lattice_rule

lattice_rule, a MATLAB code which approximates integrals in multiple dimensions using lattice rules.

The lattice rules are defined on the unit square, or in higher dimensions, on the unit hypercube.

Lattice rules are more suitable to integrands that are periodic, with period 1, in all variables. However, there are techniques that may be used when the integrand does not satisfy this requirement.

The performance of a lattice rule depends heavily on the choice of the generator vectors. Once the spatial dimension and the number of points have been chosen, there are techniques for finding a good generator vector.

The simplest lattice rules are called "rank 1" rules, and use a lattice generated by multiples of a single generator vector. More elaborate rules can be generated by using more generator vectors, up to the maximum, which is the dimension of the space.

Licensing:

The computer code and data files described and made available on this web page are distributed under the MIT license

Languages:

lattice_rule is available in a C++ version and a FORTRAN90 version and a MATLAB version.

Related Programs:

faure, a MATLAB code which computes elements of a faure quasirandom sequence.

halton, a MATLAB code which computes elements of a halton quasirandom sequence.

hammersley, a MATLAB code which computes elements of a hammersley quasirandom sequence.

latin_center, a MATLAB code which computes elements of a latin hypercube dataset, choosing center points.

latin_edge, a MATLAB code which computes elements of a latin hypercube dataset, choosing edge points.

latin_random, a MATLAB code which computes elements of a latin hypercube dataset, choosing points at random.

lattice_rule_test

niederreiter2, a MATLAB code which computes elements of a niederreiter quasirandom sequence with base 2.

power_rule, a MATLAB code which constructs a power rule, that is, a product quadrature rule from identical 1d factor rules.

quadrule, a MATLAB code which defines a number of quadrature rules.

sobol, a MATLAB code which computes elements of a sobol quasirandom sequence.

stroud, a MATLAB code which contains quadrature rules for a variety of unusual areas, surfaces and volumes in 2d, 3d and n-dimensions.

Reference:

1. Seymour Haber,
   Parameters for Integrating Periodic Functions of Several Variables,
   Mathematics of Computation,
   Volume 41, Number 163, July 1983, pages 115-129.
2. Albert Nijenhuis, Herbert Wilf,
   Combinatorial Algorithms for Computers and Calculators,
   Second Edition,
   Academic Press, 1978,
   ISBN: 0-12-519260-6,
   LC: QA164.N54.
3. Ian Sloan, Stephen Joe,
   Lattice Methods for Multiple Integration,
   Oxford University Press, 1994,
   ISBN: 0198534728,
   LC: QA311.S56

Source Code:

• f2.m, evaluates a function of a scalar used in defining P2(Q).
• f20_s.m, evaluates a function of a vector used in defining P2(Q).
• fibonacci.m, returns the Fibonacci number of given index.
• fibonacci_lattice_b.m, applies an optimal Fibonacci lattice integration rule in 2D.
• fibonacci_lattice_q.m, applies a Fibonacci lattice integration rule in 2D.
• fibonacci_lattice_q_nodes.m, returns Fibonacci lattice nodes in 2D.
• fibonacci_lattice_q1.m, applies a Fibonacci lattice integration rule in 2D.
• fibonacci_lattice_q2.m, applies a Fibonacci lattice integration rule in 2D.
• fibonacci_lattice_q3.m, applies a Fibonacci lattice integration rule in 2D.
• fibonacci_lattice_t.m, applies a symmetric Fibonacci lattice integration rule in 2D.
• find_z20.m, finds the appropriate Z vector to minimize P2(QS).
• gray_next.m, generates the next Gray code by switching one item at a time.
• i4vec_print.m, prints an I4VEC.
• lattice.m, applies a lattice integration rule.
• lattice_np0.m, applies a lattice integration rule to a nonperiodic function.
• lattice_np1.m, applies a lattice integration rule to a nonperiodic function.
• lattice_print.m, prints the points in a lattice rule.
• monte_carlo.m, applies a Monte Carlo integration rule.
• prime.m, returns any of the first PRIME_MAX prime numbers.
• r8mat_transpose_print.m, prints a R8MAT, transposed.
• r8mat_transpose_print_some.m, prints some of a R8MAT, transposed.
• s_len_trim.m, returns the length of a string to the last nonblank.
• tuple_next.m, computes the next element of a tuple space.