Store $x= log($X) Store $y= log($Y) Want $z= log( $X + $Y ) But we don't know $X and $Y, just $x and $y so Want $z= log( exp($x) + exp($y) ) #### $z= log( exp($x) + exp($y) ) = log( exp($x)*( 1 + exp($y)/exp($x) ) ) = log( exp($x) * ( 1 + exp($y-$x) ) ) = log(exp($x)) + log( 1 + exp($y-$x) ) = $x + log( 1 + exp($y-$x) )