sum of absolute errors, I think, is what you mean. Otherwise your fitness function should always return 0 ;-)

You may be better off using one of the statistical error calculations (Portal:Statistics). IIRC (and stats was not my strong suit 15+ years ago, so apply salt as necessary), some of the more complex (well, more complex than summation anyway) error functions would give "better" results.