Literature DB >> 33234063

Future climates: Markov blankets and active inference in the biosphere.

Sergio Rubin1, Thomas Parr2, Lancelot Da Costa2,3, Karl Friston2.   

Abstract

We formalize the Gaia hypothesis about the Earth climate system using advances in theoretical biology based on the minimization of variational free energy. This amounts to the claim that non-equilibrium steady-state dynamics-that underwrite our climate-depend on the Earth system possessing a Markov blanket. Our formalization rests on how the metabolic rates of the biosphere (understood as Markov blanket's internal states) change with respect to solar radiation at the Earth's surface (i.e. external states), through the changes in greenhouse and albedo effects (i.e. active states) and ocean-driven global temperature changes (i.e. sensory states). Describing the interaction between the metabolic rates and solar radiation as climatic states-in a Markov blanket-amounts to describing the dynamics of the internal states as actively inferring external states. This underwrites climatic non-equilibrium steady-state through free energy minimization and thus a form of planetary autopoiesis.

Keywords:  Earth's climate system; Gaia hypothesis; active inference; autopoiesis; free energy minimization

Mesh:

Year:  2020        PMID: 33234063      PMCID: PMC7729048          DOI: 10.1098/rsif.2020.0503

Source DB:  PubMed          Journal:  J R Soc Interface        ISSN: 1742-5662            Impact factor:   4.118


  59 in total

1.  Effects of size and temperature on metabolic rate.

Authors:  J F Gillooly; J H Brown; G B West; V M Savage; E L Charnov
Journal:  Science       Date:  2001-09-21       Impact factor: 47.728

2.  Did surface temperatures constrain microbial evolution?

Authors:  D Schwartzman; M McMenamin; T Volk
Journal:  Bioscience       Date:  1993-06       Impact factor: 8.589

3.  Gaia as a complex adaptive system.

Authors:  Timothy M Lenton; Marcel van Oijen
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2002-05-29       Impact factor: 6.237

Review 4.  Links between climate and sea levels for the past three million years.

Authors:  Kurt Lambeck; Tezer M Esat; Emma-Kate Potter
Journal:  Nature       Date:  2002-09-12       Impact factor: 49.962

5.  Geology. The story of O2.

Authors:  Paul G Falkowski; Yukio Isozaki
Journal:  Science       Date:  2008-10-24       Impact factor: 47.728

6.  Proterozoic oxygen rise linked to shifting balance between seafloor and terrestrial weathering.

Authors:  Benjamin Mills; Timothy M Lenton; Andrew J Watson
Journal:  Proc Natl Acad Sci U S A       Date:  2014-06-09       Impact factor: 11.205

7.  A novel pathway producing dimethylsulphide in bacteria is widespread in soil environments.

Authors:  O Carrión; A R J Curson; D Kumaresan; Y Fu; A S Lang; E Mercadé; J D Todd
Journal:  Nat Commun       Date:  2015-03-25       Impact factor: 14.919

8.  The global methane cycle: recent advances in understanding the microbial processes involved.

Authors:  Ralf Conrad
Journal:  Environ Microbiol Rep       Date:  2009-06-10       Impact factor: 3.541

9.  Life as we know it.

Authors:  Karl Friston
Journal:  J R Soc Interface       Date:  2013-07-03       Impact factor: 4.118

10.  Ion-induced nucleation of pure biogenic particles.

Authors:  Jasper Kirkby; Jonathan Duplissy; Kamalika Sengupta; Carla Frege; Hamish Gordon; Christina Williamson; Martin Heinritzi; Mario Simon; Chao Yan; João Almeida; Jasmin Tröstl; Tuomo Nieminen; Ismael K Ortega; Robert Wagner; Alexey Adamov; Antonio Amorim; Anne-Kathrin Bernhammer; Federico Bianchi; Martin Breitenlechner; Sophia Brilke; Xuemeng Chen; Jill Craven; Antonio Dias; Sebastian Ehrhart; Richard C Flagan; Alessandro Franchin; Claudia Fuchs; Roberto Guida; Jani Hakala; Christopher R Hoyle; Tuija Jokinen; Heikki Junninen; Juha Kangasluoma; Jaeseok Kim; Manuel Krapf; Andreas Kürten; Ari Laaksonen; Katrianne Lehtipalo; Vladimir Makhmutov; Serge Mathot; Ugo Molteni; Antti Onnela; Otso Peräkylä; Felix Piel; Tuukka Petäjä; Arnaud P Praplan; Kirsty Pringle; Alexandru Rap; Nigel A D Richards; Ilona Riipinen; Matti P Rissanen; Linda Rondo; Nina Sarnela; Siegfried Schobesberger; Catherine E Scott; John H Seinfeld; Mikko Sipilä; Gerhard Steiner; Yuri Stozhkov; Frank Stratmann; Antonio Tomé; Annele Virtanen; Alexander L Vogel; Andrea C Wagner; Paul E Wagner; Ernest Weingartner; Daniela Wimmer; Paul M Winkler; Penglin Ye; Xuan Zhang; Armin Hansel; Josef Dommen; Neil M Donahue; Douglas R Worsnop; Urs Baltensperger; Markku Kulmala; Kenneth S Carslaw; Joachim Curtius
Journal:  Nature       Date:  2016-05-26       Impact factor: 49.962

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  7 in total

Review 1.  The Free Energy Principle for Perception and Action: A Deep Learning Perspective.

Authors:  Pietro Mazzaglia; Tim Verbelen; Ozan Çatal; Bart Dhoedt
Journal:  Entropy (Basel)       Date:  2022-02-21       Impact factor: 2.524

2.  Applying the Free Energy Principle to Complex Adaptive Systems.

Authors:  Paul B Badcock; Maxwell J D Ramstead; Zahra Sheikhbahaee; Axel Constant
Journal:  Entropy (Basel)       Date:  2022-05-13       Impact factor: 2.738

3.  Active Inference: Applicability to Different Types of Social Organization Explained through Reference to Industrial Engineering and Quality Management.

Authors:  Stephen Fox
Journal:  Entropy (Basel)       Date:  2021-02-05       Impact factor: 2.524

4.  Competency in Navigating Arbitrary Spaces as an Invariant for Analyzing Cognition in Diverse Embodiments.

Authors:  Chris Fields; Michael Levin
Journal:  Entropy (Basel)       Date:  2022-06-12       Impact factor: 2.738

5.  Learned uncertainty: The free energy principle in anxiety.

Authors:  H T McGovern; Alexander De Foe; Hannah Biddell; Pantelis Leptourgos; Philip Corlett; Kavindu Bandara; Brendan T Hutchinson
Journal:  Front Psychol       Date:  2022-09-06

6.  Minimal physicalism as a scale-free substrate for cognition and consciousness.

Authors:  Chris Fields; James F Glazebrook; Michael Levin
Journal:  Neurosci Conscious       Date:  2021-08-02

7.  Synchronous Generative Development amidst Situated Entropy.

Authors:  Stephen Fox
Journal:  Entropy (Basel)       Date:  2022-01-05       Impact factor: 2.524

  7 in total

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