The single row facility layout problem (SRFLP) is considered. A fast multi-start simulated annealing algorithm is proposed. Both interchange and insertion move gains are computed in linear time. A technique to accelerate computation for lower temperatures is applied. Numerical results are reported for SRFLP instances of size up to 1000 facilities.