direction fields
TRANSCRIPT
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Math 220, Differential Equations
• Professor Charles S.C. Lin• Office: 528 SEO, Phone: 413-3741• Office Hours: MWF 2:00 p.m. & by
appointments• E-mail address: [email protected]
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Teaching Assistant
• Mr. Diego Dominici• Office: 607 SEO• Office Hours: ?• Phone: 996-4814• e-mail: [email protected]
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Please check:
• www.math.uic.edu/~berger/M220/index.html for Syllabus, assignments, etc...
• www.awlonline.com/nagle for interactive CD
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Differential Equation: Classifications
• Ordinary differential equations, order!• Partial differential equations• Linear equations: i.e. linear in the dependent
variable(s).• Nonlinear differential equations: not linear • For example:
cs.aerodynami analysis, stressin appears eq. This
0'" xyyxy
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Explicit solution and Implicit solution
• If a function satisfies a differential equation, for example:
• Such a function, defined explicitly as a function of independent variable x is called an explicit solution. On the other hand, the equation
easily. verifiedbecan which 23
D.E. esatisfy th ,82
3
yx
dxdy
xy
D.E. the satisfies , 0 xye y x
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Given by
• the following:
• The equation
• is said to defined an implicit solution of the equation (*) above.
. )1()1( (*) xy
xy
xeye
dxdy
0 xyeyx
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In fact, there are many solutions to a D.E such as (*) above.
• To find a solution passing through a specific point in xy-plane, we need to impose a condition, known as : initial value, i.e. y(x0) = y0. This is known as the initial value problem. We shall assume that the function f(x,y) is sufficiently smooth, that a solution always exists. Namely:
• Theorem (Existence and uniqueness): The I.V.P.
• always has a unique solution in a rectangle containing the point (x0, y0), if f and f x are continuous there.
00 )( , ),(' yxyyxfy
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• Consider the first order D. E.
• the equation specifies a slope at each point in the xy-plane where f is defined.
• It gives the direction that a solution to the equation must have at each point.
Direction Fields
dydx
f x y ( , )
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A plot of short line segments drawn at various points in the xy-plane showing the slope of the solution curve this is called a “ direction field ” for the differential equation.• The direction field gives us the “ flow of
solutions ”.
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Example• For the equation
• Using Maple • with(DEtools);• eq:=diff(y(t),t)=t^2-y(t);• DEplot(eq,y(t),t=-5..5,y=-5..5,arrows=slim)
dydx
x y 2 .
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Using Maple program, we have the following
• graph:
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Another example:• Consider the logistic equation for the
population of a certain species:
• using maple, we write in commands: • eq:=diff(p(t),t)=3*p(t)-2*p(t)^2;• DEplot(eq,p(t), t=0..5,p=0..5,arrows=slim);• and get
. 2)0( with , 23 2 pppdtdp
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• like this:
Its direction field
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• Consider the differential equation • (*) dy/dx = f(x,y).• The set of points in the xy-plane where all
the solutions have the same slope dy/dx; i.e. the level curves for the function f(x,y) are called the isoclines for the D. E. (*).
• This is the family of curves f(x,y) = C.• This gives us a way to draw direction field.
The Method of Isoclines
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Example
• For the differential equation
• f(x,y) = x + y, and the set of points where: • x + y = c, are straight lines with slope (-1).• We can now draw the isoclines for the D. E.• and the solution passing through a given
initial point can also be drawn.
y x y'
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Let us graph the isoclines of f(x,y) = x + y.
• and compare it to the direction field of it, we see
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Maple example• Let us consider the IVP for y’ = x^2 - y,
with three sets of initial points: [0,-1], [0,0] and [0,2]. What will be the corresponding solutions?
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Separable Equation
• Given a differential equation
• If the function f(x,y) can be written as a product of two functions g(x) and h(y), i.e.
• f(x,y) = g(x) h(y), then the differential eq. is called separable.
dydx
f x y ( , )
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Example
• The equation
• is separable, since
dydx
x xyy
31 2
31
312 2
x xyy
xyy
g x h y
( ) ( ) ( )
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Method for solving separable equation
• Separable equation can be solved easily, • Rewrite the equation:dydx
g x h y
dyh y
g x dx
dyh y
g x dx C
( ) ( )
( )( )
( )( ) .
in the form
then find
antiderivatives on both sides. i.e.
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Example
• Consider the initial value problem
dydx
yx
y
13
1 0( )
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Using Maple:
• we can solve the IVP with the following Maple commands.
• ODE:=diff(y(x),x)=(y(x)-1)/(x-3);• IC:=y(-1)=0;• IVP:={ODE,IC};• GSOLN:=dsolve(ODE,y(x));• Then use the IC to find the arbitrary
constant.
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Linear Equations• We shall study how one can solve a first order
linear differential equation of the form:
• We first rewrite the above equation in the so called “standard form”:
a xdydx
a x y b x1 0( ) ( ) ( ),
yPxyQx '()().
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Integration Factor • Suppose we multiply a function (x) to the
above equation, we get:
• Is it possible for us to find (x) such that the left hand side
• ?
( ) ' ( ) ( ) ( ) ( )x y x P x y x Q x
LHSddx
x y [ ( ) ]
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• Since
• We see that this can be done, if
ddx
x y xdydx
x y[ ( ) ] ( ) ' ( )
which implies
by integration, we get
ln| Hence
' ( ) ( ) ( ),
( ) ,
( )| ( ) .
( ) .( )
x x P xd
P x dx
x P x dx
x e P x dx
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In this case,• we can solve it by integration.• Note that:
[ ( ) ]' ( ) ( ),
( ) ( ) ( ) ,
( )( )
( ) ( ) .
implies
consequently
we have
x y x Q x
x y x Q x dx c
y xx
x Q x dx c
1
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Examples:• Consider the D.E.
• Solution:• Another example: solve the following initial
value problem:
y y e x' . 3
tdxdt
t x t x3 23 2 0 , ( ) .
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• Consider a large tank holding 1000 L of water into which a brine solution of salt begins to flow at a constant rate of 6 L/min. The solution inside the tank is kept well stirred and is flowing out of the tank at a rate of 6 L/min. If the concentration of salt in the brine entering the tank is 1 kg/L, determine when the concentration of salt in the tank will reach 0.5 kg/L
Application: Mixing Problems (Compartmental Analysis)
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• Let x(t) be the mass of salt in the tank at time t. The rate at which salt enters the tank is equal to “input rate - output rate”. Thus
00x
)( with , 50036
:have or we
)/1000
)(min)(/ 6()/1min)(/ 6(
xdtdx
lkgtxllkgldtdx
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The equation is separable
• We can solve it easily, using the initial condition, we get
x t e
x te
Set e
t
t
t
( ) ( ).
( )
,
1000 1
10001
112
3500
3500
3500
Thus, the concentrationof salt in the tank at time t is:
kg / L. When will this = 12
?
we find t = 115.52 min.
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• Suppose P(x) and Q(x) are continuous on the interval (a,b) that contains the point x0. Then the initial value problem:
• y + P(x)y = Q(x), y(x0)=y0
• for any given y0.
• has a unique solution on (a,b).
Existence and Uniqueness Theorem
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Application to Population Growth
• If we assume that the growth rate of a population is proportional to the population present, then it leads to a D.E.:
• Let p(t) be the population at time t. Let k > 0 be the proportionality constant for the growth rate and let p0 be the population at time t = 0. Then a
• mathematical model for a population could be:dpdt
kp p p , ( ) 0 0
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This can be solved easily.
• Example: In 1790 the population of the United States was 3.93 million, and in 1890 it was 62.95 million. Estimate the U.S. population as a function of time.
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• The study of motion of objects and the effect of forces acting on those objects is called Mechanics. A model for Newtonian mechanics is based on Newton’s laws of motion: Let us consider an example: An object of mass m is given an initial velocity of v0 and allowed to fall under the influence of gravity. Assuming the gravitational force is constant and the force due to air resistance is proportional to the velocity of the object . Determine the equation of motion for this object.
Application to Newtonian Mechanics
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• Since the total force acting on the object is • F = FG - FA = mg - k v(t). And according to
Newton’s 2nd law of motion, F = m a, we see that
• m a = mg - k v.
• Let x(t) be the position function of the object at time t, and
• v(t) = dx/dt, a = dv/dt.
Solution
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Equation of motion can be rewritten as:
• The following separable initial value problem.
• We can solve the equation easily, and obtain:
where,)0( , 0vvvmkg
dtdv
. )()( 0mkt
ekmgv
kmgtv
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• Suppose that at t = 0, the object is x0 units above the ground, i.e. x(0) = x0 . Then for the position function x(t), we have the following I.V.P.
• This can be solved easily.
Now, to find the position function x(t)
.)0( with , )( 00 xxekmgv
kmg
dtdx m
kt
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We obtain:
• The equation of motion:
. )1)(()( 00 xekmgv
km
kmgttx m
kt
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• We shall now consider linear 2nd order equations of the form:
Linear Differential Operators (4.2)
form". Standard" called so The
),()()( )(
form in theput becan (*) thusI,on zeronever is)( that assumegenerally WeI. interval some
onin x continuous are )( and ),( Where
),()()()( (*)
2
2
2
012
2
2
xgyxqdxdyxp
dxyd
xaxbxa
xbyxadxdyxa
dxydxa
i
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• is the equation
Homogeneous equation associated with ()
2.order ofoperator aldifferenti a called is L.q(x)yp(x)y'y" :L[y]
i.e. equation, thisof LHSL[y] define shall wesimplicityFor algebra".linear " of sence in the
,0)()(2
2
yxqdxdyxp
dxyd
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• We have L[y1+y2]= L[ y1]+ L[y2],• for any constants and , and any twice
differentiable functions y1 and y2 .
• Theroem1. If y1 and y2 are solutions of the homogeneous equation
• (HE): y+py+qy=0, then any linear combination y1+y2 of y1 and y2 is also a solution of (HE).
Remark on linearity of the operator L, and linear combinations of solutions to
homogeneous equation.
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• L[y] = y + 4y + 3y, We use the convention Dy = y , D2y = y , Dny = y(n) ,
• and rewrite L[y] = D2y + 4Dy +3y, or symbolically, L = D2 + 4D +3. Since formerly D2 + 4D +3 = (D + 3)(D + 1), we see that:
• L[y] = (D + 3)(D + 1)[y]. The solutions for • L[y] = 0 are y1 = e-x , and y2 = e -3x.
Consider an example
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• Theorem 2. Let p(x), q(x) and g(x) be continuous on an interval (a,b), and x0 (a,b). Then the I.V.P.
Existence and Uniqueness of 2nd order equation
. and valuesinitial theof choiceany for b)(a,
interval wholeon thesolution unique a has, )(' ,)(
; )()(')("
10
1000
yy
yxyyxyxgyxqyxpy
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• Let us first define the notion of the Wronskian of two differentiable functions y1 and y2. The function
Fundamental Solutions of Homogeneous Equations
t.determinan 2x2 a as viewedbecan this:Remark
1853). - 1778 Wronski,H. ofhonor (in . and of Wronskian thecalled is
)()(')(')(:)](,[
21
212121
yyxyxyxyxyxyyW
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Fundamental solution set• A pair of solutions [y1, y2] of L[y] = 0, on (a,b) where
L[y] = y+py+qy is called a fundamental solution set, if W[y1, y2](x0) 0 for some x0 (a,b) . A simple example: Consider
• L[y] = y+9y. It is easily checked that y1 = cos 3x and y2 = sin 3x are solutions of L[y] = 0. Since the corresponding Wronskian W[y1, y2](x) = 3 0 , thus {cos 3x, sin 3x} forms a fundamental solution set to the homogenenous eq: y + 9y = 0. We see that any linear combination c1 y1 + c2 y2 also satisfies L[y] = 0. This is known as a general solution
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Linear Independence, Fundamental set and Wronskian
• Theorem. Let y1 and y2 be solutions to the equation y + py + qy = 0 on (a,b). Then the following statements are equivalent:
• (A) {y1, y2} is a fundamental solution set on (a,b).
• (B) y1 and y2 are linearly independent on (a,b).
• (C) The W[y1, y2](x) is never zero on (a,b).
• For the proof, we need some linear algebra, i.e. • Linearly dependent vectors,uniqueness theorem etc...
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Reminder
• First Hour Exam:• Date: June 15 (Friday)• Room: TBA
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Homogeneous Linear Equations With Constant Coefficients
• Recall: For equations of the form• ay + by + cy = 0,• by subsituting y = e r x, we obtain the • auxiliary eq: ar2 + br + c = 0. If r1 and r2
• are two distinct roots, then a general solution is of the form y = c1exp(r1x)+ c2exp(r2x), where c1 and c2 are arbitrary constants.
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Repeated Roots• If in the above equation, r1 = r2 = r, then a• general solution is of the form• y = c1exp(rx) + c2x exp(rx),• Example: consider the D.E. : y + 4y´ + 4 = 0. • Its auxiliary equation is: r2 + 4r + 4 = 0, hence • r = -2 is a double root, the general solution is• y = c1e -2x + c2x e -2x,
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Cauchy-Euler Equations
• If an equation is of the form: ax2y + bxy´ + cy = h(x), a, b, c are constants, then by letting x = e t, we transform the original equation into:(with t as the independent variable), ay + (b-a)y´ + cy = h(e t). An equation with constant coefficients. Hence can be solved by the method of constant coefficients. The equation above is known as a Cauchy-Euler Equation.
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Reduction of order• We know ,in general, a second order linear
differential equation has two linearly independent solutions. If we already have one solution, how can we find the other one?
• Let f(x) be a solution to y + p(x)y´ + q(x)y = 0.• We will try to find another solution of the form• y(x) = v(x)f(x), with v(x) a non-constant function.• Formerly, we have y ´ = v´f + vf ´, and y = …• set w = v ´, etc…, we obtain a separable eq. in w.• Finally find v from w by integration.
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Example• Given f(x) = x-1 is a solution to • x2 y - 2xy´ -4y = 0, x > 0;• find a second linearly independent solution.• First write the D.E. in standard form.• Next compute v.• Finally, 2nd independent solution is y = v f.
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Auxiliary Eq. With Complex Roots• If the auxiliary equation of a linear 2nd order D. E.
with constant coefficents: ar2 + br + c = 0, has complex roots, (when b2 - 4ac < 0 ). i.e.
• r1 = + i and r2 = - i, where and are real numbers, then the solutions are
• y1 = e ( + i)x , and y2 = e ( - i)x. Since we know that e i x = cos x + i sin x , we simply take
• y1 = e x cos x , and y2 = e x sin x as the two linearly independent solutions.
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And the general solution is of the form
• y(x) = c1 e x cos x + c2 e x sin x, where c1
and c2 are arbitrary constants.• Remark about complex solution:• z(x) = u(x) + iv(x) to L[z] = 0 and the fact that
in this case, we also have L[u] = 0 and L[v] = 0. Thus the real part and the imaginary part of a complex solution to L[y] = 0 are also solutions of L[y] = 0.
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Example• Consider the D.E.
.sincos issolution general the
and .siny and ,cos Hence
.32
46 are roots that the
see we,04)10)(1(4)6(4
Since .0106 :isequation
auxiliary eClearly th .010'6"
32
31
32
31
22
2
xecxecy
xexey
ir
acb
rr
zzz
xx
xx
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Nonhomogeneous Equation And the the method of Superposition
• Let L be a linear operator of 2nd order, i.e. L= D2 + pD + q, and g 0. The equation:
• L[y] = g, is called a Nonhomogeneous eq.• We wish to solve the equation L[y] = g ,
using a particular solution to L[y] = g , and a fundamental solution set to L[y] = 0. First let me introduce the concept of the method of superposition.
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Theorem: Let y1 be a solution to the equation L[y] = g1, and let y2 be a solution to the equation L[y] = g2, where g1 and g2 are two functions. Then for any two constants c1 and c2, the linear combination c1 y1 + c2 y2
is a solution to the equationL[y] = c1 g1 + c2 g2 . (This is known as the Superposition principle).
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Proof
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Representation Theorem of L[y] = g.• Theorem: Let yp(x) be a particular solution to the
nonhomogeneous equation (*) L[y] = g(x), where L[y]= y + p(x) y + q(x) y , on the interval (a,b) and let y1(x) and y2(x) be a fundamental solution set of L[y] = 0 on the interval (a,b). Then every solution of (*) can be written in the form
• (**) y(x) = yp(x) + c1 y1(x) +c2 y2(x) . This is known as the general solution to (*).
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Example
• Given that yp(x) = x2 is a particular solution of the equation:
• (*) y - y = 2 - x2, • find a general solution of (*).• Note the auxiliary equation is r 2 - 1 = 0. It
follows that a general solution of (*) is of the form y = x2 + c1e-x + c2e x.
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Superposition Principle & the Method of Undetermined
coefficients.• Example: Find a general solution to the D.E.
• Step 1: We first consider the associated homogenous equation:
y y x ex" . 3 2
y y" 3 0
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Step 2: Find particular solution to the Non-homogenous equation
using the Superposition Principle• There are “2” equations:
y y x
y y ex"
" .
3
3
2
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To find a particular solution to each of the above equations
• We use the method of undetermined coefficients, that is: for the first equation, we try yp = ax2 + bx + c, and
• For the second equation, we try yp = Aex.
• If any term in the trial expression for yp is a solution to the corresponding homogeneous equation, then we replace yp by x yp, etc…. See table 4.1 on Page 208 of your book.
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Next we present a more general method, known as:
• The method of variation of parameters,
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• Consider the non-homogenous linear second order differential equation :
The Method of Variation of Parameters
y p x y q x y g xy x y x
y p x y q x y
y v x y x v x y xp
" ( ) ' ( ) ( ).{ ( ), ( )}
" ( ) ' ( ) .
( ) ( ) ( ) ( ).
..........(1)Let be a fundamental solution set for the corresponding homogeneous equation
We try particular solution of the equation (1) in the form:
1 2
1 1 2 2
0
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• two equations (by avoiding 2nd order derivatives for the unknows and from L[yp]=g):
Where v1 and v2 are functions to be determined. We obtain:
v y v yv y v y g
v xg x y x
W y y xv x
g x y xW y y x
1 1 2 2
1 1 2 2
12
1 22
1
1 2
0' ' ,' ' ' ' .
' ( )( ) ( )
[ , ]( ), ' ( )
( ) ( )[ , ]( )
.
and solving these two
equations simultaneuously, we get
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• two equations (by avoiding 2nd order derivatives for the unknows and from L[yp]=g):
Where v1 and v2 are functions to be determined. We obtain:
v y v yv y v y g
v xg x y x
W y y xv x
g x y xW y y x
1 1 2 2
1 1 2 2
12
1 22
1
1 2
0' ' ,' ' ' ' .
' ( )( ) ( )
[ , ]( ), ' ( )
( ) ( )[ , ]( )
.
and solving these two
equations simultaneuously, we get
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Finally, solution is found by integration.
• Example:
. ln4' 4"
D.E. theosolution t general a Find2 xeyyy x
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