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Adama Science and Technology
University
Seminar
Title: FIXED POINT ITERATION
METHOD AND ITS APPLICATION
outline
• INTRODUCTION
• FIXED POINT ITERATION THEOREMS
• Algorithm of fixed point iteration method
• SOME APPLICATIONS OF FIXED POINT
THEOREMS
• Some interesting facts about the fixed point
iteration method
Con..
• Geometric meaning of fixed point iteration
method
• CONCLUSION
Introdiction
• Fixed point iteration method in numerical analaysis is
used to find an approximate solution to algebric and
transcendential equations
• Sometimes it becomes veery tedious to find
solutions to qubic quadratic and trancedential
equations then we can apply specific numerical
methods to find the solution
• One among those methods is the fixed iteration
method
• The fixed point iteration method uses the concept of
a fixed point in a repeated manner to compute the
solution of the given equation.
FIXED POINT ITERATION THEOREMS
• A fixed point is a point in the domain of a
function is algebrically converted in the form
of g(x)=x
• Suppose we have an equation f(x)=0 for which
we have to find the solution . The equation
can be expressed as x=g(x)
• Choose g(x ) such that І𝑔′
(x)І < 1 at x=𝑥0
where 𝑥0, is some initial guess called fixed
point iterative scheme.
• Then the iterative method is applied by
succesive approximations given by 𝑥𝑛
=g(𝑥𝑛−1) that is 𝑥1=g(𝑥0), 𝑥2=g(𝑥1) so on……
Algorithm of fixed point iteration method
• choose the initial value 𝑥0 for the iterative method
one way to choose 𝑥0 is is to find the values of x=a
and x=b for which f(a)< 0 and f(b)>b by narrowing
down the selection of a and b take 𝑥0 as the average
of a and b.
• Express the given equation in the form x=g(x) such
that І𝑔′(x)І < 1 at x=𝑥0 if there more than one
possiblity of g(x) which has the minimum value of
𝑔′(x) at x=𝑥0.
• By applying the successive approximations 𝑥𝑛
=g(𝑥𝑛−1) ,if f is a continous function we get a
sequence of {𝑥𝑛} which converges to a point which is
the approximte solution of the given equation.
Some interesting facts about the fixed point
iteration method
• The form of x=g(x) can be chosen in many ways . But
we choose g(x) for which І𝑔′
(x)І < 1 at x=𝑥0
• By the fixed point iteration method we get a
sequence of 𝑥𝑛 which converges to the root of the
given equation.
• Lower the value of 𝑔′(x) .fewer the iteration are
required to get the approximate solution.
• The rate of convergence is more if the value of 𝑔′
(x)
is smaller.
• The method is useful for finding the real root of the
equation which is the form of an infinite series.
Examples
• Find the first approximate root of the equation
2𝑥3 − 2x − 5 up to four decimal places
• Solution
• Given
• 𝑓 𝑥 = 2𝑥3
− 2x − 5
• As per the algorithm we find the value of 𝑥0 for
which we have to find a and b such that f(a)< 0 and
f(b)>b
• Now f(0)=-5
• F(1)= -5 F(2)= 7
• Now we shall find g(x) such that І𝑔′
(x)І < 1 at
x=𝑥0
• 2𝑥3
− 2x − 5, x=
2𝑥+5
2
1
3
• g(x)=
2𝑥+5
2
1
3
which satisfies І𝑔′
(x)І < 1 at
x=𝑥0
• At x= 1.5 0n the interval [1,2]
• thus a=1 and b=2
• therefore x=
𝑎+𝑏
2
=
1+2
2
=1.5
• Now applying the iterative method 𝑥𝑛
=g(𝑥𝑛−1) for n=1,2,3,4,5……..
Geometric meaning of fixed point iteration
method
• the successive approximation of the root are
𝑥0, 𝑥1, 𝑥2 ………. Where
• 𝑥1=𝜑(𝑥0)
• 𝑥2=𝜑(𝑥1)
• 𝑥3=𝜑(𝑥2) and so on ………..
• Draw the graph of y=x and y=𝜑(x)
• Since І𝜑′
(x)І < 1 near the root the inclination
of the graph of 𝜑(x) should be less than
APPLICATIONS OF FIXED POINT
THEOREMS
• The implicit function theorem
• Fr’echet differentiability Let X, Y be (real or
complex) Banach spaces, U ⊂ X, U open,
• 𝑥0 ∈ U, and f : U → Y
• Definition f is Fr´echet differentiable at 𝑥0 is
there exists T ∈ L(X,Y ) and σ : X → Y , with
• The operator T is called the Fr´echet derivative of f at
𝑥0, and is denoted by 𝑓′(𝑥0). The function f is said to
be Fr´echet differentiable in U if it is Fr´echet
differentiable at every 𝑥0 ∈ U.
• It is straightforward to verify the Fr´echet derivative
at one point, if it exists, is unique.
• Ordinary dierential equations in Banach spaces
• The Riemann integral
• Let X be a Banach space, I = [α,β] ⊂ R. The notion of
Riemann integral and the related properties can be
extended with no differences from the case of real-
valued functions to X-valued functions on I. In
particular, if f ∈ C(I,X) then f is Riemann integrable on
I,
• Also, (d) is always true if X is finite-
dimensional, for closed balls are compact. In
both cases, setting
• we can choose any s < 𝑠0. proof Let r =
min{a,s}, and set
Observe that
• We conclude that F maps Z into Z. The last
step is to show that 𝐹𝑛
is a contraction on Z
for some n ∈ N. By induction on n we show
that, for every t ∈ 𝐼𝑇,
• For n = 1 it holds easily. So assume it is true for
n−1, n ≥ 2. Then, taking t > t0 (the argument
for t < 𝑡0 is analogous),
•
• Therefore from we get
CONCLUSION
• Generally,Fixed point theory is a fascinating
subject,with an enormous number of
applications in various fields of mathematics.
Maybe due to this transversal character, I have
always experienced some difficulties to find a
book (unless expressly devoted to fixed
points) treating the argument in a unitary
fashion. In most cases, I noticed that fixed
points pop up when they are needed.
•Thank you

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ppt.pptx fixed point iteration method no

  • 1. Adama Science and Technology University Seminar Title: FIXED POINT ITERATION METHOD AND ITS APPLICATION
  • 2. outline • INTRODUCTION • FIXED POINT ITERATION THEOREMS • Algorithm of fixed point iteration method • SOME APPLICATIONS OF FIXED POINT THEOREMS • Some interesting facts about the fixed point iteration method
  • 3. Con.. • Geometric meaning of fixed point iteration method • CONCLUSION
  • 4. Introdiction • Fixed point iteration method in numerical analaysis is used to find an approximate solution to algebric and transcendential equations • Sometimes it becomes veery tedious to find solutions to qubic quadratic and trancedential equations then we can apply specific numerical methods to find the solution • One among those methods is the fixed iteration method • The fixed point iteration method uses the concept of a fixed point in a repeated manner to compute the solution of the given equation.
  • 5. FIXED POINT ITERATION THEOREMS • A fixed point is a point in the domain of a function is algebrically converted in the form of g(x)=x • Suppose we have an equation f(x)=0 for which we have to find the solution . The equation can be expressed as x=g(x) • Choose g(x ) such that І𝑔′ (x)І < 1 at x=𝑥0 where 𝑥0, is some initial guess called fixed point iterative scheme. • Then the iterative method is applied by succesive approximations given by 𝑥𝑛 =g(𝑥𝑛−1) that is 𝑥1=g(𝑥0), 𝑥2=g(𝑥1) so on……
  • 6. Algorithm of fixed point iteration method • choose the initial value 𝑥0 for the iterative method one way to choose 𝑥0 is is to find the values of x=a and x=b for which f(a)< 0 and f(b)>b by narrowing down the selection of a and b take 𝑥0 as the average of a and b. • Express the given equation in the form x=g(x) such that І𝑔′(x)І < 1 at x=𝑥0 if there more than one possiblity of g(x) which has the minimum value of 𝑔′(x) at x=𝑥0. • By applying the successive approximations 𝑥𝑛 =g(𝑥𝑛−1) ,if f is a continous function we get a sequence of {𝑥𝑛} which converges to a point which is the approximte solution of the given equation.
  • 7. Some interesting facts about the fixed point iteration method • The form of x=g(x) can be chosen in many ways . But we choose g(x) for which І𝑔′ (x)І < 1 at x=𝑥0 • By the fixed point iteration method we get a sequence of 𝑥𝑛 which converges to the root of the given equation. • Lower the value of 𝑔′(x) .fewer the iteration are required to get the approximate solution. • The rate of convergence is more if the value of 𝑔′ (x) is smaller. • The method is useful for finding the real root of the equation which is the form of an infinite series.
  • 8. Examples • Find the first approximate root of the equation 2𝑥3 − 2x − 5 up to four decimal places • Solution • Given • 𝑓 𝑥 = 2𝑥3 − 2x − 5 • As per the algorithm we find the value of 𝑥0 for which we have to find a and b such that f(a)< 0 and f(b)>b
  • 9. • Now f(0)=-5 • F(1)= -5 F(2)= 7 • Now we shall find g(x) such that І𝑔′ (x)І < 1 at x=𝑥0 • 2𝑥3 − 2x − 5, x= 2𝑥+5 2 1 3 • g(x)= 2𝑥+5 2 1 3 which satisfies І𝑔′ (x)І < 1 at x=𝑥0
  • 10. • At x= 1.5 0n the interval [1,2] • thus a=1 and b=2 • therefore x= 𝑎+𝑏 2 = 1+2 2 =1.5 • Now applying the iterative method 𝑥𝑛 =g(𝑥𝑛−1) for n=1,2,3,4,5……..
  • 11. Geometric meaning of fixed point iteration method • the successive approximation of the root are 𝑥0, 𝑥1, 𝑥2 ………. Where • 𝑥1=𝜑(𝑥0) • 𝑥2=𝜑(𝑥1) • 𝑥3=𝜑(𝑥2) and so on ………..
  • 12. • Draw the graph of y=x and y=𝜑(x) • Since І𝜑′ (x)І < 1 near the root the inclination of the graph of 𝜑(x) should be less than
  • 13. APPLICATIONS OF FIXED POINT THEOREMS • The implicit function theorem • Fr’echet differentiability Let X, Y be (real or complex) Banach spaces, U ⊂ X, U open, • 𝑥0 ∈ U, and f : U → Y • Definition f is Fr´echet differentiable at 𝑥0 is there exists T ∈ L(X,Y ) and σ : X → Y , with
  • 14. • The operator T is called the Fr´echet derivative of f at 𝑥0, and is denoted by 𝑓′(𝑥0). The function f is said to be Fr´echet differentiable in U if it is Fr´echet differentiable at every 𝑥0 ∈ U. • It is straightforward to verify the Fr´echet derivative at one point, if it exists, is unique. • Ordinary dierential equations in Banach spaces • The Riemann integral • Let X be a Banach space, I = [α,β] ⊂ R. The notion of Riemann integral and the related properties can be extended with no differences from the case of real- valued functions to X-valued functions on I. In particular, if f ∈ C(I,X) then f is Riemann integrable on I,
  • 15.
  • 16.
  • 17. • Also, (d) is always true if X is finite- dimensional, for closed balls are compact. In both cases, setting • we can choose any s < 𝑠0. proof Let r = min{a,s}, and set
  • 19. • We conclude that F maps Z into Z. The last step is to show that 𝐹𝑛 is a contraction on Z for some n ∈ N. By induction on n we show that, for every t ∈ 𝐼𝑇, • For n = 1 it holds easily. So assume it is true for n−1, n ≥ 2. Then, taking t > t0 (the argument for t < 𝑡0 is analogous), •
  • 21. CONCLUSION • Generally,Fixed point theory is a fascinating subject,with an enormous number of applications in various fields of mathematics. Maybe due to this transversal character, I have always experienced some difficulties to find a book (unless expressly devoted to fixed points) treating the argument in a unitary fashion. In most cases, I noticed that fixed points pop up when they are needed.