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Journal article

Thermodynamics of complexity and pattern manipulation

Abstract:
Many organisms capitalize on their ability to predict the environment to maximize available free energy and reinvest this energy to create new complex structures. This functionality relies on the manipulation of patterns-temporally ordered sequences of data. Here, we propose a framework to describe pattern manipulators-devices that convert thermodynamic work to patterns or vice versa-and use them to build a "pattern engine" that facilitates a thermodynamic cycle of pattern creation and consumption. We show that the least heat dissipation is achieved by the provably simplest devices, the ones that exhibit desired operational behavior while maintaining the least internal memory. We derive the ultimate limits of this heat dissipation and show that it is generally nonzero and connected with the pattern's intrinsic crypticity-a complexity theoretic quantity that captures the puzzling difference between the amount of information the pattern's past behavior reveals about its future and the amount one needs to communicate about this past to optimally predict the future.
Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1103/physreve.95.042140

Authors

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Institution:
University of Oxford
Division:
MPLS
Department:
Physics
Sub department:
Atomic & Laser Physics
Oxford college:
Wolfson College
Role:
Author
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Role:
Author
ORCID:
0000-0002-5459-4313


Publisher:
American Physical Society
Journal:
Physical Review E More from this journal
Volume:
95
Issue:
4
Article number:
042140
Publication date:
2017-04-24
Acceptance date:
2017-04-24
DOI:
EISSN:
2470-0053
ISSN:
2470-0045
Pmid:
28505845


Language:
English
Keywords:
Pubs id:
pubs:693940
UUID:
uuid:5bb42d5b-64b1-4b57-8023-13beaf845990
Local pid:
pubs:693940
Source identifiers:
693940
Deposit date:
2019-10-21
ARK identifier:

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