  EIP-1559 is a new proposed pricing mechanism for the Ethereum protocol
developed to bring stability to fluctuating gas prices. To properly understand
this as a stochastic process, it is necessary to develop the mathematical
foundations to understand under what conditions the base fee gas price outcomes
behave as a stationary process, and when it does not. Understanding these
mathematical fundamentals is critical to properly engineering a stable system.
