The noggins are to stiffen the floor, they don't really carry any load. The joists carry the floor loading.
100x50 (4"x2" in imperial) as suggested by Ree is fine for noggins.
If you look at the wall edge you will see where the builders put noggins in, don't go smaller than that and you...