The origins of computational mechanics: A brief intellectual history and several clarifications
JP Crutchfield - arXiv preprint arXiv:1710.06832, 2017 - arxiv.org
The principle goal of computational mechanics is to define pattern and structure so that the
organization of complex systems can be detected and quantified. Computational mechanics …
organization of complex systems can be detected and quantified. Computational mechanics …
What did Erwin mean? The physics of information from the materials genomics of aperiodic crystals and water to molecular information catalysts and life
DP Varn, JP Crutchfield - Philosophical Transactions of …, 2016 - royalsocietypublishing.org
Erwin Schrödinger famously and presciently ascribed the vehicle transmitting the hereditary
information underlying life to an 'aperiodic crystal'. We compare and contrast this, only later …
information underlying life to an 'aperiodic crystal'. We compare and contrast this, only later …
Informational and causal architecture of discrete-time renewal processes
SE Marzen, JP Crutchfield - Entropy, 2015 - mdpi.com
Renewal processes are broadly used to model stochastic behavior consisting of isolated
events separated by periods of quiescence, whose durations are specified by a given …
events separated by periods of quiescence, whose durations are specified by a given …
Difference between memory and prediction in linear recurrent networks
S Marzen - Physical Review E, 2017 - APS
Recurrent networks are trained to memorize their input better, often in the hopes that such
training will increase the ability of the network to predict. We show that networks designed to …
training will increase the ability of the network to predict. We show that networks designed to …
Fraudulent white noise: Flat power spectra belie arbitrarily complex processes
PM Riechers, JP Crutchfield - Physical Review Research, 2021 - APS
Power spectral densities are a common, convenient, and powerful way to analyze signals,
so much so that they are now broadly deployed across the sciences and engineering—from …
so much so that they are now broadly deployed across the sciences and engineering—from …
Beyond the spectral theorem: spectrally decomposing arbitrary functions of nondiagonalizable operators
PM Riechers, JP Crutchfield - AIP Advances, 2018 - pubs.aip.org
Decomposing a complicated system into its constituent parts—reductionism—is one of
science's most powerful strategies for analysis and understanding. Large-scale systems with …
science's most powerful strategies for analysis and understanding. Large-scale systems with …
A Markov theoretic description of stacking-disordered aperiodic crystals including ice and opaline silica
AG Hart, TC Hansen, WF Kuhs - Acta Crystallographica Section A …, 2018 - journals.iucr.org
This article reviews the Markov theoretic description of one-dimensional aperiodic crystals,
describing the stacking-faulted crystal polytype as a special case of an aperiodic crystal …
describing the stacking-faulted crystal polytype as a special case of an aperiodic crystal …
Close-packed structure dynamics with finite-range interaction: computational mechanics with individual layer interaction
E Rodriguez-Horta, E Estevez-Rams… - … A: Foundations and …, 2017 - journals.iucr.org
This is the second contribution in a series of papers dealing with dynamical models in
equilibrium theories of polytypism. A Hamiltonian introduced by Ahmad & Khan [Phys. Status …
equilibrium theories of polytypism. A Hamiltonian introduced by Ahmad & Khan [Phys. Status …
Extrinsic faulting in 3C close-packed crystal structures: computational mechanics analysis
E Estevez-Rams, R Lora-Serrano… - … A: Foundations and …, 2017 - scripts.iucr.org
Extrinsic faulting has been discussed previously within the so-called difference method and
random walk calculation. In this contribution it is revisited under the framework of …
random walk calculation. In this contribution it is revisited under the framework of …
A hidden Markov model for describing turbostratic disorder applied to carbon blacks and graphene
AG Hart, TC Hansen, WF Kuhs - Acta Crystallographica Section A …, 2019 - journals.iucr.org
A mathematical framework is presented to represent turbostratic disorder in materials like
carbon blacks, smectites and twisted n-layer graphene. In particular, the set of all possible …
carbon blacks, smectites and twisted n-layer graphene. In particular, the set of all possible …