We consider a system of $M$ particles in contact with a heat reservoir of $Ngg M$ particles. The evolution in the system and the reservoir, together with their interaction, are modeled via the Kacs Master Equation. We chose the initial distribution with total energy $N+M$ and show that if the reservoir is initially in equilibrium, that is if the initial distribution depends only on the energy of the particle in the reservoir, then the entropy of the system decay exponentially to a very small value. We base our proof on a similar property for the Information. A similar argument allows us to greatly simplify the proof of the main result in [2].
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