Introduction to differential equations: · PDF fileIntroduction to differential equations:...
Transcript of Introduction to differential equations: · PDF fileIntroduction to differential equations:...
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Introduction to differential equations: overview
• Definition of differential equations and their classification
• Solutions of differential equations
• Initial value problems
• Existence and uniqueness
• Mathematical models and examples
• Methods of solution of first-order differential equations
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Definition: Differential Equation
An equation containing the derivatives of one or more dependent variables, withrespect to one or more independent variables, is said to be a differential equation(DE):
an(x)dnydxn + an−1(x)
dn−1ydxn−1 + ... + a1(x)
dydx+ a0(x)y = g(x)
Examples:
(i)d4ydx4 + y2 = 0 (ii) y�� − 2y� + y = 0 (iii) s̈ = −32 (iv)
∂2u∂x2 = −2
∂u∂t
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Classification of differential equations
(a) Classification by Type:
Ordinary differential equations - ODE
d2ydx2 −
dydx+ 6y = 0
Partial differential equations - PDE
∂2u∂x2 =
∂2u∂t2− 2∂u∂t
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(b) Classification by Order:
The order of the differential equation is the order of the highest derivative in the
equation.
Example:
nth-order ODE:
F�x, y, y�, ..., y(n)� = 0 (1)
Normal form of (1)
dnydxn = f
�x, y, y�..., y(n−1)�
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(c) Classification as Linear or Non-linear:
An nth-order ODE (1) is said to be linear if it can be written in this form
an(x)dnydxn + an−1(x)
dn−1ydxn−1 + ... + a1(x)
dydx+ a0(x)y = g(x)
Examples:
Linear: (y − x)dx + 4xdy = 0 y�� − 2y� + y = 0d3ydx3 + 3x
dydx− 5y = ex
Nonlinear:d4ydx4 + y2 = 0
d2ydx2 + sin(y) = 0 (1 − y)y� + 2y = ex
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Solution of an ODE:
Any function φ defined on an interval I and possessing at least n derivatives that
are continuous on I, which when substituted into an n-th-order ordinary differential
equation reduces the equation to an identity, is said to be a solution of the equation
on the interval.
In other words:
a solution of an nth-order ODE is a function φ that possesses at least n derivatives
and
F�x, φ(x), φ�(x), ..., φ(n)(x)
�= 0 (2)
for all x ∈ I. Alternatively we can denote the solution as y(x).
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Interval of definition:
A solution of an ODE has to be considered simultaneously with the interval I which
we call
the interval of definitionthe interval of existence,the interval of validity, orthe domain of the solution.
It can be an open interval (a, b), a closed interval [a, b], an infinite interval (a,∞)and so on.
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Example:Verify that the function y = xex is a solution of the differential equationy�� − 2y� + y = 0 on the interval (−∞,∞):From the derivatives
y� = xex + ex
y�� = xex + 2ex
we see
l.h.s. : y�� − 2y� + y =�xex + 2ex� − 2
�xex + ex� + xex = 0
r.h.s. : 0
that each side of the equation is the same for every real number x.
A solution that is identically zero on an interval I, i.e. y = 0,∀x ∈ I, is said to betrivial.
Example:Verify that the function y = xex is a solution of the differential equationy�� − 2y� + y = 0 on the interval (−∞,∞):From the derivatives
y� = xex + ex
y�� = xex + 2ex
we see
l.h.s. : y�� − 2y� + y =�xex + 2ex� − 2
�xex + ex� + xex = 0
r.h.s. : 0
that each side of the equation is the same for every real number x.
A solution that is identically zero on an interval I, i.e. y = 0,∀x ∈ I, is said to betrivial.
This box indicates a problem that will be worked out in our lectures.
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Solution curve:
is the graph of a solution φ of an ODE.
The graph of the solution φ is NOT the same as the graph of the functions φ as
the domain of the function φ does not need to be the same as the interval I of defini-
tion (domain) of the solution φ.
Example:
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Explicit solutions:
a solution in which the dependent variable is expressed solely in terms of the in-
dependent variable and constants.
Example:
y = φ(x) = e0.1 x2
is an explicit solution of the ODE
dydx= 0.2xy
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Implicit solutions:
A relation G(x, y) = 0 is said to be an implicit solution of an ODE on an interval
I provided there exists at least one function φ that satisfies the relation as well as the
differential equation on I.
Example:
x2 + y2 = 25
is an implicit solution of the ODE
dydx= −x
yon the interval (−5, 5).Notice that also x2 + y2 − c = 0 satisfies the ODE above.
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Families of solutions:A solution φ of a first-order ODE F(x, y, y�) = 0 can be referred to as an integral of
the equation, and its graph is called an integral curve.
A solution containing an arbitrary constant (an integration constant) c represents
a set
G(x, y, c) = 0
called a one-parameter family of solutions.
When solving an nth-order ODE F(x, y, y�, ..., y(n)) = 0, we seek an n-parameterfamily of solutions G(x, y, c1, c2, ..., cn) = 0.
A single ODE can possess an infinite number of solutions!
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A particular solution:
is a solution of an ODE that is free of arbitrary parameters.
Example:
y = cx − x cos x is an explicit solution of xy� − y = x2 sin x on (−∞,∞).
The solution y = −x cos x is a particular solution corresponding to c = 0.
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A singular solution:
a solution that can not be obtained by specializing any of the parameters in the
family of solutions.
Example:
y = (x2/4 + c)2is a one-parameter family of solutions of the DOE dy/dx = xy1/2
.
Also y = 0 is a solution of this ODE but it is not a member of the family above.
It is a singular solution.
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The general solution:
If every solution of an nth-order ODE F(x, y, y�, ..., y(n)) = 0 on an interval I can be
obtained from an n-parameter family G(x, y, c1, c2, ..., cn) = 0 by appropriate choices
of the parameters ci, i = 1, 2, ..., n we then say that the family is the general solutionof the differential equation.
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Systems of differential equation:
A system of ordinary differential equations is two or more equations involvingthe derivatives of two or more unknown functions of a single independent variable.
Example:
dxdt= f (t, x, y)
dydt= g(t, x, y)
A solution of a system, such as above, is a pair of differentiable functions x = φ1(t)and y = φ2(t) defined on a common interval I that satisfy each equation of the systemon this interval.
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Initial value problem:
On some interval I containing x0, the problem of solving
dnydxn = f
�x, y, y�, ..., y(n)�
subject to the conditions
y(x0) = y0, y�(x0) = y1, ..., y(n−1)(x0) = yn−1
where y0, y1, ... , yn−1 are arbitrarily specified constants, is called
an initial value problem (IVP).
The conditions y(x0) = y0, y�(x0) = y1, ..., y(n−1)(x0) = yn−1 are called
initial conditions.
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First-order and Second-order IVPs:
dydx= f (x, y)
y(x0) = y0 (3)
d2ydx2 = f (x, y, y�)
y(x0) = y0
y�(x0) = y1 (4)
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Example:
y = cexis a one-parameter family of solutions of the first order ODE y� = y on the
interval (−∞,∞).
The initial condition y(0) = 3 determines the constant c:
y(0) = 3 = ce0 = c
Thus the function y = 3exis a solution of the IVP defined by
y� = y, y(0) = 3
Similarly, the initial condition y(1) = −2 will yield c = −2e−1. The function y = −2ex−1
is a solution of the IVP
y� = y, y(1) = −2
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Existence and uniqueness:
Does a solution of the problem exist? If a solution exist, is it unique?
Existence (for the IVP (3)):Does the differential equation dy/dx = f (x, y) possess solutions?Do any of the solution curves pass through the point (x0, y0)?
Uniqueness (for the IVP (3)):When can we be certain that there is precisely one solution curve passing throughthe point (x0, y0)?
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Example: An IVP can have several solutionsEach of the functions
y = 0y = x4/16
satisfy the IVP
dydx= xy1/2
y(0) = 0
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Theorem: Existence of a unique solution
Let R be a rectangular region in the xy-plane defined by a ≤ x ≤ b, c ≤ y ≤ d,that contains the point (x0, y0) in its interior. If f (x, y) and ∂ f /∂y are continuous on R,then there exist some interval I0: x0 − h < x < x0 + h, h > 0, contained in a ≤ x ≤ b,and a unique function y(x) defined on I0, that is a solution of the initial value problem(3).
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Distinguish the following three sets on the real x-axis:
the domain of the function y(x);the interval I over which the solution y(x) is defined or exists;the interval I0 of existence AND uniqueness.
The theorem above gives no indication of the sizes of the intervals I and I0; thenumber h > 0 that defines I0 could be very small. Thus we should think that thesolution y(x) is unique in a local sense, that is near the point (x0, y0).
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Example: uniqueness
Consider again the ODE
dydx= xy1/2
in the light of the theorem above. The functions
f (x, y) = xy1/2
∂ f∂y=
x2y1/2
are continuous in the upper half-plane defined by y > 0.
The theorem allow us to conclude that through any point (x0, y0), y0 > 0, in the
upper half-plane, there is an interval centered at x0, on which the ODE has a unique
solution.
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Mathematical model
is the mathematical descriptions of a system or a phenomenon. Construction:
- identifying variables, including specifying the level of resolution;- making a set of reasonable assumptions or hypotheses about the system, includ-ing empirical laws that are applicable; these often involve a rate of change of one ormore variables and thus differential equation.- trying to solve the model, and if possible, verifying, improving: increasing resolu-tion, making alternative assumptions etc.
A mathematical model of a physical system will often involve time. A solution of themodel then gives the state of the system, the values of the dependent variable(s),at a time t, allowing us to describe the system in the past, present and future.
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Assump8ons Express assump8ons in terms
of differen8al equa8on
Display model predic8ons, e.g. graphically
Mathema8cal formula8on
Obtain solu8ons
Check model predic8ons against
known facts
If necessary, alter assump8ons
or increase resolu8on of the model
Solve the DEs
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Examples of ordinary differential equations
(1) Spring-mass problemNewton’s law
F = ma = mdvdt= m
d2xdt2
Hook’s law
F = −kx
By putting these two laws together we get the desired ODE
d2xdt2+ ω2x = 0
where we introduced the angular frequency of oscillation ω =√
k/m.
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(2) RLC circuit
i(t) - the current in a circuit at time tq(t) - the charge on the capacitor at time tL - inductanceC - capacitanceR - resistance
According to Kirchhoff’s second law, the impressed voltage E(t) must equal tothe sum of the voltage drops in the loop.
VL + VC + VR = E(t)
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Inductor
VL = Ldidt= L
d2qdt2
Capacitor
VC =qC
Resistor
VR = Ri = Rdqdt
RLC circuit
Ld2qdt2+ R
dqdt+
1C
q = E(t)
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First-order differential equations
To find either explicit or implicit solution, we need to
(i) recognize the kind of differential equation, and then
(ii) apply to it an equation-specific method of solution.
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Separable variables
Solution by integration
The differential equation
dydx= g(x) (2)
is the simplest ODE. It can be solved by integration:
y(x) =�
g(x)dx = G(x) + c
where G(x) is an indefinite integral of g(x).
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Example:
dydx= 1 + e2x
has the solution
y =� �
1 + e2x� dx =12
e2x + x + c.
This ODE and its method of solution is a special case when f is a product of a
function of x and a function of y.
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Definition: Separable equation
A first-order differential equation of the form
dydx= g(x)h(y) (3)
is said to be separable or to have separable variables.
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Method of solution:
A one parameter family of solutions, usually given implicitly, is obtained by first rewrit-ing the equation in the form
p(y)dy = g(x)dx
where p(y) = 1/h(y), and integrating both sides of the equation. We get the solutionin the form
H(y) = G(x) + c
where H(y) =�
p(y)dy and G(y) =�
g(x)dx and c is the combined constant ofintegration.
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Example: A separable ODE
Solve
(1 + x)dy − ydx = 0
Dividing by (1 + x)y we get dy/y = dx/(1 + x) and can integrate
�dyy=
�dx
1 + xln |y| = ln |1 + x| + c1
y = eln|1+x|+c1 = eln|1+x|.ec1
= |1 + x| ec1
= ±ec1(1 + x) = c(1 + x)
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Example: Solution curve
Solve the initial value problem
dydx= −x
y, y(4) = −3
By rewriting the equation as ydy = −xdx, we get�
ydy = −�
xdx
y2
2= −x2
2+ c1
We can rewrite the result as x2 + y2 = c2, where c2 = 2c1. This family of solutionsrepresents a family of concerning circles centered at the origin. The IVP determinesthe circle x2 + y2 = 25 with radius 5.
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Losing a solution
Some care should be exercised when separating variables, since the variable divi-
sors could be zero at a point.
If r is a zero of h(y), then substituting y = r into dy/dx = g(x)h(y) makes both sides
zero, i.e. y = r is a constant solution of the DE.
This solution, which is a singular solution, can be missed in the course of the solving
the ODE.
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Example:
Solvedydx= y2 − 4
We put the equation into the following form by using partial fractions
dyy2 − 4
=
�1/4
y − 2− 1/4
y + 2
�dy = dx
and integrate
14
ln |y − 2| − 14
ln |y + 2| = x + c1
ln�����y − 2y + 2
����� = 4x + c2
y − 2y + 2
= e4x+c2
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We substitute c = ec2 and get the one-parameter family of solutions
y = 21 + ce4x
1 − ce4x
Actually, if we factor the r.h.s. of the ODE as
dydx= (y − 2)(y + 2)
we see that y = 2 and y = −2 are two constant (equilibrium solutions). The earlier isa member of the family of solutions defined above corresponding to c = 0. Howevery = −2 is a singular solution and in this example it was lost in the course of thesolution process.
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Example: an IVP
Solve
cos x�e2y − y
� dydx= ey sin 2x, y(0) = 0
By dividing the equation we get
e2y − yey dy =
sin 2xcos x
dx
We use the trigonometric identity sin 2x = 2 sin x cos x on r.h.s. and integrate� �
ey − ye−y� dy = 2�
sin xdx
ey + ye−y + e−y = −2 cos x + c
The initial condition y(0) = 0 implies c = 4, so we get the solution of the IVP
ey + ye−y + e−y = 4 − 2 cos x
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Example: an IVP
Solve
cos x�e2y − y
� dydx= ey sin 2x, y(0) = 0
By dividing the equation we get
e2y − yey dy =
sin 2xcos x
dx
We use the trigonometric identity sin 2x = 2 sin x cos x on r.h.s. and integrate� �
ey − ye−y� dy = 2�
sin xdx
ey + ye−y + e−y = −2 cos x + c
The initial condition y(0) = 0 implies c = 4, so we get the solution of the IVP
ey + ye−y + e−y = 4 − 2 cos x