  First, we consider a nonnegative homogeneous block tri-diagonal matrix and
obtain its convergence parameter, where some results in the field of matrix
analytic method are extended to the case where block matrices have countably
infinite dimension. Second, we apply our results to a multi-dimensional QBD
process and obtain lower bounds for the directional asymptotic decay rates of
the stationary distribution.
