Taylor's Approximation playing up
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I'm trying to approximate a function (e^x) to a 10th order approximate about x = 0. I have made my code compatible with anonymous functions and it works for the most part. When I approximate e^x to a 8th order, it gives the correct answer, however when I go higher than the 8th order, the answer gets weird.
Here's the code:
Func = @(x) exp(x);
a = 0;
N = 10;
FuncApprox = 0;
for i = 0:N
syms x
f_derrived = matlabFunction( diff(Func(x),i) );
FuncApprox = FuncApprox + ( f_derrived(a)/factorial(i) )*( x-a )^i;
end
disp(FuncApprox)
When I run the code, this is what I get:
(1301357606610903*x^10)/4722366482869645213696 + (1626697008263629*x^9)/590295810358705651712 + x^8/40320 + x^7/5040 + x^6/720 + x^5/120 + x^4/24 + x^3/6 + x^2/2 + x + 1
When I should get:
x^10/3628800 + x^9/362880 + x^8/40320 + x^7/5040 + x^6/720 + x^5/120 + x^4/24 + x^3/6 + x^2/2 + x + 1
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Jan
il 13 Mag 2018
Modificato: Jan
il 13 Mag 2018
The result is mathematically correct, but the display could be simplified. 1301357606610903 / 4722366482869645213696 equals 1 / 3628800. Now it matters, what exactly your question is. Do you want to know how to simplify the output or why the values are displayed in this way?
Move the factorial out of the symbolic part to the numerical part:
FuncApprox = FuncApprox + f_derrived(a) * (x - a)^i / factorial(i)
This works also, when i! exceeds flintmax.
[EDITED] Another solution:
FuncApprox = FuncApprox + (f_derrived(a) / factorial(sym(i))) * (x - a)^i;
2 Commenti
Ameer Hamza
il 13 Mag 2018
Modificato: Ameer Hamza
il 13 Mag 2018
"1301357606610903 / 4722366482869645213696 equals 1 / 3628800"
there is a small difference caused by calculation in floating points
digits(20)
vpa(str2sym('4722366482869645213696/1301357606610903'))
ans =
3628800.000000000313
also, a numerator ending in 3 and denominator ending in 6 can never simply to a fraction like that.
Jan
il 13 Mag 2018
Ameer, you are right. 3628800 cannot be 4722366482869645213696 / 1301357606610903 obviously. I was tired.
Più risposte (1)
Ameer Hamza
il 13 Mag 2018
You are getting this error because floating point precision issues. The result of (f_derrived(a)/factorial(i)) is initially a double value, which later becomes a sym after multiplying with ( x-a )^i. To prevent this calculation from happening in floating point numbers, convert the coefficient to sym explicitly like this (f_derrived(a)/sym(factorial(i))). This will prevent the floating point calculation and hence loss of precision. The following will give correct answer
Func = @(x) exp(x);
a = 0;
N = 10;
FuncApprox = 0;
for i = 0:N
syms x
f_derrived = matlabFunction( diff(Func(x),i) );
FuncApprox = FuncApprox + ( f_derrived(a)/sym(factorial(i)) )*( x-a )^i;
end
disp(FuncApprox)
Result:
x^10/3628800 + x^9/362880 + x^8/40320 + x^7/5040 + x^6/720 + x^5/120 + x^4/24 + x^3/6 + x^2/2 + x + 1
For more details of why you lose precision, refer to the answer on this question: https://www.mathworks.com/matlabcentral/answers/396433-i-want-to-do-this-2-38987696573583658648235686-5-6387649837698237687649879932-and-i-need-all-digits
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