Some other programs, if run first on the computer after startup, do not let go of the memory they have cached, even though they are closed. Could this be part of the problem?
Another place to check: try going into preferences and reducing the number of changes saved for backing out of boo-boos. A big scene requires lots of  memory for each backup.