Nantero Inc., a Massachusetts startup using structures called carbon nanotubes to compete against conventional memory-chip players, has raised $21 million in fresh capital.

Globespan Capital Partners led the round, with participation from both new and existing strategic investors. The company has raised more than $110 million to date.

Nantero...