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Thermodynamics of deterministic finite automata operating locally and periodically (2208.06895v3)

Published 14 Aug 2022 in cond-mat.stat-mech

Abstract: Real-world computers have operational constraints that cause nonzero entropy production (EP). In particular, almost all real-world computers are periodic'', iteratively undergoing the same physical process; andlocal", in that subsystems evolve whilst physically decoupled from the rest of the computer. These constraints are so universal because decomposing a complex computation into small, iterative calculations is what makes computers so powerful. We first derive the nonzero EP caused by the locality and periodicity constraints for deterministic finite automata (DFA), a foundational system of computer science theory. We then relate this minimal EP to the computational characteristics of the DFA. We thus divide the languages recognised by DFA into two classes: those that can be recognised with zero EP, and those that necessarily have non-zero EP. We also demonstrate the thermodynamic advantages of implementing a DFA with a physical process that is agnostic about the inputs that it processes.

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