See a history of fluid sim applied to watercolor-like painting: http://www.expresii.com/blog/innovations-in-digital-painting...
A quick look at David Li's source code seems to suggest Li's work is based on Mark Harris' GPU implementation (with Jacobi iteration) of Jos Stam's method.