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Young Won Lim 4/13/15 Linear Equations with Constant Coefficients (2A)

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Page 1: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Young Won Lim4/13/15

Linear Equations with Constant Coefficients (2A)

Page 2: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Young Won Lim4/13/15

Copyright (c) 2011 - 2014 Young W. Lim.

Permission is granted to copy, distribute and/or modify this document under the terms of the GNU Free Documentation License, Version 1.2 or any later version published by the Free Software Foundation; with no Invariant Sections, no Front-Cover Texts, and no Back-Cover Texts. A copy of the license is included in the section entitled "GNU Free Documentation License".

Please send corrections (or suggestions) to [email protected].

This document was produced by using OpenOffice and Octave.

Page 3: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 3 Young Won Lim4/13/15

Homogeneous Linear Equations with constant coefficients

Page 4: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 4 Young Won Lim4/13/15

Types of First Order ODEs

d yd x

= g(x , y) y ' = g(x , y )

A General Form of First Order Differential Equations

a1(x)d yd x

+ a0(x) y = g(x) a1(x) y ' + a0(x ) y = g(x)

d yd x

= g1(x)g2( y ) y ' = g1(x)g2( y)

M (x , y)dx + N (x , y)dy = 0∂ z∂ x

d x +∂ z∂ y

dy=0 z = f (x , y)

y = f (x)

y = f (x)

Separable Equations

A General Form of First Order Differential Equations

Linear Equations

Exact Equations

Page 5: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 5 Young Won Lim4/13/15

Second Order ODEs

a1(x)d yd x

+ a0(x) y = g(x) a1(x) y ' + a0(x) y = g(x )

First Order Linear Equations

a2(x)d2 yd x2 + a1(x)

d yd x

+ a0(x) y = g(x) a2(x) y ' ' + a1(x) y ' + a0(x) y = g(x)

Second Order Linear Equations

a2d2 yd x2 + a1

d yd x

+ a0 y = g(x) a2 y ' ' + a1 y ' + a0 y = g(x)

Second Order Linear Equations with Constant Coefficients

ad2 yd x2 + b

d yd x

+ c y = g(x) a y ' ' + b y ' + c y = g(x)

Page 6: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 6 Young Won Lim4/13/15

Auxiliary Equation

y = emxtry a solution

ad2

d x2 {emx} + b

dd x

{em x} + c {emx}= 0

a {m2em x} + b {mem x} + c {emx}= 0

(am2 + bm + c)⋅em x = 0

(am2 + bm + c) = 0

a {em x}' ' + b {em x}' + c {em x}= 0

a {m2em x} + b {mem x} + c {em x}= 0

(am2 + bm + c)⋅em x = 0

(am2 + bm + c) = 0

auxiliary equation

Homogeneous Second Order DEs with Constant Coefficients

ad2 yd x2 + b

d yd x

+ c y = 0 a y ' ' + b y ' + c y = 0

Page 7: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 7 Young Won Lim4/13/15

Roots of the Auxiliary Equation

y = emxtry a solution (am2

+ bm + c) = 0

auxiliary equation

m1 = (−b + √b2−4ac)/2a

m2 = (−b − √b2−4ac)/2a

Real, distinct m1, m

2

Real, equal m1, m

2

Conjugate complex m1, m

2

b2−4ac > 0

b2−4ac = 0

b2−4ac < 0

Homogeneous Second Order DEs with Constant Coefficients

ad2 yd x2 + b

d yd x

+ c y = 0 a y ' ' + b y ' + c y = 0

(A)

(B)

(C)

y1 = em1 x , y2 = em2 x

y1 = em1 x , y2 = em2 x

y1 = em1 x = y2 = em2 x

Page 8: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 8 Young Won Lim4/13/15

Linear Combination of Solutions

C1

DEQ

y3 = y1 + y2

ad2 yd x2 + b

d yd x

+ c y = 0

y1 y2+ C2

y 4 = y1 − y2

a y1 ' ' + b y1 ' + c y1 = 0

a y 2 ' ' + b y2 ' + c y2 = 0

a( y1 ' '+ y2 ' ' ) + b( y1 '+ y2 ' ) + c( y1+ y2) = 0

y5 = y3 + 2 y4

y6 = y3 − 2 y4

y1

y2

a(C1 y1 ' '+C2 y2 ' ' ) + b(C1 y1 '+C2 y2 ' ) + c (C1 y1+C2 y2)= 0

a(C1 y1+C2 y2) ' ' + b(C1 y1+C2 y2) ' + c(C1 y1+C2 y 2)= 0

a( y1+ y2) ' ' + b( y1+ y2) ' + c( y1+ y2) = 0

Page 9: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 9 Young Won Lim4/13/15

Solutions of 2nd Order ODEs

C1

DEQ

ad2 yd x2 + b

d yd x

+ c y = 0

y1 y2+ C2

y1

y2

y1 = em1 x

y2 = em2 x

(D > 0)y = C1em1x + C2e

m2 x

y = C1em1x

y = C1em1x + C2e

m2 x

y1 = em1 x y1 = em1 x

y2 = em2 x

(D = 0)

(D < 0)

?

(am2 + bm + c) = 0

auxiliary equation

m1 = (−b + √b2−4ac)/2a

m2 = (−b − √b2−4ac)/2a

(D > 0) (D = 0) (D < 0)

Page 10: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 10 Young Won Lim4/13/15

Linear Independent Functions

C1 = C2 = 0y1 y2+ C2 = 0

always zero means all coefficients must be zero

C1

if not all zero, y1 can be represented by y

2, and vice versa.

y1 =−C2

C1

y2 = a y2C1 ≠ 0

C2 ≠ 0 y2 =−C1

C2

y1 = b y1

y1 and y

2 .are linearly independent functions

y1 and y

2 .are linearly dependent functions

y1 simply a constant multiple of y

2, and vice versa.

Page 11: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 11 Young Won Lim4/13/15

Linear Independent Functions Example (1)

y1 = e2x y2 = 3e2x

y1 = e2x y2 = x e2x

3⋅{e2 x}−1⋅{3e2 x}= 0

0 {e2x}+0⋅{x e2x

}= 0

−6⋅{e2 x}+2⋅{3e2x

}= 0⋯ ⋯

linearly independent functions

linearly independent functions

C1 C2

C1 C2

y 1

y 2

=e2 x

3e2x =13

= c

y 1

y 2

=e2x

x e2x =1x

= u(x)

many solutions of C1, C2

the only solution C1, C2

Page 12: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 12 Young Won Lim4/13/15

Linear Independent Functions Example (2)

y1 = e2 x y2 = 3e2 x

y1 = e2x y2 = x e2x

linearly dependent functions

linearly independent functions

general solution

y = c1e2 x

+ c2⋅3e2 x (m − 2)2 = 0

m2 − 4m + 4 = 0

y1 ' = 2 e2 x

y1 ' ' = 4 e2 x

4 y1 = 4 e2x

−4 y1 ' =−8 e2 x

y1 ' ' = 4 e2 x

0

y2 ' = e2x + 2 x e2x

y2 ' ' = 2e2x + 2e2x + 4 x e2x

4 y2 = 4 x e2x

−4 y2 ' =−4 e2x − 8 x e2 x

y2 ' ' = 4 e2 x + 4 x e2x

0

general solution

y = c1e2 x + c2 x e2 x

y = (c1 + 3c2)e2x = Ce2 x

y1 = e2x

y2 = x e2x

y ' ' − 4 y ' + 4 y = 0

Page 13: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 13 Young Won Lim4/13/15

Fundamental Set of Solutions

there can be at most two linearly independent functions

Fundamental Set of Solutions

C1

Second Order EQ

ad2 yd x2 + b

d yd x

+ c y = 0

y1 y2+ C2

y1

y2

Second Order

any n linearly independent solutions ofthe homogeneous linear n-th order differential equation

y = C1em1x + C2e

m2 x

y = C1em1x + C2 x em1x

y = C1em1x + C2e

m2 x = C1e(α+iβ) x

+ C2e(α−iβ)x

{y1 , y2}

Functions y1 and y

2 are either

● linearly independent functions or● linearly dependent functions

Page 14: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 14 Young Won Lim4/13/15

Linear Independent Functions and Wronskian

C1 = C2 = 0y1 y2+ C2 = 0

always zero means all coefficients must be zero

C1

y1 and y

2 .are linearly independent functions

C1 y1 + C2 y2 = 0

C1 y1 ' + C2 y2 ' = 0 [ y1 y2

y1 ' y2 ' ][C1

C2] = [00 ]

[C1

C2] = [ y1 y2

y1 ' y2 ' ]−1

[00 ] = [00]∣ y1 y 2

y1 ' y2 ' ∣ ≠ 0

W ( y 1 , y 2) ≠ 0

the only solution:trivial

If the inverse matrix exists

Page 15: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 15 Young Won Lim4/13/15

(A) Real Distinct Roots Case

y = emxtry a solution (am2 + bm + c) = 0 auxiliary equation

Real, distinct m1, m

2

Real, equal m1, m

2

Conjugate complex m1, m

2

b2−4ac > 0

b2−4ac = 0

b2−4ac < 0

y = C1em1x + C2e

m2 x

y = C1em1x + C2 x em1x

y = C1em1x + C2e

m2 x = C1e(α+iβ) x

+ C2e(α−iβ)x

y1 = em1 x

Homogeneous Second Order DEs with Constant Coefficients

ad2 yd x2 + b

d yd x

+ c y = 0 a y ' ' + b y ' + c y = 0

y2 = em2 x

m1 = (−b + √b2−4ac)/2a

m2 = (−b − √b2−4ac)/2a

Page 16: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 16 Young Won Lim4/13/15

(B) Repeated Real Roots Case

Real, distinct m1, m

2

Real, equal m1, m

2

Conjugate complex m1, m

2

b2−4ac > 0

b2−4ac = 0

b2−4ac < 0

y = C1em1x + C2e

m2 x

y = C1em1x + C2 x em1x

y = C1em1x + C2e

m2 x = C1e(α+iβ) x

+ C2e(α−iβ)x

em1 x = em2 x = e−

b2a

x

Homogeneous Second Order DEs with Constant Coefficients

ad2 yd x2 + b

d yd x

+ c y = 0 a y ' ' + b y ' + c y = 0

y = emxtry a solution (am2 + bm + c) = 0 auxiliary equation

m1 = (−b + √b2−4ac)/2a

m2 = (−b − √b2−4ac)/2a

b2−4ac = 0

m1 =−b /2a

m2 =−b /2a

Page 17: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 17 Young Won Lim4/13/15

(C) Complex Roots of the Auxiliary Equation

Real, distinct m1, m

2

Real, equal m1, m

2

Conjugate complex m1, m

2

b2−4ac > 0

b2−4ac = 0

b2−4ac < 0

y = C1em1x + C2e

m2 x

y = C1em1x + C2 x em1x

y = C1em1x + C2e

m2 x = C1e(α+iβ) x

+ C2e(α−iβ)x

Homogeneous Second Order DEs with Constant Coefficients

ad2 yd x2 + b

d yd x

+ c y = 0 a y ' ' + b y ' + c y = 0

y = emxtry a solution (am2 + bm + c) = 0 auxiliary equation

m1 = (−b + √b2−4 ac )/2a

m2 =(−b − √b2−4a c)/2a

m1 = (−b + √4 ac−b2 i)/2a

m2 =(−b − √4 ac−b2 i)/2a

y1 = em1 x

y2 = em2 x

Page 18: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 18 Young Won Lim4/13/15

Complex Exponential Conversion

Conjugate complex m1, m

2b2−4ac < 0 y = C1e

m1x + C2em2 x = C1e

(α+iβ) x+ C2e

(α−iβ)x

Pick two homogeneous solution

y1 = {e(α+iβ)x+ e(α−iβ) x

}/2

y2 = {e(α+ iβ) x − e(α−iβ) x}/2i

= eα xcos(β x)

= eα xsin (β x)

(C1=+1 /2, C2=+1 /2)

(C1=+1 /2 i , C2=−1 /2 i)

y = C3eα xcos(β x) + C4e

α xsin(β x)= eα x(C3cos(β x) + C4sin (β x))

Homogeneous Second Order DEs with Constant Coefficients

ad2 yd x2 + b

d yd x

+ c y = 0 a y ' ' + b y ' + c y = 0

m1 = (−b + √b2−4 ac)/2a

m2 =(−b − √b2−4a c)/2a

m1 = (−b + √4 ac−b2 i)/2a

m2 =(−b − √4 ac−b2 i)/2a

y1 = em1 x

y2 = em2 x

= α + iβ

= α − iβ

Page 19: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 19 Young Won Lim4/13/15

Wronskian

Second Order EQ

ad2 y

d x2+ b

d yd x

+ c y = 0y1

y2

e(α+iβ) x

e(α−iβ) x

{e(α+iβ) x+ e(α−iβ) x

}/2

{e(α+iβ) x− e(α−iβ) x

}/2 i

= eα x cos(β x)

= eα x sin(β x )

12

y1 y2+ 12

y3 =

12 i

y1 y2− 12 i

y4 =

| e(α+i β)x e(α− iβ)x

(e(α +iβ)x) ' (e(α−iβ)x) ' |= | e(α+iβ)x e(α−iβ)x

(α+iβ)e(α+iβ)x ' (α−iβ)e(α−i β) x |= (α−iβ)e2α x − (α+iβ)e2α x

= (−i2β)e2α x ≠ 0

| eα x cos (β x) eα x sin (β x)

(eα xcos (β x))' (eα xsin (β x)) ' | = | eα xcos (β x) eα xsin (β x)

(α eα x cos (β x) − β eα xsin (β x)) (α eα x sin (β x) + βeα xcos (β x)) |= eα x cos(β x)(α eα x sin (β x) + βeα xcos (β x)) − eα xsin (β x)(α eα x cos(β x) − β eα x sin (β x))

= eα x cos(β x)β eα x cos(β x) + eα xsin (β x)βeα xsin (β x) = β e2α x (cos2(β x) + sin2(β x)) = β e2α x ≠ 0

Page 20: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 20 Young Won Lim4/13/15

Wronskian : Linear Independent

Second Order EQ

ad2 y

d x2+ b

d yd x

+ c y = 0y1

y2

e(α+iβ) x

e(α−iβ) x

{e(α+iβ) x+ e(α−iβ) x

}/2

{e(α+iβ) x− e(α−iβ) x

}/2 i

= eα x cos(β x)

= eα x sin(β x )

12

y1 y2+ 12

y3 =

12 i

y1 y2− 12 i

y4 =

| e(α+i β)x e(α− iβ)x

(e(α +iβ)x) ' (e(α−iβ)x) ' | ≠ 0

| eα x cos (β x) eα x sin (β x)

(eα xcos (β x))' (eα xsin (β x)) ' | ≠ 0

linearly independent

Fundamental Set of Solutions

linearly independent

Fundamental Set of Solutions

Page 21: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 21 Young Won Lim4/13/15

Fundamental Set Examples (1)

Second Order EQ

ad2 yd x2 + b

d yd x

+ c y = 0y1

y2

e(α+iβ) x

e(α−iβ) x

{e(α+iβ) x+ e(α−iβ)x

}/2

{e(α+iβ) x− e(α−iβ) x

}/2i

= eα xcos(β x)

= eα xsin (β x)

12

y1 y2+ 12

y3 =

12 i

y1 y2− 12 i

y4 =

Page 22: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 22 Young Won Lim4/13/15

Fundamental Set Examples (2)

Second Order EQ

ad2 yd x2 + b

d yd x

+ c y = 0y1

y2

e(α+iβ) x

e(α−iβ) x

eα x[cos(β x) + i sin(β x)]

eα x[cos(β x) − i sin(β x)]

= eα xcos(β x)

= eα xsin (β x)

y3

y4

y3 y4+i

y3 y4−i

=

=

Page 23: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 23 Young Won Lim4/13/15

General Solution Examples

C1

Second Order EQ

ad2 yd x2 + b

d yd x

+ c y = 0

y1 y2+ C2 C1e(α+iβ) x + C2 e

(α−iβ) x

c3eα x cos(β x) + c4 e

α x sin(β x)= eα x (c3 cos(β x) + c4 sin(β x))

c3 y3 y4+ c3

linearly independent

Fundamental Set of Solutions {y1, y2}={e(α+iβ) x , e(α−iβ)x}

General Solution

General Solution

linearly independent

Fundamental Set of Solutions {y 3, y4}={eα xcos(β x) , eα xsin (β x)}

Page 24: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 24 Young Won Lim4/13/15

General Solutions- Homogeneous Equation- Non-homogeneous Equation

Page 25: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 25 Young Won Lim4/13/15

General Solution – Homogeneous Equations

(am2+ bm + c) = 0

auxiliary equation

m1 = (−b + √b2−4ac)/2a

m2 = (−b − √b2−4ac)/2a

Real, distinct m1, m

2

Real, equal m1, m

2

Conjugate complex m1, m

2

b2−4ac > 0

b2−4ac = 0

b2−4ac < 0

y = C1em1x + C2e

m2 x

y = C1em1x + C2 x em1x

y = C1em1x + C2e

m2 x = C1e(α+iβ) x

+ C2e(α−iβ)x

Homogeneous Second Order DEs with Constant Coefficients

ad2 yd x2 + b

d yd x

+ c y = 0 a y ' ' + b y ' + c y = 0

(A)

(B)

(C)

Page 26: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 26 Young Won Lim4/13/15

General Solution – Nonhomogeneous Equations

Nonhomogeneous Second Order DEs with Constant Coefficients

ad2 yd x2 + b

d yd x

+ c y = g(x) a y ' ' + b y ' + c y = g(x)

Homogeneous Second Order DEs with Constant Coefficients

ad2 yd x2 + b

d yd x

+ c y = 0 a y ' ' + b y ' + c y = 0

y = c1 y1 + c2 y2

The general solution for a homogeneous linear n-th order differential equation

The general solution for a nonhomogeneous linear n-th order differential equation

y = c1 y1 + c2 y2 + y p

particular solution

complementary function

Page 27: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 27 Young Won Lim4/13/15

Complementary Function

DEQ

ycy p +

y p

c1 y1 y2+ c2

y1

y2

particular solution

complementary function

Associated DEQ

ad2 yd x2 + b

d yd x

+ c y = g(x)

ad2 yd x2 + b

d yd x

+ c y = 0

general solution –nonhomogeneous eq

general solution – homogeneous eq

Page 28: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Linear Equations (1A) 28 Young Won Lim4/13/15

yc and y

p

DEQ

yc y p+

y p particular solutionad2 yd x2 + b

d yd x

+ c y = g(x)

general solution –nonhomogeneous eq

ad2 yc

d x2+ b

d yc

d x+ c yc

many such complementary functions

c i many possible coefficients

ad2 y p

d x2+ b

d y p

d x+ c y p

only one particular functions

coefficients can be determined

0

g(x)

Page 29: Linear Equations with Constant Coefficients (2A) · 2018-01-08 · Linear Equations (1A) 13 Young Won Lim 4/13/15 Fundamental Set of Solutions there can be at most two linearly independent

Young Won Lim4/13/15

References

[1] http://en.wikipedia.org/[2] M.L. Boas, “Mathematical Methods in the Physical Sciences”[3] E. Kreyszig, “Advanced Engineering Mathematics”[4] D. G. Zill, W. S. Wright, “Advanced Engineering Mathematics”[5] www.chem.arizona.edu/~salzmanr/480a