English

How to train your demon to do fast information erasure without heat production

Statistical Mechanics 2023-11-14 v2 Neural and Evolutionary Computing

Abstract

Time-dependent protocols that perform irreversible logical operations, such as memory erasure, cost work and produce heat, placing bounds on the efficiency of computers. Here we use a prototypical computer model of a physical memory to show that it is possible to learn feedback-control protocols to do fast memory erasure without input of work or production of heat. These protocols, which are enacted by a neural-network ``demon'', do not violate the second law of thermodynamics because the demon generates more heat than the memory absorbs. The result is a form of nonlocal heat exchange in which one computation is rendered energetically favorable while a compensating one produces heat elsewhere, a tactic that could be used to rationally design the flow of energy within a computer.

Keywords

Cite

@article{arxiv.2305.10607,
  title  = {How to train your demon to do fast information erasure without heat production},
  author = {Stephen Whitelam},
  journal= {arXiv preprint arXiv:2305.10607},
  year   = {2023}
}