residual vs time: randomly distributed suggests no serial correlation
Q-Q plot checks whether residuals are normally distributed as the points lie on the line y = x.
Residuals vs Fitted plot :the red line suggests that the residuals seem to have no obvious curved pattern, which means trying a model with a quadratic term included will not help.