Yes, the sum of squares or the RMS:
SSq=sum(res.^2);
RMS=sqrt(mean(res.^2));
The downside of using the plain sum is that a large negative and a large positive will cancel out, which is clearly not what you want. Whether or not a number is large should not be a factor in your decision, just that you want to minimize it.