D

2

4"2106

3

53 D

2

42

"9h

3

5

h

2

41

"14

3

5

2

43

"57

3

5

2

4"1

5h

3

5

2

42

"41

3

5

2

4"6

7"3

3

5

2

48h4

3

5

2

415

"3

3

5

2

4"2"9

6

3

5

2

43h

"9

3

5

2

41

"13

3

5

2

4"5

78

3

5

2

411h

3

5

#51

$ #28

$ #13

$ #"1

7

$ 2

44

"26

3

5

2

46

"39

3

5

2

435

"1

3

5

2

4000

3

5

2

4"6

54

3

5#

44

$ #"1

3

$ #25

$ #81

$

2

4"812"4

3

5

2

42

"3"1

3

5

2

414

"7

3

5

2

4"2

53

3

5

2

4000

3

5

AA D

SS

4 # 5

f ; ; gf ; g

f ; g f ; ; gRn

A 3 # 3

A 2 # 2

A 4 # 2 A D Π1 2! 2

1

A 4 # 3 A D Π1 2 3! f 1; 2g3 f 1; 2g

7 # 5

5 # 7R5

3 # 2 A B A DB D

Am # n A

A

A D

A D

2

664

2 3 5"5 1 "4"3 "1 "4

1 0 1

3

775

A D

A D

2

44 1 6

"7 5 39 "3 3

3

5

A D

1; : : : ; 4 R43 D 2 1 C 2 f 1; 2; 3; 4g

1; : : : ; 4 R43 D f 1; 2; 3; 4g

1 2 R42 1

f 1; 2g1; : : : ; 4 R4

3

1; 2; 4 f 1; 2; 3; 4g1; : : : ; 4 R4 f 1; 2; 3gf 1; 2; 3; 4g

1; : : : ; 4 R4

f 1; 2; 3gx1 1 C x2 2 C x3 3 C 0 ! 4 D

A m # nRm A D

A

m # n A nRm A D

A D

AB B D

B D

A D

2

664

8 "3 0 "7 2"9 4 5 11 "7

6 "2 2 "4 45 "1 7 0 10

3

775

A D

2

66664

12 10 "6 "3 7 10"7 "6 4 7 "9 5

9 9 "9 "5 5 "1"4 "3 1 6 "8 9

8 7 "5 "9 11 "8

3

77775

A B ABB

A B

B

f ; ; ; g

Span{u, v, z}

w

x3

x2

x1

f 1; 2; 3gc1; c2 c3

c1 1 C c2 2 C c3 3 D :

0 4 D

c1 1 C c2 2 C c3 3 C 0 4 D :

c1; c2; c3 f 1; 2; 3; 4g

A Dx1 1 C ! ! ! C xn n DA D

AA

#4 "3 1 32 0 5 1

$2

664

1111

3

775 D#

58

$ #4 "3 1 32 0 5 1

$2

664

14

"13

3

775 D#

00

$

" " " " " "A A

A

0

multiplication

by Ax

0

u 0

b

4 2

multiplication

by A

A DR4 R2

AA

T Rn Rm

Rn T . / Rm Rn T Rm

T T W Rn ! Rm TRn Rm Rn T . / Rm

T T . / T

m

Range

T(x)

CodomainDomain

x

T

n

T W Rn ! Rm

Rn T . / A A m # n7!A

T Rn A n T Rm Am T A

T . / A

A D

2

41 "33 5

"1 7

3

5 D#

2"1

$D

2

432

"5

3

5 D

2

4325

3

5

T W R2 ! R3 T . / D A

T . / D A D

2

41 "33 5

"1 7

3

5#

x1

x2

$D

2

4x1 " 3x2

3x1 C 5x2

"x1 C 7x2

3

5

T . / T

R2 T

T

T

T . / D A D

2

41 "33 5

"1 7

3

5#

2"1

$D

2

451

"9

3

5

T . / D A D2

41 "33 5

"1 7

3

5#

x1

x2

$D

2

432

"5

3

5

T

x2

u ! 2"1

51T(u) !

"9

x1

x3

x1

x2

2

41 "3 33 5 2

"1 7 "5

3

5 %

2

41 "3 30 14 "70 4 "2

3

5 %

2

41 "3 30 1 ":50 0 0

3

5 %

2

41 0 1:50 1 ":50 0 0

3

5

x1 D 1:5 x2 D ":5 D#

1:5":5

$T

T

T R2 D T . /A D

2

41 "3 33 5 2

"1 7 5

3

5 %

2

41 "3 30 14 "70 4 8

3

5 %

2

41 "3 30 1 20 14 "7

3

5 %

2

41 "3 30 1 20 0 "35

3

5

0 D "35T

Rn

A D

2

41 0 00 1 00 0 0

3

5 7!A

R3 x1x22

4x1

x2

x3

3

5 7!

2

41 0 00 1 00 0 0

3

5

2

4x1

x2

x3

3

5 D

2

4x1

x2

0

3

5

x3

0

x1

x2

A D#

1 30 1

$T W R2 ! R2

T . / D A T2 # 2

T

D#

02

$sheep

sheared sheep

T . / D#

1 30 1

$#02

$D

#62

$ #22

$ #1 30 1

$#22

$D

#82

$T

T

2

x2

x12

2

x2

8x1

2

A m # n 7! A

A. C / D A C A A.c / D cA

; Rn c

T

T . C / D T . / C T . / ; T

T .c / D cT . / c T

T . C / Rn

T T T . /T . / Rm

T

T . / D

T .c C d / D cT . / C dT . /

T c; d

T . / D T .0 / D0T . / D

T .c C d / D T .c / C T .d / D cT . / C dT . /

c; dc D d D 1 d D 0

T .c1 1 C ! ! ! C cp p/ D c1T . 1/ C ! ! ! C cpT . p/

1; : : : ; p T . 1/; : : : ; T . p/

r T W R2 ! R2 T . / D r T0 ' r ' 1 r > 1 r D 3 T

R2 c; d

T .c C d / D 3.c C d / T

D 3c C 3d

D c.3 / C d.3 /

)

D cT . / C dT . /

T

T(u)

x1

x2

x1

T

u

x2

T W R2 ! R2

T . / D#

0 "11 0

$#x1

x2

$D

#"x2

x1

$

T D#

41

$D

#23

$C D

#64

$

T . / D#

0 "11 0

$#41

$D

#"1

4

$; T . / D

#0 "11 0

$#23

$D

#"3

2

$;

T . C / D#

0 "11 0

$#64

$D

#"4

6

$

T . C / T . / C T . /T C 90ı T

T . / T . /

T

x1

x2

v

u

T(u + v)

T(u)

T(v)

u + v

U D Π!

U D

2

4:45 :40:25 :30:15 :15

3

5

D .x1; x2/ x1

x2 T W R2 ! R3

T . / D U D x1

2

4:45:25:15

3

5 C x2

2

4:40:30:15

3

5 D

2

4

3

5

T

4T . / 4T . /

C T . /T . /

T W R5 ! R2 T . / D A A R5

A

A D#

1 00 "1

$7! A

t0 ' t ' 1 T

T . /

A D#

2 00 2

$T W R2 ! R2 T . / D A

T D#

1"3

$D

#ab

$

A D

2

4:5 0 00 :5 00 0 :5

3

5 D

2

410

"4

3

5 D

2

4abc

3

5

T W R3 ! R3 T . / D A T . / T . /

T T . / D AT

A D

2

41 0 "2

"2 1 63 "2 "5

3

5 D

2

4"1

7"3

3

5

A D

2

41 "3 20 1 "43 "5 "9

3

5 D

2

46

"7"9

3

5

A D#

1 "5 "7"3 7 5

$D

#"2"2

$

A D

2

664

1 "2 13 "4 50 1 1

"3 5 "4

3

775 D

2

664

193

"6

3

775

A 6 # 5 a bT W Ra ! Rb T . / D A

AR4 R5 T . / D A

R4

7!A A

A D

2

41 "4 7 "50 1 "4 32 "6 6 "4

3

5

A D

2

664

1 3 9 21 0 3 "40 1 2 3

"2 3 0 5

3

775

D

2

4"1

10

3

5 A

7!A

D

2

664

"13

"14

3

775 A

7!A

D#

52

$D

#"2

4

$

TT

R2

T . / D#

"1 00 "1

$ #x1

x2

$

T . / D#

:5 00 :5

$ #x1

x2

$

T . / D#

0 00 1

$ #x1

x2

$

T . / D#

0 11 0

$ #x1

x2

$

T W R2 ! R2

D#

52

$ #21

$D

#13

$ #"1

3

$

T T 3 23 C 2

T . / T . /T W R2 ! R2

T . /

uw

v

T(v)

T(u)

x2 x2

x1x1

1 D#

10

$2 D

#01

$1 D

#25

$2 D

#"1

6

$

T W R2 ! R21

1 2 2

#5

"3

$

#x1

x2

$

D#

x1

x2

$1 D

#"2

5

$2 D

#7

"3

$

T W R2 ! R2

x1 1 C x2 2 A T . / A

A 3 # 5 TT . / D A T R3

A m # n7!A Rm

T T .c1 1Cc2 2/ D c1T . 1/ C c2T . 2/ 1 2

T c1 c2

7!AA

T W Rn ! Rm

Rm

T

T W R2 ! R2

x1

1; : : : ; p Rn T W Rn ! Rn

T . i / D i D 1; : : : ; pT

Rn T . / D¤ Rn

D C tT W Rn ! Rn

R3 P

P D s C t s; t RT W R3 ! R3 P

R3

T . / T . /P

Rn

D .1 " t/ C t

.1 " t/ C t 0 ' t ' 1T

(t = 1) q (1 – t)p + tqx

(t = 0) p

Rn P

a C b 0 ' a ' 1 0 ' b ' 1 T W Rn ! Rm

P TT . / T . /

f W R ! R f .x/ D mx C b

f b D 0

b ¤ 0

f

T W Rn ! Rm

T .x/ D A C A m # n Rm

T ¤

T W Rn ! Rm

f 1; 2; 3g Rn

fT . 1/; T . 2/; T . 3/g

D .x1; x2/ T . / T .x1; x2/

T T .x1; x2/ D.4x1 " 2x2; 3jx2j/

T T .x1; x2/ D.2x1 " 3x2; x1 C 4; 5x2/

T W Rn ! Rm

TT . / D

Rn

T . / T . /c1T . / C c2T . / D c1 c2

T W R3 ! R3

D .x1; x2; x3/ x3 D 0T . / D .x1; x2; "x3/ T

T W R3 ! R3

D .x1; x2; x3/ x2 D 0 T . / D.x1; 0; x3/ T

T T . / D

2

664

4 "2 5 "5"9 7 "8 0"6 4 5 3

5 "3 8 "4

3

775

2

664

"9 "4 "9 45 "8 "7 67 11 16 "99 "7 "4 5

3

775

D

2

664

7597

3

775 A

7!A

D

2

664

"7"713"5

3

775 A

7!A

SG

A A A

Au

u

x2

x1

A

The transformation x Ax.

v

v

Ax

xT R2

.4; 1/ .4; "1/ 7!Ax x1

D t t 0 ' t ' 1 T T .t / D t T . /T . /

TT . /

Rn Rm 7!AT A

A Tn # n In

I2 D#

1 00 1

$1 D

#10

$2 D

#01

$

T R2 R3

T . 1/ D

2

45

"72

3

5 T . 2/ D

2

4"3

80

3

5

R2

x1

x2

e2 = 01

!"

!"

e1 = 10

!"

!"

D#

x1

x2

$D x1

#10

$C x2

#01

$D x1 1 C x2 2

T

T . / D x1T . 1/ C x2T . 2/

D x1

2

45

"72

3

5 C x2

2

4"3

80

3

5 D

2

45x1 " 3x2

"7x1 C 8x2

2x1 C 0

3

5

T . 1/T . 2/ T . / T . /

A

T . / D%

T . 1/ T . 2/& #

x1

x2

$D A

T W Rn ! Rm

AT . / D A Rn

A m # n j T . j / j

j Rn

A D%

T . 1/ ! ! ! T . n/&

D In D Π1 ! ! ! n ! D x1 1 C ! ! ! C xn n

T

T . / D T .x1 1 C ! ! ! C xn n/ D x1T . 1/ C ! ! ! C xnT . n/

D%

T . 1/ ! ! ! T . n/&

2

64x1

:::xn

3

75 D A

A

AT

Rn Rm

A T . / D 3R2

T . 1/ D 3 1 D#

30

$T . 2/ D 3 2 D

#03

$

# #

A D#

3 00 3

$

T W R2 ! R2 R2

'

A

#10

$ #''

$ #01

$ #" '

'

$

A D#

' " '' '

$

' D "=2

(– sin !, cos !)

(cos !, sin !)

(1, 0)

(0, 1)

!

! x1

x2

R2

I2 1 2

x2

x1

x2

10

01

Re!ection throughthe x1-axis

01!10

!100!1

0!110

0!1!10

1001

Re!ection throughthe x2-axis

Re!ection throughthe line x2 " x1

x2 " !x1

Re!ection throughthe line x2 " !x1

!10

!10

0!1

0!1

x1

x2

Re!ection throughthe origin

x1

x2

x1

x2

10

0!1

x1

x2

01

!10

x1

x2

10

01

x2 " x1

Horizontalcontractionand expansion

Verticalcontractionand expansion

0k10

01k0

0 ! k ! 1

0 ! k ! 1 k " 1

k " 1

01

10

10

0k

01

0k

k0

k0

x1

x2

x2

x1

x2

x1

x2

x1

Horizontal shear k110

011k

k ! 0 k " 0

01

01

10

k1

k1

1k

1k

Vertical shear

k ! 0 k " 0

x2

k k 10

k

k

x2

x1

x2

x1

x2

x1x1

0100

0010

10

00

01

Projection ontothe x1-axis

Projection ontothe x2-axis

x1

x2

00

x1

x2

T W Rn ! Rm Rm Rm

Rn

T Rm T Rm

T Rn Rm Rm

T . / D T Rn Rm TRm T . / D

m

T is onto m

n

Domain Range

T is not onto m

T

n

Domain Range

m

T

T Rm

T W Rn ! Rm Rm

Rn

T Rm T . / DT

T Rm

Rn T

m

T is not one-to-one T is one-to-one

TT

mn n

0 000

RangeRangeDomain Domain

SGR2 R2 R2

R2

T

A D

2

41 "4 8 10 2 "1 30 0 0 5

3

5

T R4 R3 T

A AR3

A D T R4

R3 A D

T

T W Rn ! Rm TT . / D

P QP Q Q

P PQ

P Q

T T . / D T T . / DT

Rn

T . / D T . / D T

T . " / D T . / " T . / D " D" ¤ T . / D

T W Rn ! Rm AT

T Rn Rm A Rm

T A

PQ Q R P

R

A Rm

Rm A DT . / D T

Rn Rm

T . / D A DT A D

A

T Rn Rm

Rm A

D .x1; x2/ T . / T .x1; x2/T ..x1; x2//

T .x1; x2/ D .3x1 C x2 5x1 C 7x2 x1 C 3x2/ TT R2 R3

T . /T

A

T . / D

2

43x1 C x2

5x1 C 7x2

x1 C 3x2

3

5 D

2

4

3

5#

x1

x2

$D

2

43 15 71 3

3

5#

x1

x2

$

A

T AA

T T R3

A A 3 # 2 A R3 AA A

R3 R3

x2

The transformation T is notonto .3

e2

e1x1

x2

T

T

x3

x1

Span{a1, a2}

a1

a2

T W R2 ! R2

2 2 " :5 1 1

x2 T

1 2

A 7 # 5 T . / D AR5 R7 T T R7

TT

T W R2 ! R4 T . 1/ D .3; 1; 3; 1/ T . 2/ D ."5; 2; 0; 0/

1 D .1; 0/ 2 D .0; 1/

T W R3 ! R2 T . 1/ D .1; 3/ T . 2/ D .4; "7/T . 3/ D ."5; 4/ 1 2 3

3 # 3

T W R2 ! R2 3"=2

T W R2 ! R2 ""=4T . 1/ D .1=

p2; "1=

p2/

T W R2 ! R21

1 " 2 2 2

T W R2 ! R2

1 2 2 C 3 1

T W R2 ! R2 "3"=4

x1 T . 1/ D ."1=p

2; 1=p

2/

T W R2 ! R2 x1

x2 D x1

T W R2 ! R2

2 2 " 2 1 1

x2 D "x1

T W R2 ! R2 x2

"=2

T W R2 ! R2

x1 x2

T

T W R2 ! R2 T . 1/T . 2/

T .2; 1/

T(e1) T(e2)

x1

x2

T W R2 ! R2

A D Π1 2! 1 2 #"1

3

$

T

x1

x2

a2

a1

2

4‹ ‹ ‹‹ ‹ ‹‹ ‹ ‹

3

5

2

4x1

x2

x3

3

5 D

2

43x1 " 2x3

4x1

x1 " x2 C x3

3

5

2

4‹ ‹‹ ‹‹ ‹

3

5#

x1

x2

$D

2

4x1 " x2

"2x1 C x2

x1

3

5

Tx1; x2; : : :

T .x1; x2; x3; x4/ D .0; x1 C x2; x2 C x3; x3 C x4/

T .x1; x2/ D .2x2 " 3x1; x1 " 4x2; 0; x2/

T .x1; x2; x3/ D .x1 " 5x2 C 4x3; x2 " 6x3/

T .x1; x2; x3; x4/ D 2x1 C 3x3 " 4x4 .T W R4 ! R/

T W R2 ! R2

T .x1; x2/ D .x1 C x2; 4x1 C 5x2/ T . / D.3; 8/

T W R2 ! R3

T .x1; x2/ D .x1 " 2x2; "x1 C 3x2; 3x1 " 2x2/T . / D ."1; 4; 9/

T W Rn ! Rm

n # n

T W R2 ! R2

' T

T W Rn ! Rm Rm

Rn Rm

A 3 # 2 7!A

Rn Rm

Rn Rm

n # n

R2

R2#

a 00 d

$

a d ˙1

T W Rn ! Rm

Rn Rm

A 3 # 2 7! AR2 R3

T

T W R3 ! R4

T W R4 ! R3

T W Rn ! Rm A

T A

T W Rn ! Rm A

T Rn Rm A

A T W Rn ! Rm

T . / D B

m # n B AT A D B A B

T

T W Rn ! Rm Rn Rm

m n Tm n

S W Rp ! Rn T W Rn ! Rm

7! T .S. //Rp Rm T .S.c C d //

; Rp c d

TT

T R5

R5

2

664

"5 10 "5 48 3 "4 74 "9 5 "3

"3 "2 5 4

3

775

2

664

7 5 4 "910 6 16 "412 8 12 7"8 "6 "2 5

3

775

2

66664

4 "7 3 7 56 "8 5 12 "8

"7 10 "8 "9 143 "5 4 2 "6

"5 6 "6 "7 3

3

77775

2

66664

9 13 5 6 "114 15 "7 "6 4"8 "9 12 "5 "9"5 "6 "8 9 813 14 15 2 11

3

77775

1 2 1WEB" 1 T . 1/ D " 1 2 2 " :5 1

x2 1 " 1

10

10

10

!1

Shear transformation Re!ection through the x2-axis

x2

01

!.51

.51

x1

x2 x2

x1 x1

2 2 " :5 1 2 C :5 1 T . 2/ D 2 C :5 1

T

%T . 1/ T . 2/

&D

%" 1 2 C :5 1

&D

#"1 :5

0 1

$

T A A

T AA R7

T

WEB

: : : :

x1 x2 x3

'x1

(!' (

x1

x1

'x1

(!' (

D x1 1

1 2 3

x2 2 x3 3

x2 x3

x1 1 C x2 2 C x3 3 D

2

436 51 13 3352 34 74 450 7 1 3

3

5 % ! ! ! %

2

41 0 0 :2770 1 0 :3920 0 1 :233

3

5

x1 x2 x3

":233

WEB

V D RI

V R #I

I1; I2 I3

RI

1 !1 !

1 !1 !

4 !4 !

DC

BA

1 !

3 !

5 volts

20 volts

30 volts

I2

I1

I3

I1

RI

4I1 C 4I1 C 3I1 D .4 C 4 C 3/I1 D 11I1

AB RI 3I2

RI 11I1 " 3I2 C30

11I1 " 3I2 D 30

"3I1 C 6I2 " I3 D 5

"3I1

6I2

"I3 D "1 ! I3

"I2 C 3I3 D "25

"5

11I1 " 3I2 D 30

"3I1 C 6I2 " I3 D 5

" I2 C 3I3 D "25

I1 D I2 DI3 D "8 I3

I1

2

411"3

0

3

5

"1

C I2

2

4"3

6"1

3

5

"2

C I3

2

40

"13

3

5

"3

D

2

4305

"25

3

5

"

1

I1 I1

1

2 3

R D ; R D Π1 2 3 ! D

2

4I1

I2

I3

3

5

RR D

R D

2

43000

3

5; R D

2

4050

3

5; R D

2

400

"25

3

5

B D

A B

I1 " I2 D 3 " 1 D I1

I2 " I3 D

0 1

2; : : : : k

kA 1 D A 0 2 D A 1

kC1 D A k k D 0; 1; 2; : : :

1 2 0

k

k k

r0 s0 0

0 D#

r0

s0

$

1 D#

r1

s1

$; 2 D

#r2

s2

$; 3 D

#r3

s3

$; : : :

.03

.05

.95 .97

City Suburbs

r0

#:95r0

:05r0

$D r0

#:95:05

$

s0

s0

#:03:97

$

#r1

s1

$D r0

#:95:05

$C s0

#:03:97

$D

#:95 :03:05 :97

$#r0

s0

$

1 D M 0

M

#:95:05

:03:97

$

2 D M 1

kC1 D M k k D 0; 1; 2; : : :

f 0; 1; 2; : : :g

0 D#

600;000400;000

$

1 D#

:95 :03:05 :97

$#600;000400;000

$D

#582;000418;000

$

2 D M 1 D#

:95 :03:05 :97

$#582;000418;000

$D

#565;440434;560

$

k 7! kC1

AA D

B B

I1

I2

I3

I4

1 !

2 !

4 !

3 !

3 !

4 !

1 !

1 !

20 V

30 V

10 V

20 V

10 V

1 !

5 !

1 !

2 !

4 !

I1

I2

I3

I4

4 !

1 !

2 !

2 !

20 V

40 V

10 V

30 V

3 !

1 !

4 !

2 !

3 !

10 VI4I1

I3I23 !

5 !

1 !

7 !

6 !

2 ! 20 V

40 V

30 V

4 !

4 !

I1 I4

I2 I3

I5

2 !

1 !

2 !

1 !

1 !

3 !

50 V 40 V

20 V30 V

1 ! 3 !

4 !

3 !

2 !

3 !

0

0

4

2

4:97:00:03

:05:90:05

:10:05:85

3

5

M 0

k k D 1; : : : ; 20

T1 T2 T3 T4

Tk

.20; 27:5; 30; 22:5/

20º 20º

20º 20º

1 2

4 3

(a)

Plate A

10º

10º

40º

40º

0º 0º

10º 10º

1 2

4 3

(b)

Plate B

A D

2

436 51 1352 34 740 7 1:1

3

5; D

2

4x1

x2

x3

3

5; D

2

433453

3

5

n nn

ΠA !ΠC !

A D C D

A DA D

A m # n A DA Rm

ΠA !

A DA B

A D

A m # n A DRm A m

m # n AA D

Rm

n # n A nA n # n

3 # 3 A BA B

A m # n A DA D

A D

A B m # nA Rm B

S D f 1; 2; 3g R3

S

f ; ; gR2

R5

Rm " f ; gR2

Rn

1 2 3 R52

1 3 1 2

f 1; 2; 3g

A 6 # 5 7! AR5 R6

A m # n m7! A

a bax D b

a b

.x; y; ´/

ax C by C c´ D d

R3 a b c

Three planes intersectingin a line

Three planes intersectingin a point

Three planes with nointersection

Three planes with nointersection

(a) (b)

(c) (c')

h k

x1 C 3x2 D k

4x1 C hx2 D 8

"2x1 C hx2 D 1

6x1 C kx2 D "2

4x1 " 2x2 C 7x3 D "5

8x1 " 3x2 C 10x3 D "3

A

TT

b1 b2 b3

2x1 " 4x2 " 2x3 D b1

"5x1 C x2 C x3 D b2

7x1 " 5x2 " 3x3 D b3

f 1; 2; 3g

A

TT

A

A 2 # 3 R2

A 3 # 3 R3

#56

$

f.x; y/ W y D 2xgf.x; y/ W y D x=2g

1; 2 R2

A D Π1 2! A D

a2

a1

b

x1

x2

2 # 3 AA D R3

2 # 3 AA D R3

3 # 3 AA

A

2

43

"21

3

5 D

2

4000

3

5

a

'#1a

$;

#a

a C 2

$(

a; : : : ; f

2

4a00

3

5

2

4bc0

3

5

2

4def

3

5

2

664

a100

3

775

2

664

bc10

3

775

2

664

def1

3

775

A

A D

2

664

1 0 0 02 5 0 03 6 8 04 7 9 10

3

775

f 1; 2; 3; 4g R5

f 1; 2; 3g 4

f 1; 2; 3gf 1; 2g Rn

f 1; 1 C 2g

1; 2; 3 R3

f 1; 2; 3g

T W Rn ! Rm

T . / D T ." / D "T W R3 ! R3

x2 D 0T .x1; x2; x3/ D .x1; "x2; x3/ T

A 3 # 37! A R3 R3

Rn Rn

R2

#a "bb a

$; a2 C b2 D 1

a b

#43

$ #50

$

(4, 3)

(5, 0)x1

x2

R2

R3

a b

2

4a 0 "b0 1 0b 0 a

3

5

2

4234

3

5 D

2

42p

530

3

5 ; a2 C b2 D 1

x1 x2

x3

x1

2

4378

3

5

WEB