Thermodynamics of deterministic finite automata operating locally and periodically
ORAL
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; and "local", 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.
* TEO was supported by a Royal Society University Research Fellowship, and DHW was supported by US NSF Grant CHE-1648973. DHW also thanks the Santa Fe Institute for support.
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Publication: "Thermodynamics of deterministic finite automata operating locally and periodically" in press at New J. Phys. and available as a preprint at https://arxiv.org/abs/2208.06895
Presenters
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Thomas E Ouldridge
Imperial College London
Authors
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David H Wolpert
Santa Fe Inst
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Thomas E Ouldridge
Imperial College London