用Fortran编写Inverse-free Krylov程序,给个例子
时间: 2024-03-26 15:40:25 浏览: 66
基于Fortran语言的并行程序设计例子
以下是使用Fortran编写的Inverse-free Krylov程序示例:
```
program inverse_free_krylov
implicit none
integer :: n, maxiter, i, j, iter
real :: tol, alpha, beta, error
real, dimension(:), allocatable :: x, v, w, q, h, y
real, dimension(:,:), allocatable :: qh, r
character(len=80) :: inputfile
! 读取输入文件中的矩阵和向量
write(*,*) '请输入矩阵和向量的文件名:'
read(*,'(a)') inputfile
call read_input_file(inputfile, n, v)
! 初始化参数
maxiter = 100
tol = 1e-6
iter = 0
error = 0.0
allocate(q(n,maxiter), h(maxiter,maxiter), qh(n,maxiter+1), r(maxiter,maxiter+1), y(maxiter))
! 开始迭代
do while (iter < maxiter .and. error > tol)
iter = iter + 1
! 计算新向量
call matvec(n, v, q(:,iter))
do j = 1, iter
h(j,iter) = dot_product(q(:,iter), q(:,j))
q(:,iter) = q(:,iter) - h(j,iter)*q(:,j)
enddo
h(iter+1,iter) = sqrt(dot_product(q(:,iter), q(:,iter)))
q(:,iter) = q(:,iter)/h(iter+1,iter)
! 用QR分解求解Hessenberg矩阵的特征值和特征向量
call qrfactorization(iter+1, iter, h, qh, r)
! 更新解向量
y = solve_upper_triangular(iter, r, qh(:,1:iter), q(:,1:iter), h(iter+1,iter)*v)
x = x + q(:,1:iter)*y
! 判断收敛
error = norm2(q(:,iter+1)*h(iter+1,iter))
enddo
! 输出解向量
write(*,*) '解向量:'
do i = 1, n
write(*,'(f8.4)') x(i)
enddo
! 释放内存
deallocate(q, h, qh, r, y, v)
contains
! 矩阵向量乘法
subroutine matvec(n, x, y)
implicit none
integer :: n, i
real, dimension(n), intent(in) :: x
real, dimension(n), intent(out) :: y
y = 0.0
do i = 1, n
y = y + x(i)*a(:,i)
enddo
end subroutine matvec
! QR分解
subroutine qrfactorization(m, n, a, q, r)
implicit none
integer :: m, n, i, j, k
real, dimension(m,n), intent(in) :: a
real, dimension(m,n), intent(out) :: q
real, dimension(n,n), intent(out) :: r
q = 0.0
r = 0.0
do k = 1, n
r(k,k) = norm2(a(:,k))
q(:,k) = a(:,k)/r(k,k)
do j = k+1, n
r(k,j) = dot_product(q(:,k), a(:,j))
a(:,j) = a(:,j) - r(k,j)*q(:,k)
enddo
enddo
end subroutine qrfactorization
! 解上三角线性方程组
function solve_upper_triangular(n, a, b, c, d)
implicit none
integer :: n, i, j
real, dimension(n,n), intent(in) :: a
real, dimension(n), intent(in) :: d
real, dimension(n), intent(in) :: b(:,1:n-1)
real, dimension(n), intent(in) :: c(:,1:n-1)
real, dimension(n) :: x
x(n) = d(n)/a(n,n)
do i = n-1, 1, -1
x(i) = (d(i) - dot_product(a(i,i+1:n), x(i+1:n)) - &
dot_product(b(i,1:i-1), x(1:i-1)) - dot_product(c(i,1:i-1), x(1:i-1))) / a(i,i)
enddo
solve_upper_triangular = x
end function solve_upper_triangular
! 求向量的2范数
function norm2(x)
implicit none
integer :: i, n
real, dimension(:), intent(in) :: x
real :: norm2
n = size(x)
norm2 = 0.0
do i = 1, n
norm2 = norm2 + x(i)**2
enddo
norm2 = sqrt(norm2)
end function norm2
! 读取输入文件中的矩阵和向量
subroutine read_input_file(filename, n, v)
implicit none
integer :: n, i
real, dimension(:), allocatable :: v
character(len=*), intent(in) :: filename
integer :: status
integer :: unit
! 打开输入文件
open(newunit=unit, file=trim(filename), status='old', action='read', iostat=status)
if (status /= 0) then
write(*,*) '无法打开文件:', trim(filename)
stop
endif
! 读取矩阵和向量
read(unit,*) n
allocate(v(n))
do i = 1, n
read(unit,*) v(i)
enddo
! 关闭文件并返回结果
close(unit)
end subroutine read_input_file
end program inverse_free_krylov
```
这个程序实现了一个简单的Inverse-free Krylov算法,其中包括矩阵向量乘法、QR分解、解上三角线性方程组等基本操作。在实际使用中,需要根据具体的问题进行修改和优化。
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