Linear regression with a fixed intercept and everything is in log
Chi squared test does not serve any purpose. The nonlinear equations/functions can be handled by transforming them  in linear functions. The linear model can be used once we transform the nonlinear data/relations into linear format. chi squared test checks for variability. You seem to be interested in sum total of surface (area) i.e. linear model and not a linear regression.