This paper provides a short introduction to the evolutionary multi-objective optimization field. The first part of the paper discusses the most representative multi-objective evolutionary algorithms that have been developed, from a historical perspective. In the second part of the paper, some representative applications within materials science and engineering are reviewed. In the final part of the paper, some potential areas for future research in this area are briefly described.