http://statmath.wu.ac.at/courses/optimization/Presentations/Nops+Thomas-sPCA1.pdf
http://www.di.ens.fr/~fbach/SPO.pdf

Look at R package pcaPP, PMA
pcaPP has methods for plotting etc. in line with those of prcomp