linear algebra 线性代数. linear algebra chapter 1 linear equations 线性方程(组) chapter...
DESCRIPTION
Linear Equations 1.1 System of linear Equations 1.2 Row Reduction and Echelon Forms 1.3 Vector Equations 1.4 The Matrix Equation Ax = b 1.5 Solution Sets of Linear Systems 1.7 Linear IndependenceTRANSCRIPT
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Linear Algebra
线性代数
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Linear Algebra
• Chapter 1 Linear Equations 线性方程(组)• Chapter 2 Matrix Algebra 矩阵代数• Chapter 3 Determinants 行列式• Chapter 4 Vector Spaces 向量空间• Chapter 5 Eigenvalues and Eigenvectors
特征值、特征向量
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Linear Equations
• 1.1 System of linear Equations • 1.2 Row Reduction and Echelon Forms • 1.3 Vector Equations • 1.4 The Matrix Equation Ax = b • 1.5 Solution Sets of Linear Systems • 1.7 Linear Independence
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System of linear Equations
• What is a linear equation? 线性方程• A:
• Coefficients : a1,…, an
• Exp:
1 1 2 2 n na x a x a x b
1 2 43 4 6 9x x x
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• What is a system of linear equations ( linear system ) ? 线性方程组,线性系统
11 1 12 2 1 1
21 1 22 2 2 2
1 1 2 2
n n
n n
m m mn n m
a x a x a x ba x a x a x b
a x a x a x b
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• Solution 解• Solution set 解集• Equivalent 等价• Exp:
1 2
1 2
3 2 65 4 8x xx x
1 2
1 2
2 72 4 14x xx x
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• A system of linear equations has either – 1. no solution, or – 2. exactly one solution, or – 3. infinitely many solutions.
1 2 1 2 1 2
1 2 1 2 1 2
2 1, 2 1, 2 1,2 3. 3 3. 2 1.
x x x x x xx x x x x x
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• Consistent ( 相容的,有解的 ) inconsistent ( 不相容的,无解的 )
• A linear system is consistent if it has at least one solution.
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Matrix Notion
• A rectangular array --- Matrix 矩阵 11 1 12 2 1 1
21 1 22 2 2 2
1 1 2 2
n n
n n
m m mn n m
a x a x a x ba x a x a x b
a x a x a x b
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• Coefficient matrix ( matrix of coefficients ) 系数矩阵11 12 1
21 22 2
1 2
n
n
m m mn
a a aa a a
a a a
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• Augmented matrix 增广矩阵11 12 1 1
21 22 2 2
1 2
n
n
m m mn m
a a a ba a a b
a a a b
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• Size ( of a matrix ) m by n 一个矩阵是 m 乘 n 的
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Elementary Row Operations行初等变换 • ( Replacement ) Replace one row by the
sum of itself and a multiple of another row.
• ( Interchange ) Interchange two rows.• ( Scaling ) Multiply all entries in a row by
a nonzero constant.
• 替换 交换 倍乘
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1 2 1 00 2 8 84 5 9 9
1 2 1 00 2 8 84 5 9 9
1 2 1 00 1 4 40 0 1 3
Exp1: Determine if the linear system is consistentwhich the augmented matrix is
..….
1 2 1 00 2 8 80 3 13 9
1 2 1 00 1 4 40 3 13 9
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Solution:
0 1 4 82 3 2 15 8 7 1
0 1 4 82 3 2 15 8 7 1
2 3 2 10 1 4 80 0 0 2.5
Exp2: Determine if the linear system is consistentwhich the augmented matrix is .
… …
2 3 2 10 1 4 85 8 7 1
2 3 2 10 1 4 80 0.5 2 1 5
.
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Solving a Linear System Exp3:
1 2 3
2 3
1 2 3
2 02 8 8
4 5 9 9
x x xx x
x x x
1 0 0 290 1 0 160 0 1 3
1 2 1 00 2 8 80 3 13 9
1 2 3
2 3
2 3
2 02 8 83 13 9
x x xx xx x
1
2
3
2916
3
xx
x
1 2 1 00 2 8 84 5 9 9
1 2 1 00 1 4 40 3 13 9
1 2 1 00 1 4 40 0 1 3
1 2 0 30 1 0 160 0 1 3
1 2 3
2 3
3
2 04 4
3
x x xx x
x
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27403212
321
321
321
xxxxxxxxx
Ex4 : Find the general solutions of the linear system
201
174132121
A
22
1
310310121
02
1
000310121
023
000310501
023
000310
501
.23
35
3
32
31
freeisxxxxx
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Ex5 : Find the general solutions of the linear system
2132
130
4321
4321
4321
xxxx
xxxxxxxx
2/110
32113111
1111A
2/110
21004200
1111
02/1
0
00002100
1111
02/12/1
000021001011
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.,212
21
42
43
421
freearexx
xx
xxx