Difference between revisions of "Quadrature formula of highest algebraic accuracy"
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A formula of the type | A formula of the type | ||
− | + | $$ \tag{1 } | |
+ | \int\limits _ { a } ^ { b } | ||
+ | p ( x) f ( x) dx \approx \ | ||
+ | \sum _ {j = 1 } ^ { N } C _ {j} f ( x _ {j} ), | ||
+ | $$ | ||
− | where the weight function | + | where the weight function $ p ( x) $ |
+ | is assumed to be non-negative on $ [ a, b] $, | ||
+ | where the integrals | ||
− | + | $$ | |
+ | \mu _ {k} = \ | ||
+ | \int\limits _ { a } ^ { b } p ( x) x ^ {k} dx,\ \ | ||
+ | k = 0, 1 \dots | ||
+ | $$ | ||
− | exist and where, moreover, | + | exist and where, moreover, $ \mu _ {0} > 0 $. |
+ | The nodes $ x _ {j} $ | ||
+ | of formula (1) are the roots of a polynomial of degree $ N $ | ||
+ | orthogonal on $ [ a, b] $ | ||
+ | with the weight function $ p ( x) $, | ||
+ | and the weights are defined by the condition that (1) be an interpolatory formula. A quadrature formula of this type has algebraic accuracy $ 2N - 1 $, | ||
+ | i.e. it is exact for all algebraic polynomials $ f ( x) $ | ||
+ | of degree $ \leq 2N - 1 $ | ||
+ | and is not exact for $ x ^ {2N} $; | ||
+ | it is known as a quadrature formula of Gaussian type. | ||
This concept can be generalized as follows. Consider the quadrature formula | This concept can be generalized as follows. Consider the quadrature formula | ||
− | + | $$ \tag{2 } | |
+ | \int\limits _ { a } ^ { b } | ||
+ | p ( x) f ( x) dx \approx \ | ||
+ | \sum _ {j = 1 } ^ { m } A _ {j} f ( a _ {j} ) + | ||
+ | \sum _ {j = 1 } ^ { n } C _ {j} f ( x _ {j} ) | ||
+ | $$ | ||
− | with | + | with $ N = m + n $ |
+ | nodes, where the nodes $ a _ {1} \dots a _ {m} $ | ||
+ | are pre-assigned (fixed) while $ x _ {1} \dots x _ {n} $ | ||
+ | are so chosen that (2) be a quadrature formula of highest algebraic accuracy. Let | ||
− | + | $$ | |
+ | \sigma ( x) = \ | ||
+ | \prod _ {j = 1 } ^ { m } ( x - a _ {j} ),\ \ | ||
+ | \omega ( x) = \ | ||
+ | \prod _ {j = 1 } ^ { n } ( x - x _ {j} ). | ||
+ | $$ | ||
− | Formula (2) is exact for all polynomials of degree | + | Formula (2) is exact for all polynomials of degree $ \leq m + 2n - 1 $ |
+ | if and only if it is an interpolatory quadrature formula and the polynomial $ \omega ( x) $ | ||
+ | is orthogonal on $ [ a, b] $ | ||
+ | with the weight function $ \sigma ( x) p ( x) $ | ||
+ | to all polynomials of degree $ \leq n - 1 $. | ||
+ | This reduces the question of the existence of a quadrature formula that is exact for all polynomials of degree $ \leq 2n - 1 $ | ||
+ | to the problem of determining a polynomial $ \omega ( x) $ | ||
+ | of degree $ n $ | ||
+ | that is orthogonal on $ [ a, b] $ | ||
+ | with the weight function $ \sigma ( x) p ( x) $, | ||
+ | and to examining the properties of its roots. If the roots of $ \omega ( x) $ | ||
+ | are real, simple, lie in $ [ a, b] $, | ||
+ | and none of them is one of the fixed nodes, the required quadrature formula exists. If, moreover, | ||
− | + | $$ | |
+ | \int\limits _ { a } ^ { b } p ( x) \sigma ( x) \omega ^ {2} ( x) dx \neq 0, | ||
+ | $$ | ||
− | then the algebraic accuracy of the formula is | + | then the algebraic accuracy of the formula is $ m + 2n - 1 $. |
− | Under the above assumptions concerning the weight function | + | Under the above assumptions concerning the weight function $ p ( x) $, |
+ | a polynomial $ \omega ( x) $ | ||
+ | of degree $ n $, | ||
+ | orthogonal on $ [ a, b] $ | ||
+ | with the weight function $ \sigma ( x) p ( x) $, | ||
+ | is defined uniquely (up to a non-zero constant factor) in the following special cases. | ||
− | 1) | + | 1) $ m = 1 $, |
+ | $ n $ | ||
+ | is arbitrary. The single fixed node is an end-point of the interval $ [ a, b] $, | ||
+ | with the only condition that it be finite. | ||
− | 2) | + | 2) $ m = 2 $, |
+ | $ n $ | ||
+ | is arbitrary. The two fixed nodes are the end-points of the interval $ [ a, b] $, | ||
+ | provided they are finite. | ||
− | 3) | + | 3) $ m $ |
+ | is arbitrary, $ n = m + 1 $. | ||
+ | The fixed nodes are the roots of a polynomial $ P _ {m} ( x) $ | ||
+ | that is orthogonal on $ [ a, b] $ | ||
+ | with the weight function $ p ( x) $. | ||
− | In cases 1) and 2), the polynomial | + | In cases 1) and 2), the polynomial $ \omega ( x) $ |
+ | is orthogonal relative to the weight function $ \sigma ( x) p ( x) $, | ||
+ | which is of fixed sign on $ [ a, b] $, | ||
+ | and therefore its roots are real, simple, lie inside $ ( a, b) $, | ||
+ | and are consequently distinct from $ a, b $. | ||
+ | The quadrature formula (2) exists, its coefficients are positive and its algebraic accuracy is $ m + 2n - 1 $. | ||
+ | Quadrature formulas corresponding to the cases 1) and 2) are called Markov formulas. | ||
− | In case 3), the weight function | + | In case 3), the weight function $ \sigma ( x) p ( x) $ |
+ | changes sign on $ [ a, b] $ | ||
+ | and this complicates the inspection of the roots of $ \omega ( x) $. | ||
+ | If $ [ a, b] = [- 1, 1] $ | ||
+ | and $ p ( x) = ( 1 - x ^ {2} ) ^ \alpha $, | ||
+ | where $ - 1/2 < \alpha \leq 3/2 $, | ||
+ | then the roots of $ \omega ( x) $ | ||
+ | lie inside $ (- 1, 1) $ | ||
+ | and separate the roots of $ P _ {m} ( x) $: | ||
+ | Between any two consecutive roots of $ \omega ( x) $ | ||
+ | there is exactly one root of $ P _ {m} ( x) $( | ||
+ | see [[#References|[2]]]). With this weight function, the quadrature formula (2) exists and is exact for all polynomials of degree $ \leq 3m + 1 $; | ||
+ | however, one cannot state that its algebraic accuracy is $ 3m + 1 $. | ||
+ | For $ \alpha = - 1/2 $ | ||
+ | and $ \alpha = 1/2 $ | ||
+ | the nodes and the coefficients of the quadrature formula can be specified explicitly (see [[#References|[3]]]); the algebraic accuracy in the former case is increased to $ 4m - 1 $, | ||
+ | and in the second case to $ 4m + 1 $. | ||
+ | For $ p ( x) = 1 $ | ||
+ | and the interval $ [ 0, 1] $, | ||
+ | the nodes and the coefficients have been computed for the quadrature formula (2) (with fixed nodes of type 3)) for $ m = 1 ( 1) 40 $( | ||
+ | i.e. $ m $ | ||
+ | varying from 1 to 40 with step 1) (see [[#References|[4]]]); the algebraic accuracy is $ 3m + 1 $ | ||
+ | if $ m $ | ||
+ | is even and $ 3m + 2 $ | ||
+ | if $ m $ | ||
+ | is odd. A quadrature formula (2) with fixed nodes of type 3) also exists for the interval $ [- 1, 1] $ | ||
+ | and the weight function $ ( 1 - x) ^ \alpha ( 1 + x) ^ {- \alpha } $ | ||
+ | for $ \alpha = \pm 1/2 $, | ||
+ | and the nodes and the coefficients can be explicitly specified (see [[#References|[3]]]). | ||
====References==== | ====References==== | ||
<table><TR><TD valign="top">[1]</TD> <TD valign="top"> V.I. Krylov, "Approximate calculation of integrals" , Macmillan (1962) (Translated from Russian)</TD></TR><TR><TD valign="top">[2]</TD> <TD valign="top"> G. Szegö, "Ueber gewisse orthogonale Polynome, die zu einer oszillierenden Belegungsfunktion gehören" ''Math. Ann.'' , '''110''' : 4 (1934) pp. 501–513</TD></TR><TR><TD valign="top">[3]</TD> <TD valign="top"> I.P Mysovskikh, "A special case of quadrature formulas containing pre-assigned nodes" ''Izv. Akad. Nauk BelorussSSR. Ser. Fiz.-Tekhn. Navuk'' , '''4''' (1964) pp. 125–127 (In Russian)</TD></TR><TR><TD valign="top">[4]</TD> <TD valign="top"> A.S. Kronrod, "Nodes and weights of quadrature formulas" , Consultants Bureau (1965) (Translated from Russian)</TD></TR></table> | <table><TR><TD valign="top">[1]</TD> <TD valign="top"> V.I. Krylov, "Approximate calculation of integrals" , Macmillan (1962) (Translated from Russian)</TD></TR><TR><TD valign="top">[2]</TD> <TD valign="top"> G. Szegö, "Ueber gewisse orthogonale Polynome, die zu einer oszillierenden Belegungsfunktion gehören" ''Math. Ann.'' , '''110''' : 4 (1934) pp. 501–513</TD></TR><TR><TD valign="top">[3]</TD> <TD valign="top"> I.P Mysovskikh, "A special case of quadrature formulas containing pre-assigned nodes" ''Izv. Akad. Nauk BelorussSSR. Ser. Fiz.-Tekhn. Navuk'' , '''4''' (1964) pp. 125–127 (In Russian)</TD></TR><TR><TD valign="top">[4]</TD> <TD valign="top"> A.S. Kronrod, "Nodes and weights of quadrature formulas" , Consultants Bureau (1965) (Translated from Russian)</TD></TR></table> | ||
− | |||
− | |||
====Comments==== | ====Comments==== | ||
− | |||
====References==== | ====References==== | ||
<table><TR><TD valign="top">[a1]</TD> <TD valign="top"> P.J. Davis, P. Rabinowitz, "Methods of numerical integration" , Acad. Press (1975)</TD></TR></table> | <table><TR><TD valign="top">[a1]</TD> <TD valign="top"> P.J. Davis, P. Rabinowitz, "Methods of numerical integration" , Acad. Press (1975)</TD></TR></table> |
Revision as of 08:08, 6 June 2020
A formula of the type
$$ \tag{1 } \int\limits _ { a } ^ { b } p ( x) f ( x) dx \approx \ \sum _ {j = 1 } ^ { N } C _ {j} f ( x _ {j} ), $$
where the weight function $ p ( x) $ is assumed to be non-negative on $ [ a, b] $, where the integrals
$$ \mu _ {k} = \ \int\limits _ { a } ^ { b } p ( x) x ^ {k} dx,\ \ k = 0, 1 \dots $$
exist and where, moreover, $ \mu _ {0} > 0 $. The nodes $ x _ {j} $ of formula (1) are the roots of a polynomial of degree $ N $ orthogonal on $ [ a, b] $ with the weight function $ p ( x) $, and the weights are defined by the condition that (1) be an interpolatory formula. A quadrature formula of this type has algebraic accuracy $ 2N - 1 $, i.e. it is exact for all algebraic polynomials $ f ( x) $ of degree $ \leq 2N - 1 $ and is not exact for $ x ^ {2N} $; it is known as a quadrature formula of Gaussian type.
This concept can be generalized as follows. Consider the quadrature formula
$$ \tag{2 } \int\limits _ { a } ^ { b } p ( x) f ( x) dx \approx \ \sum _ {j = 1 } ^ { m } A _ {j} f ( a _ {j} ) + \sum _ {j = 1 } ^ { n } C _ {j} f ( x _ {j} ) $$
with $ N = m + n $ nodes, where the nodes $ a _ {1} \dots a _ {m} $ are pre-assigned (fixed) while $ x _ {1} \dots x _ {n} $ are so chosen that (2) be a quadrature formula of highest algebraic accuracy. Let
$$ \sigma ( x) = \ \prod _ {j = 1 } ^ { m } ( x - a _ {j} ),\ \ \omega ( x) = \ \prod _ {j = 1 } ^ { n } ( x - x _ {j} ). $$
Formula (2) is exact for all polynomials of degree $ \leq m + 2n - 1 $ if and only if it is an interpolatory quadrature formula and the polynomial $ \omega ( x) $ is orthogonal on $ [ a, b] $ with the weight function $ \sigma ( x) p ( x) $ to all polynomials of degree $ \leq n - 1 $. This reduces the question of the existence of a quadrature formula that is exact for all polynomials of degree $ \leq 2n - 1 $ to the problem of determining a polynomial $ \omega ( x) $ of degree $ n $ that is orthogonal on $ [ a, b] $ with the weight function $ \sigma ( x) p ( x) $, and to examining the properties of its roots. If the roots of $ \omega ( x) $ are real, simple, lie in $ [ a, b] $, and none of them is one of the fixed nodes, the required quadrature formula exists. If, moreover,
$$ \int\limits _ { a } ^ { b } p ( x) \sigma ( x) \omega ^ {2} ( x) dx \neq 0, $$
then the algebraic accuracy of the formula is $ m + 2n - 1 $.
Under the above assumptions concerning the weight function $ p ( x) $, a polynomial $ \omega ( x) $ of degree $ n $, orthogonal on $ [ a, b] $ with the weight function $ \sigma ( x) p ( x) $, is defined uniquely (up to a non-zero constant factor) in the following special cases.
1) $ m = 1 $, $ n $ is arbitrary. The single fixed node is an end-point of the interval $ [ a, b] $, with the only condition that it be finite.
2) $ m = 2 $, $ n $ is arbitrary. The two fixed nodes are the end-points of the interval $ [ a, b] $, provided they are finite.
3) $ m $ is arbitrary, $ n = m + 1 $. The fixed nodes are the roots of a polynomial $ P _ {m} ( x) $ that is orthogonal on $ [ a, b] $ with the weight function $ p ( x) $.
In cases 1) and 2), the polynomial $ \omega ( x) $ is orthogonal relative to the weight function $ \sigma ( x) p ( x) $, which is of fixed sign on $ [ a, b] $, and therefore its roots are real, simple, lie inside $ ( a, b) $, and are consequently distinct from $ a, b $. The quadrature formula (2) exists, its coefficients are positive and its algebraic accuracy is $ m + 2n - 1 $. Quadrature formulas corresponding to the cases 1) and 2) are called Markov formulas.
In case 3), the weight function $ \sigma ( x) p ( x) $ changes sign on $ [ a, b] $ and this complicates the inspection of the roots of $ \omega ( x) $. If $ [ a, b] = [- 1, 1] $ and $ p ( x) = ( 1 - x ^ {2} ) ^ \alpha $, where $ - 1/2 < \alpha \leq 3/2 $, then the roots of $ \omega ( x) $ lie inside $ (- 1, 1) $ and separate the roots of $ P _ {m} ( x) $: Between any two consecutive roots of $ \omega ( x) $ there is exactly one root of $ P _ {m} ( x) $( see [2]). With this weight function, the quadrature formula (2) exists and is exact for all polynomials of degree $ \leq 3m + 1 $; however, one cannot state that its algebraic accuracy is $ 3m + 1 $. For $ \alpha = - 1/2 $ and $ \alpha = 1/2 $ the nodes and the coefficients of the quadrature formula can be specified explicitly (see [3]); the algebraic accuracy in the former case is increased to $ 4m - 1 $, and in the second case to $ 4m + 1 $. For $ p ( x) = 1 $ and the interval $ [ 0, 1] $, the nodes and the coefficients have been computed for the quadrature formula (2) (with fixed nodes of type 3)) for $ m = 1 ( 1) 40 $( i.e. $ m $ varying from 1 to 40 with step 1) (see [4]); the algebraic accuracy is $ 3m + 1 $ if $ m $ is even and $ 3m + 2 $ if $ m $ is odd. A quadrature formula (2) with fixed nodes of type 3) also exists for the interval $ [- 1, 1] $ and the weight function $ ( 1 - x) ^ \alpha ( 1 + x) ^ {- \alpha } $ for $ \alpha = \pm 1/2 $, and the nodes and the coefficients can be explicitly specified (see [3]).
References
[1] | V.I. Krylov, "Approximate calculation of integrals" , Macmillan (1962) (Translated from Russian) |
[2] | G. Szegö, "Ueber gewisse orthogonale Polynome, die zu einer oszillierenden Belegungsfunktion gehören" Math. Ann. , 110 : 4 (1934) pp. 501–513 |
[3] | I.P Mysovskikh, "A special case of quadrature formulas containing pre-assigned nodes" Izv. Akad. Nauk BelorussSSR. Ser. Fiz.-Tekhn. Navuk , 4 (1964) pp. 125–127 (In Russian) |
[4] | A.S. Kronrod, "Nodes and weights of quadrature formulas" , Consultants Bureau (1965) (Translated from Russian) |
Comments
References
[a1] | P.J. Davis, P. Rabinowitz, "Methods of numerical integration" , Acad. Press (1975) |
Quadrature formula of highest algebraic accuracy. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Quadrature_formula_of_highest_algebraic_accuracy&oldid=48365