I recently found that a Joiner works really well for this job, ...but it's not a real commonly available tool. Cut out your blanks with the bandsaw or even a tablesaw if you're feeling froggy. Heck! They could even just be split out by hand with a machete, but that'd leave you a bit of extra work to do on the joiner.
OneBow