Trapezoid rule error
$begingroup$
I am trying to compute the error in the trapezoid rule integration for a function $f(x)$
in the interval $[a,b]$.
I believe I have to Taylor-expand $f(x)$ around $x=a$
$f(a) + (x-a)f'(a)+ 1/2 (x-a)^2 f''(a) + ...$
and then do the integral of this, to later use it when comparing with the trapezoid rule:
$(b-a) (f(b) + f(a))/2$
However I am stuck on the integration of the Taylor expansion and on how to deduct from this the trapezoid approximation.
Can someone give me a hint on how to proceed? Thanks.
integration taylor-expansion
$endgroup$
add a comment |
$begingroup$
I am trying to compute the error in the trapezoid rule integration for a function $f(x)$
in the interval $[a,b]$.
I believe I have to Taylor-expand $f(x)$ around $x=a$
$f(a) + (x-a)f'(a)+ 1/2 (x-a)^2 f''(a) + ...$
and then do the integral of this, to later use it when comparing with the trapezoid rule:
$(b-a) (f(b) + f(a))/2$
However I am stuck on the integration of the Taylor expansion and on how to deduct from this the trapezoid approximation.
Can someone give me a hint on how to proceed? Thanks.
integration taylor-expansion
$endgroup$
add a comment |
$begingroup$
I am trying to compute the error in the trapezoid rule integration for a function $f(x)$
in the interval $[a,b]$.
I believe I have to Taylor-expand $f(x)$ around $x=a$
$f(a) + (x-a)f'(a)+ 1/2 (x-a)^2 f''(a) + ...$
and then do the integral of this, to later use it when comparing with the trapezoid rule:
$(b-a) (f(b) + f(a))/2$
However I am stuck on the integration of the Taylor expansion and on how to deduct from this the trapezoid approximation.
Can someone give me a hint on how to proceed? Thanks.
integration taylor-expansion
$endgroup$
I am trying to compute the error in the trapezoid rule integration for a function $f(x)$
in the interval $[a,b]$.
I believe I have to Taylor-expand $f(x)$ around $x=a$
$f(a) + (x-a)f'(a)+ 1/2 (x-a)^2 f''(a) + ...$
and then do the integral of this, to later use it when comparing with the trapezoid rule:
$(b-a) (f(b) + f(a))/2$
However I am stuck on the integration of the Taylor expansion and on how to deduct from this the trapezoid approximation.
Can someone give me a hint on how to proceed? Thanks.
integration taylor-expansion
integration taylor-expansion
edited Feb 18 '16 at 22:05
Estefy
asked Feb 18 '16 at 21:46
EstefyEstefy
64
64
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1 Answer
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$begingroup$
Estimating the error with the Taylor expansion is quite messy.
For an alternative, consider the local error on a subinterval $[x_n, x_{n+1}]$ with $h = x_{n+1} - x_n$.
The error in approximating the integral with the trapezoidal formula is
$$E_n = frac{h}{2}[f(x_n) + f(x_{n+1})] - int_{x_n}^{x_{n+1}} f(x) , dx.$$
Integration by parts shows this to be
$$E_n = int_{x_n}^{x_{n+1}}(x-c)f'(x) , dx,$$
where $c = (x_{n+1}+x_n)/2$ is the midpoint.
To see this, note that
$$x_{n+1} - c = c - x_n = frac{x_{n+1} - x_n}{2} = frac{h}{2},$$
and with $u = (x-c)$ and $dv = f'(x)dx$, integration by parts yields
$$int_{x_n}^{x_{n+1}}(x-c)f'(x) , dx = (x-c)f(x)|_{x_n}^{x_{n+1}} - int_{x_n}^{x_{n+1}} f(x) , dx = E_n.$$
If the derivative is bounded as $|f'(x)| leqslant M$, we can bound the error as
$$|E_n| leqslant int_{x_n}^{x_{n+1}}|x-c||f'(x)| , dx \ leqslant Mint_{x_n}^{x_{n+1}}|x-c| , dx \ = frac{M}{4}(x_{n+1} - x_n)^2 \ = frac{M}{4}h^2.$$
Approximating the integral over $[a,b]$ with $m$ subintervals of length $h = (b-a)/m$, has a global error bound of
$$|GE| leqslant sum_{n=1}^{m} |E_n| = mfrac{M}{4}h^2 = frac{M(b-a)^2}{4m}$$
If the second derivative is bounded as $|f''(x)| leqslant M$, then we can demonstrate $O(h^3)$ local accuracy. An integration by parts of the previous integral for $E_n$ yields
$$E_n = frac1{2} int_{x_n}^{x_{n+1}} [(h/2)^2 - (x-c)^2]f''(x) , dx.$$
Using the bound for $f''$ and integrating we obtain the local and global error bounds
$$|E_n| leqslant frac{M}{12}h^3, \ |GE| leqslant frac{M(b-a)^3}{12m^2}.$$
$endgroup$
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1 Answer
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1 Answer
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$begingroup$
Estimating the error with the Taylor expansion is quite messy.
For an alternative, consider the local error on a subinterval $[x_n, x_{n+1}]$ with $h = x_{n+1} - x_n$.
The error in approximating the integral with the trapezoidal formula is
$$E_n = frac{h}{2}[f(x_n) + f(x_{n+1})] - int_{x_n}^{x_{n+1}} f(x) , dx.$$
Integration by parts shows this to be
$$E_n = int_{x_n}^{x_{n+1}}(x-c)f'(x) , dx,$$
where $c = (x_{n+1}+x_n)/2$ is the midpoint.
To see this, note that
$$x_{n+1} - c = c - x_n = frac{x_{n+1} - x_n}{2} = frac{h}{2},$$
and with $u = (x-c)$ and $dv = f'(x)dx$, integration by parts yields
$$int_{x_n}^{x_{n+1}}(x-c)f'(x) , dx = (x-c)f(x)|_{x_n}^{x_{n+1}} - int_{x_n}^{x_{n+1}} f(x) , dx = E_n.$$
If the derivative is bounded as $|f'(x)| leqslant M$, we can bound the error as
$$|E_n| leqslant int_{x_n}^{x_{n+1}}|x-c||f'(x)| , dx \ leqslant Mint_{x_n}^{x_{n+1}}|x-c| , dx \ = frac{M}{4}(x_{n+1} - x_n)^2 \ = frac{M}{4}h^2.$$
Approximating the integral over $[a,b]$ with $m$ subintervals of length $h = (b-a)/m$, has a global error bound of
$$|GE| leqslant sum_{n=1}^{m} |E_n| = mfrac{M}{4}h^2 = frac{M(b-a)^2}{4m}$$
If the second derivative is bounded as $|f''(x)| leqslant M$, then we can demonstrate $O(h^3)$ local accuracy. An integration by parts of the previous integral for $E_n$ yields
$$E_n = frac1{2} int_{x_n}^{x_{n+1}} [(h/2)^2 - (x-c)^2]f''(x) , dx.$$
Using the bound for $f''$ and integrating we obtain the local and global error bounds
$$|E_n| leqslant frac{M}{12}h^3, \ |GE| leqslant frac{M(b-a)^3}{12m^2}.$$
$endgroup$
add a comment |
$begingroup$
Estimating the error with the Taylor expansion is quite messy.
For an alternative, consider the local error on a subinterval $[x_n, x_{n+1}]$ with $h = x_{n+1} - x_n$.
The error in approximating the integral with the trapezoidal formula is
$$E_n = frac{h}{2}[f(x_n) + f(x_{n+1})] - int_{x_n}^{x_{n+1}} f(x) , dx.$$
Integration by parts shows this to be
$$E_n = int_{x_n}^{x_{n+1}}(x-c)f'(x) , dx,$$
where $c = (x_{n+1}+x_n)/2$ is the midpoint.
To see this, note that
$$x_{n+1} - c = c - x_n = frac{x_{n+1} - x_n}{2} = frac{h}{2},$$
and with $u = (x-c)$ and $dv = f'(x)dx$, integration by parts yields
$$int_{x_n}^{x_{n+1}}(x-c)f'(x) , dx = (x-c)f(x)|_{x_n}^{x_{n+1}} - int_{x_n}^{x_{n+1}} f(x) , dx = E_n.$$
If the derivative is bounded as $|f'(x)| leqslant M$, we can bound the error as
$$|E_n| leqslant int_{x_n}^{x_{n+1}}|x-c||f'(x)| , dx \ leqslant Mint_{x_n}^{x_{n+1}}|x-c| , dx \ = frac{M}{4}(x_{n+1} - x_n)^2 \ = frac{M}{4}h^2.$$
Approximating the integral over $[a,b]$ with $m$ subintervals of length $h = (b-a)/m$, has a global error bound of
$$|GE| leqslant sum_{n=1}^{m} |E_n| = mfrac{M}{4}h^2 = frac{M(b-a)^2}{4m}$$
If the second derivative is bounded as $|f''(x)| leqslant M$, then we can demonstrate $O(h^3)$ local accuracy. An integration by parts of the previous integral for $E_n$ yields
$$E_n = frac1{2} int_{x_n}^{x_{n+1}} [(h/2)^2 - (x-c)^2]f''(x) , dx.$$
Using the bound for $f''$ and integrating we obtain the local and global error bounds
$$|E_n| leqslant frac{M}{12}h^3, \ |GE| leqslant frac{M(b-a)^3}{12m^2}.$$
$endgroup$
add a comment |
$begingroup$
Estimating the error with the Taylor expansion is quite messy.
For an alternative, consider the local error on a subinterval $[x_n, x_{n+1}]$ with $h = x_{n+1} - x_n$.
The error in approximating the integral with the trapezoidal formula is
$$E_n = frac{h}{2}[f(x_n) + f(x_{n+1})] - int_{x_n}^{x_{n+1}} f(x) , dx.$$
Integration by parts shows this to be
$$E_n = int_{x_n}^{x_{n+1}}(x-c)f'(x) , dx,$$
where $c = (x_{n+1}+x_n)/2$ is the midpoint.
To see this, note that
$$x_{n+1} - c = c - x_n = frac{x_{n+1} - x_n}{2} = frac{h}{2},$$
and with $u = (x-c)$ and $dv = f'(x)dx$, integration by parts yields
$$int_{x_n}^{x_{n+1}}(x-c)f'(x) , dx = (x-c)f(x)|_{x_n}^{x_{n+1}} - int_{x_n}^{x_{n+1}} f(x) , dx = E_n.$$
If the derivative is bounded as $|f'(x)| leqslant M$, we can bound the error as
$$|E_n| leqslant int_{x_n}^{x_{n+1}}|x-c||f'(x)| , dx \ leqslant Mint_{x_n}^{x_{n+1}}|x-c| , dx \ = frac{M}{4}(x_{n+1} - x_n)^2 \ = frac{M}{4}h^2.$$
Approximating the integral over $[a,b]$ with $m$ subintervals of length $h = (b-a)/m$, has a global error bound of
$$|GE| leqslant sum_{n=1}^{m} |E_n| = mfrac{M}{4}h^2 = frac{M(b-a)^2}{4m}$$
If the second derivative is bounded as $|f''(x)| leqslant M$, then we can demonstrate $O(h^3)$ local accuracy. An integration by parts of the previous integral for $E_n$ yields
$$E_n = frac1{2} int_{x_n}^{x_{n+1}} [(h/2)^2 - (x-c)^2]f''(x) , dx.$$
Using the bound for $f''$ and integrating we obtain the local and global error bounds
$$|E_n| leqslant frac{M}{12}h^3, \ |GE| leqslant frac{M(b-a)^3}{12m^2}.$$
$endgroup$
Estimating the error with the Taylor expansion is quite messy.
For an alternative, consider the local error on a subinterval $[x_n, x_{n+1}]$ with $h = x_{n+1} - x_n$.
The error in approximating the integral with the trapezoidal formula is
$$E_n = frac{h}{2}[f(x_n) + f(x_{n+1})] - int_{x_n}^{x_{n+1}} f(x) , dx.$$
Integration by parts shows this to be
$$E_n = int_{x_n}^{x_{n+1}}(x-c)f'(x) , dx,$$
where $c = (x_{n+1}+x_n)/2$ is the midpoint.
To see this, note that
$$x_{n+1} - c = c - x_n = frac{x_{n+1} - x_n}{2} = frac{h}{2},$$
and with $u = (x-c)$ and $dv = f'(x)dx$, integration by parts yields
$$int_{x_n}^{x_{n+1}}(x-c)f'(x) , dx = (x-c)f(x)|_{x_n}^{x_{n+1}} - int_{x_n}^{x_{n+1}} f(x) , dx = E_n.$$
If the derivative is bounded as $|f'(x)| leqslant M$, we can bound the error as
$$|E_n| leqslant int_{x_n}^{x_{n+1}}|x-c||f'(x)| , dx \ leqslant Mint_{x_n}^{x_{n+1}}|x-c| , dx \ = frac{M}{4}(x_{n+1} - x_n)^2 \ = frac{M}{4}h^2.$$
Approximating the integral over $[a,b]$ with $m$ subintervals of length $h = (b-a)/m$, has a global error bound of
$$|GE| leqslant sum_{n=1}^{m} |E_n| = mfrac{M}{4}h^2 = frac{M(b-a)^2}{4m}$$
If the second derivative is bounded as $|f''(x)| leqslant M$, then we can demonstrate $O(h^3)$ local accuracy. An integration by parts of the previous integral for $E_n$ yields
$$E_n = frac1{2} int_{x_n}^{x_{n+1}} [(h/2)^2 - (x-c)^2]f''(x) , dx.$$
Using the bound for $f''$ and integrating we obtain the local and global error bounds
$$|E_n| leqslant frac{M}{12}h^3, \ |GE| leqslant frac{M(b-a)^3}{12m^2}.$$
edited Feb 19 '16 at 4:04
answered Feb 18 '16 at 22:18
RRLRRL
51.5k42573
51.5k42573
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