Although the mathematics is quite complex (Newton, Bernoulli, Navier-Stokes) the history happens fairly quickly as the mathematics appears. Bernoulli published in 1738, Cayley designed the fixed-wing aircraft in 1799. From that point it was mostly a matter of finding ways to increase thrust / reduce weight through better engine design to achieve useful flight time / lift.