  This paper proposes a new gradient method to solve the large-scale problems.
Theoretical analysis shows that the new method has finite termination property
for two dimensions and converges R-linearly for any dimensions. Experimental
results illustrate first the issue of parallel implementation. Then, the
solution of a large-scale problem shows that the new method is better than the
others, even competitive with the conjugate gradient method.
