I have no specific information about your chipper, but removing bearings from shafts is a pretty run of the mill job if you're familiar with it. If you're not it might pay to get help from someone who is. In the shop we used to remove them by oxy generally. There's a technique to it, Usually cut the outer race off with a grinder, get the bearings out then use the oxy on the inner race. Due to the different temperature of the shaft and bearing you can usually cut the inner race off with no damage to the shaft. You have to be quick about it. One cut either side, and the race drops off. Clean the shaft up with some 80 grit emery tape and you're ready to fit new bearings. If you don't have an oxy, you can do it with a grinder but it takes a steady hand and a light touch. Finish up just shy of cutting through and then use a cold chisel and mallet to remove the race.
Shaun