Math Problem Statement

. Find the minimum of 𝑓(π‘₯) = π‘₯(π‘₯ βˆ’ 1.5) in [0, 1] using Fibonacci search algorithm by taking 𝑛 = 4.

Solution

To solve the problem of finding the minimum of the function f(x)=x(xβˆ’1.5)f(x) = x(x - 1.5) in the interval [0,1][0, 1] using the Fibonacci search algorithm with n=4n = 4, we will follow these steps:

Fibonacci Numbers

We need the first five Fibonacci numbers (for n=4n = 4):

F0=0, F1=1, F2=1, F3=2, F4=3, F5=5F_0 = 0, \, F_1 = 1, \, F_2 = 1, \, F_3 = 2, \, F_4 = 3, \, F_5 = 5

The length of the search interval will be divided according to the Fibonacci ratios.

Step-by-step process:

  1. Initial Interval: [a0,b0]=[0,1][a_0, b_0] = [0, 1]

    Calculate two test points based on the Fibonacci sequence: x1=a0+F3F5β‹…(b0βˆ’a0)=0+25β‹…(1βˆ’0)=0.4x_1 = a_0 + \frac{F_3}{F_5} \cdot (b_0 - a_0) = 0 + \frac{2}{5} \cdot (1 - 0) = 0.4 x2=a0+F4F5β‹…(b0βˆ’a0)=0+35β‹…(1βˆ’0)=0.6x_2 = a_0 + \frac{F_4}{F_5} \cdot (b_0 - a_0) = 0 + \frac{3}{5} \cdot (1 - 0) = 0.6

  2. Evaluate Function: f(x1)=f(0.4)=0.4(0.4βˆ’1.5)=0.4Γ—(βˆ’1.1)=βˆ’0.44f(x_1) = f(0.4) = 0.4(0.4 - 1.5) = 0.4 \times (-1.1) = -0.44 f(x2)=f(0.6)=0.6(0.6βˆ’1.5)=0.6Γ—(βˆ’0.9)=βˆ’0.54f(x_2) = f(0.6) = 0.6(0.6 - 1.5) = 0.6 \times (-0.9) = -0.54 Since f(x2)<f(x1)f(x_2) < f(x_1), the minimum lies between x1x_1 and b0b_0, so we update the interval to: [ [a_1, b_1] = [0.4, 1] ]

  3. Next Points: Using Fibonacci ratios, we compute new test points. Since x2x_2 is already inside the interval, we calculate only the new point: x3=a1+F2F4β‹…(b1βˆ’a1)=0.4+13β‹…(1βˆ’0.4)=0.4+0.2=0.6x_3 = a_1 + \frac{F_2}{F_4} \cdot (b_1 - a_1) = 0.4 + \frac{1}{3} \cdot (1 - 0.4) = 0.4 + 0.2 = 0.6 (This value coincides with x2x_2, so x2x_2 remains unchanged.)

  4. Evaluate Function Again: We already know: f(x2)=βˆ’0.54f(x_2) = -0.54 Now calculate for x3=0.4x_3 = 0.4 (already done): f(x3)=βˆ’0.44f(x_3) = -0.44 Since f(x2)<f(x3)f(x_2) < f(x_3), the interval shrinks to [x1,b1][x_1, b_1].

Thus, we conclude that the minimum of f(x)=x(xβˆ’1.5)f(x) = x(x - 1.5) is at x2=0.6x_2 = 0.6 after 4 iterations of Fibonacci search.

Final Result:

The minimum of f(x)f(x) on the interval [0,1][0, 1] using Fibonacci search is approximately at x=0.6x = 0.6.


Do you want more details or have any questions about the Fibonacci search?

Here are 5 related questions:

  1. How is the Fibonacci sequence applied in optimization problems?
  2. What is the difference between Fibonacci search and golden-section search?
  3. Can the Fibonacci method be applied to multi-dimensional optimization problems?
  4. How does the accuracy of Fibonacci search improve with larger nn?
  5. What are the limitations of the Fibonacci search method in practical applications?

Tip: Fibonacci search is especially useful when function evaluations are costly, as it minimizes the number of function calls.

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Math Problem Analysis

Mathematical Concepts

Optimization
Fibonacci Search
Unimodal Function

Formulas

Fibonacci number ratio: F_n/F_(n+2)
f(x) = x(x - 1.5)

Theorems

Fibonacci Search Theorem: The Fibonacci search method is used to minimize unimodal functions by narrowing the interval of interest at each step.

Suitable Grade Level

University level (Optimization Methods, Calculus)