In this paper we proposed a new fundamental equation of statistical ph
ysics in place of the Liouville equation. That is the anomalous Langev
in equation in Gamma space or its equivalent Liouville diffusion equat
ion of time-reversal asymmetry, This equation reflects that the form o
f motion of particles in statistical thermodynamic systems has the dri
ft-diffusion duality and the law of motion of statistical thermodynami
cs is stochastic in essence, but not completely deterministic. Startin
g from this equation the BBGKY diffusion equation hierarchy, the law o
f entropy increase, the theorem of minimum entropy production, the bal
ance equations of Gibbs and Boltzmann nonequilibrium entropy are deriv
ed and presented here. Furthermore we have derived a nonlinear evoluti
on equation of Gibbs and Boltzmann nonequilibrium entropy density. To
our knowledge, this is the first treatise on them. The evolution equat
ion shows that the change of nonequilibrium entropy density originates
together from drift, typical diffusion and complicated inherent sourc
e production. Contrary to conventional viewpoint, the entropy producti
on density sigma greater than or equal to 0 everywhere for any systems
cannot be proved universally. Conversely, sigma may be negative in so
me local space of some inhomogeneous systems far from equilibrium. The
hydrodynamic equations, such as the generalized Navier-Stokes equatio
n, the mass drift-diffusion equation and the thermal conductivity equa
tion have been derived succinctly from the BBGKY diffusion equation hi
erarchy. The Liouville diffusion equation has the same equilibrium sol
ution as that of the Liouville equation. All these derivations and res
ults are unified and rigorous from the new fundamental equation withou
t adding any extra assumption.