In this paper, the set covering problem (SCP) is considered. Several a
lgorithms have been suggested in the literature for solving it. We pro
pose a new algorithm for solving the SCP which is based on the genetic
technique. This algorithm has been implemented and tested on various
standard and randomly generated test problems. Preliminary results are
encouraging, and are better than the existing heuristics for the prob
lem.