Inform the De Novo parameters:

Read Size Read size in bp (base pairs)
Genome Size Genome size in Mbp (megabase pairs)
Number of reads Number of reads in millions(integer number)
k k-mer size (parameter of Velvet)

This memory usage calculation is based on the information provided by this thread in SEQAnswers forum.