BasismŁnec sto bibl—o tou G.Strang · PDF fileShmei‚seic maj€matoc M1122...

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Σηmειώσεις mαθήmατος Μ1122 Γραmmική ΄Αλγεβρα Ι Βασισmένες στο βιβλίο του G.Strang Χρήστος Κουρουνιώτης ΤΜΗΜΑ ΜΑΘΗΜΑΤΙΚWΝ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΡΗΤΗΣ 2011

Transcript of BasismŁnec sto bibl—o tou G.Strang · PDF fileShmei‚seic maj€matoc M1122...

  • 1122

    G.Strang

    2011

  • 1122 , 2009, - , Rn Cn. - Gauss, Rn Cn, . - . .

    G.Strang, , 2006 (Linear Algebra and its Applications, Fourth Edition,Thomson, 2006).

  • 1 Gauss 1

    2 32

    3 58

    4 68

    5 89

    6 , . 112

  • 1

    Gauss

    , .

    2x y = 1x + y = 5

    . () .

    2x y = 1

    : x- 1/2 y- 1.

    x + y = 5

    x- 5 y- 5. , , , (x, y) . -, (2, 3).

    ; , . ,

    2x y = 14x + 2y = 0

    . ,

    2x y = 14x + 2y = 2

    : (x, y) .

    1

  • 2

    :

    x

    [21

    ]+ y

    [ 11

    ]=

    [15

    ].

    - , x y, . , , .

    ; , - . , . , .

    3 .

    2u + v + w = 54u 6v = 2

    2u + 7v + 2w = 9(1.1)

    (). (5

    2, 0, 0), (0, 5, 0), (0, 0, 5).

    u- v- (12, 0, 0) (0, 1

    3, 0).

    u = 0 v = 0 0w = 2, . w-. . , . . , (1, 1, 2).

    ; . :

    ,

    , ,

    , .

    ,

    , ,

    .

    , .

    (1.1) ,

    u

    24

    2

    + v

    16

    7

    + w

    102

    =

    52

    9

    . (1.2)

  • 1 Gauss 3

    u, v w . , R3 . , , , (u, v, w) = (1, 1, 2).

    ; -, , . .

    u

    123

    + v

    101

    + w

    134

    = b .

    b =

    257

    .

    b =

    256

    . -

    . , . - , .

    1.1 x + 2y = 2x y = 1

    . .

    . .

    . x y , .

    . ( ) , .

    1.2 :[

    11

    ]x +

    [2

    1]

    y =

    [21

    ]

    , x y 1.1, .

  • 4

    1.3 .

    .2u + v + w = 54u + 2v + 2w = 6

    2u + 7v + 2w = 9

    .u + v + w = 2

    2u + + 3w = 53u + v + 4w = 6

    .u + v + w = 2

    2u + + 3w = 53u + v + 4w = 7

    . 1 Rn, n 0.

    R0 = {0} Rn = {(x1, x2, . . . , xn) |xi R, i = 1, 2, . . . , n} .

    Rn , Rn - ( ). x1, . . . , xn x = (x1, x2, . . . , xn) Rn.

    , , (x1, x2, x3) - . , (0, 0, 0) (x1, x2, x3). , . , Rn n- , x = (x1, x2, . . . , xn).

    , , ,

    x =

    x1x2...

    xn

    ,

    , , , , (x1, x2, . . . , xn).

    1 6 ,

    Cn = {(z1, z2, . . . , zn) | zi C, i = 1, 2, . . . , n} .

  • 1 Gauss 5

    Rn n , , .

    , :

    1234

    +

    201

    5

    =

    324

    1

    .

    ,

    x1x2...

    xn

    +

    y1y2...

    yn

    =

    x1 + y1x2 + y2

    ...xn + yn

    .

    , , :

    2

    2015

    =

    2

    202

    52

    .

    ,

    x1x2...

    xn

    =

    x1x2...

    xn

    .

    , (),

    x1x2...

    xn

    +

    y1y2...

    yn

    +

    z1z2...zn

    =

    x1 + y1 + z1x2 + y2 + z2

    ...xn + yn + zn

    .

    , - , .( R3.) x = (x1, x2, . . . , xn) y = (y1, y2, . . . , yn) , x y

    x y = x1y1 + x2y2 + + xnyn .

    n n , :

    -, 2 Rn, n .

    2 n 1!

  • 6

    , - .

    1.4 y1, y2, y3 (0, y1), (1, y2) (2, y3) ;

    1.5

    31

    2

    ,

    11

    4

    ,

    20

    1

    . 2.

    . 2 2.

    . 2 2.

    . 1.

    ;

    1.6 :

    u + v + w + z = 6u + w + z = 4u + w = 2 .

    , ; - u = 1; .

    1.7 , 4 . . . . . . . . . . . . . . .., 4 - b. (1, 0, 0, 0), (1, 1, 0, 0), (1, 1, 1, 0) (1, 1, 1, 1) b = (3, 3, 3, 2); , x, y, z, t ;

    Gauss

    . - Gauss (Gauss elimination), , . Gauss - (1.1), , , .

  • 1 Gauss 7

    2u + v + w = 54u 6v = 2

    2u + 7v + 2w = 9 u 0. , -

    , u , , 0, u .

    2 . 1 (

    ).

    u . 2 1 u - .

    2u + v + w = 58v 2w = 12

    8v + 3w = 14

    u . - v 0. , v .

    1 . Gauss.

    2u + v + w = 58v 2w = 12

    w = 2

    v . w 0 .

    .

    w = 2 .

    w , 8v 4 = 12, v = 1 .

    v w , 2u + 1 + 2 = 5,

    u = 1 .

    (back substitution). Gauss u, v w -

    , :

  • 8

    , - .

    Gauss , , .

    :

    2 1 1 54 6 0 2

    2 7 2 9

    2 1 1 50 8 2 120 8 3 14

    2 1 1 50 8 2 120 0 1 2

    , , , . n n , n ( ) , , .

    , .

    1. -, , , .

    u + v + w = a2u + 2v + 5w = b4u + 6v + 8w = c

    (1.3)

    1 1 1 a2 2 5 b4 6 8 c

    1 1 1 a0 0 3 2a + b0 2 4 4a + c

    1 1 1 a0 2 4 4a + c0 0 3 2a + b

    , .

    2. -, . . ,

    u + v + w = a2u + 2v + 5w = b4u + 4v + 8w = c

    u,

    1 1 1 a2 2 5 b4 4 8 c

    1 1 1 a0 0 3 2a + b0 0 4 4a + c

    . , . .

  • 1 Gauss 9

    2a + b = 6 4a + c = 7,

    3w = 64w = 7

    . . 2a + b = 6 4a + c = 8,

    3w = 64w = 8

    w = 2. u v. u v . .

    1.8

    2u 3v = 34u 5v + w = 72u v 3w = 5

    . - u, v, w. , .

    . Gauss : , - u . . () () , v -. w v u.

    1.9 b ; b ; , x, y, z.

    x + by z = 0x 2y z = 0

    y + z = 0

    1.10

    u + v + w = 23u + 3v w = 6u v + w = 1

    . Gauss ( ).

  • 10

    . v , .

    1.11 . .

    . (x, y, z) (X, Y, Z) , ;

    . 25 , ;

    1.12 :2x + y = 0x + 2y + z = 0

    y + 2z + t = 0z + 2t = 5.

    1.13 Gauss;

    . , 1 3.

    . - 2 3.

    . , - 1 2 3.

    . .

    -, b. (1.2),

    b =

    52

    9

    .

    , , -,

    x =

    uvw

    . (1.4)

    9 , , ,

    A =

    2 1 14 6 0

    2 7 2

    . (1.5)

  • 1 Gauss 11

    3 3.

    . m n , m n mn m n , [, ]. m = n . m 6= n .

    , -, . n- n 1. , - . :

    [2 1 14 6 0

    ]+

    [3

    6 52 7 2

    ]=

    [5 1 +

    6 4

    2 1 2

    ].

    3

    [2 1 14 6 0

    ]=

    [6 3 3

    12 18 0]

    .

    . i j aij. m n A

    A =

    a11 a12 . . . a1j . . . a1na21 a22 . . . a2j . . . a2n...

    ......

    ...ai1 ai2 . . . aij . . . ain...

    ......

    ...am1 am2 . . . amj . . . amn

    A = [aij]. , A = [aij] B = [bij] mn A+B = [aij +bij]. (A+B)ij ij A + B,

    (A + B)ij = aij + bij ,

    (B)ij = bij .

    (1.2) A, 1.5, x, 1.4. , .

    . m n A n- x m-Ax, i i- A x, Ax = (y1, y2, . . . , yn),

    yi = ai1x1 + ai2x2 + + ainxn, i = 1, . . . , m.

    m n A, n- x m- Ax.

    1.1 3 3 3- 3-,

    1 2 63 0 31 1 4

    250

    =

    2 + 10 + 06 + 0 + 02 + 5 + 0

    =

    1267

    ,

  • 12

    2 3 3- 2-,[

    1 2 63 0 3

    ]

    250

    =

    [2 + 10 + 06 + 0 + 0

    ]=

    [126

    ].

    Ax A x:

    1 2 63 0 31 1 4

    250

    = 2

    131

    + 5

    201

    + 0

    634

    =

    1267

    .

    , -

    :

    (Ax)i =n

    j=1

    aijxj .

    . , , :

    [ 2 1 0 ]

    2 1 14 6 0

    2 7 2

    = [ 0 8 2 ] .

    - . 2 , (1.1).

    [0 0 1

    ],

    [0 0 1

    ]

    2 1 14 6 0

    2 7 2

    = [ 2 7 2 ] .

    . A E:

    E A =

    1 0 02 1 0

    0 0 1

    2 1 14 6 0

    2 7 2

    =

    2 1 10 8 2

    2 7 2

    (1.6)

    . mn A np B. AB m p , ij i- A j- B,

    (AB)ij =n

    k=1

    aikbkj, i = 1, . . . , m j = 1, . . . , p.

  • 1 Gauss 13

    A B.

    1.2 2 2 I 2 3 B:

    I B =

    [1 00 1

    ] [2 3 74 6 0

    ]=

    [2 3 74 6 0

    ].

    1.3 , AB BA:

    AB =[

    1 6] [ 2

    1

    ]=

    [8

    ],

    B A =

    [21

    ] [1 6

    ]=

    [2 121 6

    ].

    1.4 P B, P B:

    P B =

    [0 11 0

    ] [2 37 8

    ]=

    [7 82 3

    ],

    B P =

    [2 37 8

    ] [0 11 0

    ]=

    [3 28 7

    ].

    , .

    1.1 1. i- AB B i- A.

    2. j- AB A j- B.

    . i- AB

    [(AB)i1 . . . (AB)ip

    ]=

    [ nk=1 aikbk1 . . .