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Entropic force

In physics, an entropic force acting in a system is an emergent phenomenon resulting from the entire system's statistical tendency to increase its entropy, rather than from a particular underlying force on the atomic scale.[1][2]

Mathematical formulation edit

In the canonical ensemble, the entropic force   associated to a macrostate partition   is given by[3]

 

where   is the temperature,   is the entropy associated to the macrostate  , and   is the present macrostate.[4]

Examples edit

Pressure of an ideal gas edit

The internal energy of an ideal gas depends only on its temperature, and not on the volume of its containing box, so it is not an energy effect that tends to increase the volume of the box as gas pressure does. This implies that the pressure of an ideal gas has an entropic origin.[5]

What is the origin of such an entropic force? The most general answer is that the effect of thermal fluctuations tends to bring a thermodynamic system toward a macroscopic state that corresponds to a maximum in the number of microscopic states (or micro-states) that are compatible with this macroscopic state. In other words, thermal fluctuations tend to bring a system toward its macroscopic state of maximum entropy.[5]

Brownian motion edit

The entropic approach to Brownian movement was initially proposed by R. M. Neumann.[3][6] Neumann derived the entropic force for a particle undergoing three-dimensional Brownian motion using the Boltzmann equation, denoting this force as a diffusional driving force or radial force. In the paper, three example systems are shown to exhibit such a force:

Polymers edit

A standard example of an entropic force is the elasticity of a freely jointed polymer molecule.[6] For an ideal chain, maximizing its entropy means reducing the distance between its two free ends. Consequently, a force that tends to collapse the chain is exerted by the ideal chain between its two free ends. This entropic force is proportional to the distance between the two ends.[5][7] The entropic force by a freely jointed chain has a clear mechanical origin and can be computed using constrained Lagrangian dynamics.[8] With regards to biological polymers, there appears to be an intricate link between the entropic force and function. For example, disordered polypeptide segments – in the context of the folded regions of the same polypeptide chain – have been shown to generate an entropic force that has functional implications.[9]

Hydrophobic force edit

 
Water drops on the surface of grass

Another example of an entropic force is the hydrophobic force. At room temperature, it partly originates from the loss of entropy by the 3D network of water molecules when they interact with molecules of dissolved substance. Each water molecule is capable of

Therefore, water molecules can form an extended three-dimensional network. Introduction of a non-hydrogen-bonding surface disrupts this network. The water molecules rearrange themselves around the surface, so as to minimize the number of disrupted hydrogen bonds. This is in contrast to hydrogen fluoride (which can accept 3 but donate only 1) or ammonia (which can donate 3 but accept only 1), which mainly form linear chains.

If the introduced surface had an ionic or polar nature, there would be water molecules standing upright on 1 (along the axis of an orbital for ionic bond) or 2 (along a resultant polarity axis) of the four sp3 orbitals.[10] These orientations allow easy movement, i.e. degrees of freedom, and thus lowers entropy minimally. But a non-hydrogen-bonding surface with a moderate curvature forces the water molecule to sit tight on the surface, spreading 3 hydrogen bonds tangential to the surface, which then become locked in a clathrate-like basket shape. Water molecules involved in this clathrate-like basket around the non-hydrogen-bonding surface are constrained in their orientation. Thus, any event that would minimize such a surface is entropically favored. For example, when two such hydrophobic particles come very close, the clathrate-like baskets surrounding them merge. This releases some of the water molecules into the bulk of the water, leading to an increase in entropy.

Another related and counter-intuitive example of entropic force is protein folding, which is a spontaneous process and where hydrophobic effect also plays a role.[11] Structures of water-soluble proteins typically have a core in which hydrophobic side chains are buried from water, which stabilizes the folded state.[12] Charged and polar side chains are situated on the solvent-exposed surface where they interact with surrounding water molecules. Minimizing the number of hydrophobic side chains exposed to water is the principal driving force behind the folding process,[12][13][14] although formation of hydrogen bonds within the protein also stabilizes protein structure.[15][16]

Colloids edit

Entropic forces are important and widespread in the physics of colloids,[17] where they are responsible for the depletion force, and the ordering of hard particles, such as the crystallization of hard spheres, the isotropic-nematic transition in liquid crystal phases of hard rods, and the ordering of hard polyhedra.[17][18] Because of this, entropic forces can be an important driver of self-assembly[17]

Entropic forces arise in colloidal systems due to the osmotic pressure that comes from particle crowding. This was first discovered in, and is most intuitive for, colloid-polymer mixtures described by the Asakura–Oosawa model. In this model, polymers are approximated as finite-sized spheres that can penetrate one another, but cannot penetrate the colloidal particles. The inability of the polymers to penetrate the colloids leads to a region around the colloids in which the polymer density is reduced. If the regions of reduced polymer density around two colloids overlap with one another, by means of the colloids approaching one another, the polymers in the system gain an additional free volume that is equal to the volume of the intersection of the reduced density regions. The additional free volume causes an increase in the entropy of the polymers, and drives them to form locally dense-packed aggregates. A similar effect occurs in sufficiently dense colloidal systems without polymers, where osmotic pressure also drives the local dense packing[17] of colloids into a diverse array of structures [18] that can be rationally designed by modifying the shape of the particles.[19] These effects are for anisotropic particles referred to as directional entropic forces.[20][21]

Cytoskeleton edit

Contractile forces in biological cells are typically driven by molecular motors associated with the cytoskeleton. However, a growing body of evidence shows that contractile forces may also be of entropic origin.[22] The foundational example is the action of microtubule crosslinker Ase1, which localizes to microtubule overlaps in the mitotic spindle. Molecules of Ase1 are confined to the microtubule overlap, where they are free to diffuse one-dimensionally. Analogically to an ideal gas in a container, molecules of Ase1 generate pressure on the overlap ends. This pressure drives the overlap expansion, which results in the contractile sliding of the microtubules.[23] An analogous example was found in the actin cytoskeleton. Here, the actin-bundling protein anillin drives actin contractility in cytokinetic rings.[24]

Controversial examples edit

Some forces that are generally regarded as conventional forces have been argued to be actually entropic in nature. These theories remain controversial and are the subject of ongoing work. Matt Visser, professor of mathematics at Victoria University of Wellington, NZ in "Conservative Entropic Forces"[25] criticizes selected approaches but generally concludes:

There is no reasonable doubt concerning the physical reality of entropic forces, and no reasonable doubt that classical (and semi-classical) general relativity is closely related to thermodynamics. Based on the work of Jacobson, Thanu Padmanabhan, and others, there are also good reasons to suspect a thermodynamic interpretation of the fully relativistic Einstein equations might be possible.

Gravity edit

In 2009, Erik Verlinde argued that gravity can be explained as an entropic force.[4] It claimed (similar to Jacobson's result) that gravity is a consequence of the "information associated with the positions of material bodies". This model combines the thermodynamic approach to gravity with Gerard 't Hooft's holographic principle. It implies that gravity is not a fundamental interaction, but an emergent phenomenon.[4]

Other forces edit

In the wake of the discussion started by Verlinde, entropic explanations for other fundamental forces have been suggested,[25] including Coulomb's law.[26][27] The same approach was argued to explain dark matter, dark energy and Pioneer effect.[28]

Links to adaptive behavior edit

It was argued that causal entropic forces lead to spontaneous emergence of tool use and social cooperation.[29][30][31] Causal entropic forces by definition maximize entropy production between the present and future time horizon, rather than just greedily maximizing instantaneous entropy production like typical entropic forces.

A formal simultaneous connection between the mathematical structure of the discovered laws of nature, intelligence and the entropy-like measures of complexity was previously noted in 2000 by Andrei Soklakov[32][33] in the context of Occam's razor principle.

See also edit

References edit

  1. ^ Müller, Ingo (2007). A History of Thermodynamics: The Doctrine of Energy and Entropy. Springer Science & Business Media. p. 115. ISBN 978-3-540-46227-9.
  2. ^ Roos, Nico (2014). "Entropic forces in Brownian motion". American Journal of Physics. 82 (12): 1161–1166. arXiv:1310.4139. Bibcode:2014AmJPh..82.1161R. doi:10.1119/1.4894381. ISSN 0002-9505. S2CID 119286756.
  3. ^ a b Neumann RM (1980). "Entropic approach to Brownian movement". American Journal of Physics. 48 (5): 354–357. arXiv:1310.4139. Bibcode:1980AmJPh..48..354N. doi:10.1119/1.12095.
  4. ^ a b c Verlinde, Erik (2011). "On the Origin of Gravity and the Laws of Newton". Journal of High Energy Physics. 2011 (4): 29. arXiv:1001.0785. Bibcode:2011JHEP...04..029V. doi:10.1007/JHEP04(2011)029. S2CID 3597565.
  5. ^ a b c Taylor; Tabachnik (2013). "Entropic forces—making the connection between mechanics and thermodynamics in an exactly soluble model". European Journal of Physics. 34 (3): 729–736. Bibcode:2013EJPh...34..729T. doi:10.1088/0143-0807/34/3/729. S2CID 121469422.
  6. ^ a b Neumann RM (1977). "The entropy of a single Gaussian macromolecule in a noninteracting solvent". The Journal of Chemical Physics. 66 (2): 870–871. Bibcode:1977JChPh..66..870N. doi:10.1063/1.433923.
  7. ^ Smith, SB; Finzi, L.; Bustamante, C. (1992). "Direct mechanical measurements of the elasticity of single DNA molecules by using magnetic beads". Science. 258 (5085): 1122–1126. Bibcode:1992Sci...258.1122S. doi:10.1126/science.1439819. PMID 1439819.
  8. ^ Waters, James T.; Kim, Harold D. (April 18, 2016). "Force distribution in a semiflexible loop". Physical Review E. 93 (4): 043315. arXiv:1602.08197. Bibcode:2016PhRvE..93d3315W. doi:10.1103/PhysRevE.93.043315. PMC 5295765. PMID 27176436.
  9. ^ Keul ND, Oruganty K, Schaper Bergman ET, Beattie NR, McDonald WE, Kadirvelraj R, et al. (2018). "The entropic force generated by intrinsically disordered segments tunes protein function". Nature. 563 (7732): 584–588. Bibcode:2018Natur.563..584K. doi:10.1038/s41586-018-0699-5. PMC 6415545. PMID 30420606.
  10. ^ (PDF). Figure 4. Archived from the original (PDF) on December 22, 2014. Retrieved April 10, 2012.
  11. ^ "Essential Biochemistry".
  12. ^ a b Pace CN, Shirley BA, McNutt M, Gajiwala K (January 1, 1996). "Forces contributing to the conformational stability of proteins". FASEB J. 10 (1): 75–83. doi:10.1096/fasebj.10.1.8566551. PMID 8566551. S2CID 20021399.
  13. ^ Compiani M, Capriotti E (December 2013). (PDF). Biochemistry. 52 (48): 8601–8624. doi:10.1021/bi4001529. hdl:11585/564977. PMID 24187909. Archived from the original (PDF) on September 4, 2015.
  14. ^ Callaway, David J. E. (1994). "Solvent-induced organization: a physical model of folding myoglobin". Proteins: Structure, Function, and Bioinformatics. 20 (1): 124–138. arXiv:cond-mat/9406071. Bibcode:1994cond.mat..6071C. doi:10.1002/prot.340200203. PMID 7846023. S2CID 317080.
  15. ^ Rose GD, Fleming PJ, Banavar JR, Maritan A (2006). "A backbone-based theory of protein folding". Proc. Natl. Acad. Sci. U.S.A. 103 (45): 16623–16633. Bibcode:2006PNAS..10316623R. doi:10.1073/pnas.0606843103. PMC 1636505. PMID 17075053.
  16. ^ Gerald Karp (2009). Cell and Molecular Biology: Concepts and Experiments. John Wiley and Sons. pp. 128–. ISBN 978-0-470-48337-4.
  17. ^ a b c d van Anders, Greg; Klotsa, Daphne; Ahmed, N. Khalid; Engel, Michael; Glotzer, Sharon C. (2014). "Understanding shape entropy through local dense packing". Proc Natl Acad Sci USA. 111 (45): E4812–E4821. arXiv:1309.1187. Bibcode:2014PNAS..111E4812V. doi:10.1073/pnas.1418159111. PMC 4234574. PMID 25344532.
  18. ^ a b Damasceno, Pablo F.; Engel, Michael; Glotzer, Sharon C. (2012). "Predictive Self-Assembly of Polyhedra into Complex Structures". Science. 337 (6093): 453–457. arXiv:1202.2177. Bibcode:2012Sci...337..453D. doi:10.1126/science.1220869. PMID 22837525. S2CID 7177740.
  19. ^ van Anders, Greg; Ahmed, N. Khalid; Smith, Ross; Engel, Michael; Glotzer, Sharon C. (2014). "Entropically Patchy Particles: Engineering Valence through Shape Entropy". ACS Nano. 8 (1): 931–940. arXiv:1304.7545. doi:10.1021/nn4057353. PMID 24359081. S2CID 9669569.
  20. ^ Damasceno, Pablo F.; Engel, Michael; Glotzer, Sharon C. (2012). "Crystalline Assemblies and Densest Packings of a Family of Truncated Tetrahedra and the Role of Directional Entropic Forces". ACS Nano. 6 (1): 609–14. arXiv:1109.1323. doi:10.1021/nn204012y. PMID 22098586. S2CID 12785227.
  21. ^ van Anders, Greg; Ahmed, N. Khalid; Smith, Ross; Engel, Michael; Glotzer, Sharon C. (2014). "Entropically Patchy Particles: Engineering Valence through Shape Entropy". ACS Nano. 8 (1): 931–940. arXiv:1304.7545. doi:10.1021/nn4057353. PMID 24359081. S2CID 9669569.
  22. ^ Braun, Marcus; Lansky, Zdenek; Hilitski, Feodor; Dogic, Zvonimir; Diez, Stefan (2016). "Entropic forces drive contraction of cytoskeletal networks". BioEssays. 38 (5): 474–481. doi:10.1002/bies.201500183. PMID 26996935.
  23. ^ Lansky, Zdenek; Braun, Marcus; Luedecke, Annemarie; Schlierf, Michael; ten Wolde, Pieter Rijn; Janson, Marcel E; Diez, Stefan (2015). "Diffusible Crosslinkers Generate Directed Forces in Microtubule Networks". Cell. 160 (6): 1159–1168. doi:10.1016/j.cell.2015.01.051. PMID 25748652. S2CID 14647448.
  24. ^ Kucera, Ondrej; Siahaan, Valerie; Janda, Daniel; Dijkstra, Sietske H; Pilatova, Eliska; Zatecka, Eva; Diez, Stefan; Braun, Marcus; Lansky, Zdenek (2021). "Anillin propels myosin-independent constriction of actin rings". Nature Communications. 12 (1): 4595. Bibcode:2021NatCo..12.4595K. doi:10.1038/s41467-021-24474-1. PMC 8319318. PMID 34321459.
  25. ^ a b Visser, Matt (2011). "Conservative entropic forces". Journal of High Energy Physics. 2011 (10): 140. arXiv:1108.5240. Bibcode:2011JHEP...10..140V. doi:10.1007/JHEP10(2011)140. S2CID 119097091.
  26. ^ Wang, Tower (2010). "Coulomb force as an entropic force". Physical Review D. 81 (10): 104045. arXiv:1001.4965. Bibcode:2010PhRvD..81j4045W. doi:10.1103/PhysRevD.81.104045. S2CID 118545831.
  27. ^ Hendi, S. H.; Sheykhi, A. (2012). "Entropic Corrections to Coulomb's Law". International Journal of Theoretical Physics. 51 (4): 1125–1136. arXiv:1009.5561. Bibcode:2012IJTP...51.1125H. doi:10.1007/s10773-011-0989-2. S2CID 118849945.
  28. ^ Chang, Zhe; Li, Ming-Hua; Li, Xin (2011). "Unification of Dark Matter and Dark Energy in a Modified Entropic Force Model". Communications in Theoretical Physics. 56 (1): 184–192. arXiv:1009.1506. Bibcode:2011CoTPh..56..184C. doi:10.1088/0253-6102/56/1/32. S2CID 119312663.
  29. ^ Wissner-Gross, A.D.; Freer, C.E. (2013). "Causal Entropic Forces" (PDF). Physical Review Letters. 110 (16): 168702. Bibcode:2013PhRvL.110p8702W. doi:10.1103/PhysRevLett.110.168702. PMID 23679649.
  30. ^ Canessa, E. (2013). "Comment on Phys. Rev. Lett. 110, 168702 (2013): Causal Entropic Forces". arXiv:1308.4375 [cond-mat.dis-nn].
  31. ^ Kappen, H. J. (2013). "Comment: Causal entropic forces". arXiv:1312.4185 [cond-mat.stat-mech].
  32. ^ Soklakov, Andrei N. (2000). "Occam's Razor as a Formal Basis for a Physical Theory". arXiv:math-ph/0009007.
  33. ^ Soklakov, Andrei N. (2000). "Complexity analysis for algorithmically simple strings". arXiv:cs/0009001.

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In physics an entropic force acting in a system is an emergent phenomenon resulting from the entire system s statistical tendency to increase its entropy rather than from a particular underlying force on the atomic scale 1 2 Contents 1 Mathematical formulation 2 Examples 2 1 Pressure of an ideal gas 2 2 Brownian motion 2 3 Polymers 2 4 Hydrophobic force 2 5 Colloids 2 6 Cytoskeleton 3 Controversial examples 3 1 Gravity 3 2 Other forces 4 Links to adaptive behavior 5 See also 6 ReferencesMathematical formulation editIn the canonical ensemble the entropic force F displaystyle mathbf F nbsp associated to a macrostate partition X displaystyle mathbf X nbsp is given by 3 F X 0 T X S X X 0 displaystyle mathbf F mathbf X 0 T nabla mathbf X S mathbf X mathbf X 0 nbsp where T displaystyle T nbsp is the temperature S X displaystyle S mathbf X nbsp is the entropy associated to the macrostate X displaystyle mathbf X nbsp and X 0 displaystyle mathbf X 0 nbsp is the present macrostate 4 Examples editPressure of an ideal gas edit The internal energy of an ideal gas depends only on its temperature and not on the volume of its containing box so it is not an energy effect that tends to increase the volume of the box as gas pressure does This implies that the pressure of an ideal gas has an entropic origin 5 What is the origin of such an entropic force The most general answer is that the effect of thermal fluctuations tends to bring a thermodynamic system toward a macroscopic state that corresponds to a maximum in the number of microscopic states or micro states that are compatible with this macroscopic state In other words thermal fluctuations tend to bring a system toward its macroscopic state of maximum entropy 5 Brownian motion edit The entropic approach to Brownian movement was initially proposed by R M Neumann 3 6 Neumann derived the entropic force for a particle undergoing three dimensional Brownian motion using the Boltzmann equation denoting this force as a diffusional driving force or radial force In the paper three example systems are shown to exhibit such a force electrostatic system of molten salt surface tension and elasticity of rubber Polymers edit Main article Ideal chain A standard example of an entropic force is the elasticity of a freely jointed polymer molecule 6 For an ideal chain maximizing its entropy means reducing the distance between its two free ends Consequently a force that tends to collapse the chain is exerted by the ideal chain between its two free ends This entropic force is proportional to the distance between the two ends 5 7 The entropic force by a freely jointed chain has a clear mechanical origin and can be computed using constrained Lagrangian dynamics 8 With regards to biological polymers there appears to be an intricate link between the entropic force and function For example disordered polypeptide segments in the context of the folded regions of the same polypeptide chain have been shown to generate an entropic force that has functional implications 9 Hydrophobic force edit See also Hydrophobic effect Cause nbsp Water drops on the surface of grassAnother example of an entropic force is the hydrophobic force At room temperature it partly originates from the loss of entropy by the 3D network of water molecules when they interact with molecules of dissolved substance Each water molecule is capable of donating two hydrogen bonds through the two protons accepting two more hydrogen bonds through the two sp3 hybridized lone pairs Therefore water molecules can form an extended three dimensional network Introduction of a non hydrogen bonding surface disrupts this network The water molecules rearrange themselves around the surface so as to minimize the number of disrupted hydrogen bonds This is in contrast to hydrogen fluoride which can accept 3 but donate only 1 or ammonia which can donate 3 but accept only 1 which mainly form linear chains If the introduced surface had an ionic or polar nature there would be water molecules standing upright on 1 along the axis of an orbital for ionic bond or 2 along a resultant polarity axis of the four sp3 orbitals 10 These orientations allow easy movement i e degrees of freedom and thus lowers entropy minimally But a non hydrogen bonding surface with a moderate curvature forces the water molecule to sit tight on the surface spreading 3 hydrogen bonds tangential to the surface which then become locked in a clathrate like basket shape Water molecules involved in this clathrate like basket around the non hydrogen bonding surface are constrained in their orientation Thus any event that would minimize such a surface is entropically favored For example when two such hydrophobic particles come very close the clathrate like baskets surrounding them merge This releases some of the water molecules into the bulk of the water leading to an increase in entropy Another related and counter intuitive example of entropic force is protein folding which is a spontaneous process and where hydrophobic effect also plays a role 11 Structures of water soluble proteins typically have a core in which hydrophobic side chains are buried from water which stabilizes the folded state 12 Charged and polar side chains are situated on the solvent exposed surface where they interact with surrounding water molecules Minimizing the number of hydrophobic side chains exposed to water is the principal driving force behind the folding process 12 13 14 although formation of hydrogen bonds within the protein also stabilizes protein structure 15 16 Colloids edit Entropic forces are important and widespread in the physics of colloids 17 where they are responsible for the depletion force and the ordering of hard particles such as the crystallization of hard spheres the isotropic nematic transition in liquid crystal phases of hard rods and the ordering of hard polyhedra 17 18 Because of this entropic forces can be an important driver of self assembly 17 Entropic forces arise in colloidal systems due to the osmotic pressure that comes from particle crowding This was first discovered in and is most intuitive for colloid polymer mixtures described by the Asakura Oosawa model In this model polymers are approximated as finite sized spheres that can penetrate one another but cannot penetrate the colloidal particles The inability of the polymers to penetrate the colloids leads to a region around the colloids in which the polymer density is reduced If the regions of reduced polymer density around two colloids overlap with one another by means of the colloids approaching one another the polymers in the system gain an additional free volume that is equal to the volume of the intersection of the reduced density regions The additional free volume causes an increase in the entropy of the polymers and drives them to form locally dense packed aggregates A similar effect occurs in sufficiently dense colloidal systems without polymers where osmotic pressure also drives the local dense packing 17 of colloids into a diverse array of structures 18 that can be rationally designed by modifying the shape of the particles 19 These effects are for anisotropic particles referred to as directional entropic forces 20 21 Cytoskeleton edit Contractile forces in biological cells are typically driven by molecular motors associated with the cytoskeleton However a growing body of evidence shows that contractile forces may also be of entropic origin 22 The foundational example is the action of microtubule crosslinker Ase1 which localizes to microtubule overlaps in the mitotic spindle Molecules of Ase1 are confined to the microtubule overlap where they are free to diffuse one dimensionally Analogically to an ideal gas in a container molecules of Ase1 generate pressure on the overlap ends This pressure drives the overlap expansion which results in the contractile sliding of the microtubules 23 An analogous example was found in the actin cytoskeleton Here the actin bundling protein anillin drives actin contractility in cytokinetic rings 24 Controversial examples editSome forces that are generally regarded as conventional forces have been argued to be actually entropic in nature These theories remain controversial and are the subject of ongoing work Matt Visser professor of mathematics at Victoria University of Wellington NZ in Conservative Entropic Forces 25 criticizes selected approaches but generally concludes There is no reasonable doubt concerning the physical reality of entropic forces and no reasonable doubt that classical and semi classical general relativity is closely related to thermodynamics Based on the work of Jacobson Thanu Padmanabhan and others there are also good reasons to suspect a thermodynamic interpretation of the fully relativistic Einstein equations might be possible Gravity edit Main article Entropic gravity In 2009 Erik Verlinde argued that gravity can be explained as an entropic force 4 It claimed similar to Jacobson s result that gravity is a consequence of the information associated with the positions of material bodies This model combines the thermodynamic approach to gravity with Gerard t Hooft s holographic principle It implies that gravity is not a fundamental interaction but an emergent phenomenon 4 Other forces edit In the wake of the discussion started by Verlinde entropic explanations for other fundamental forces have been suggested 25 including Coulomb s law 26 27 The same approach was argued to explain dark matter dark energy and Pioneer effect 28 Links to adaptive behavior editIt was argued that causal entropic forces lead to spontaneous emergence of tool use and social cooperation 29 30 31 Causal entropic forces by definition maximize entropy production between the present and future time horizon rather than just greedily maximizing instantaneous entropy production like typical entropic forces A formal simultaneous connection between the mathematical structure of the discovered laws of nature intelligence and the entropy like measures of complexity was previously noted in 2000 by Andrei Soklakov 32 33 in the context of Occam s razor principle See also editColloids Nanomechanics Thermodynamics Abraham Lorentz force Entropic gravity Entropy Introduction to entropy Entropic elasticity of an ideal chain Hawking radiation Data clustering Depletion force Maximal entropy random walkReferences edit Muller Ingo 2007 A History of Thermodynamics The Doctrine of Energy and Entropy Springer Science amp Business Media p 115 ISBN 978 3 540 46227 9 Roos Nico 2014 Entropic forces in Brownian motion American Journal of Physics 82 12 1161 1166 arXiv 1310 4139 Bibcode 2014AmJPh 82 1161R doi 10 1119 1 4894381 ISSN 0002 9505 S2CID 119286756 a b Neumann RM 1980 Entropic approach to Brownian movement American Journal of Physics 48 5 354 357 arXiv 1310 4139 Bibcode 1980AmJPh 48 354N doi 10 1119 1 12095 a b c Verlinde Erik 2011 On the Origin of Gravity and the Laws of Newton Journal of High Energy Physics 2011 4 29 arXiv 1001 0785 Bibcode 2011JHEP 04 029V doi 10 1007 JHEP04 2011 029 S2CID 3597565 a b c Taylor Tabachnik 2013 Entropic forces making the connection between mechanics and thermodynamics in an exactly soluble model European Journal of Physics 34 3 729 736 Bibcode 2013EJPh 34 729T doi 10 1088 0143 0807 34 3 729 S2CID 121469422 a b Neumann RM 1977 The entropy of a single Gaussian macromolecule in a noninteracting solvent The Journal of Chemical Physics 66 2 870 871 Bibcode 1977JChPh 66 870N doi 10 1063 1 433923 Smith SB Finzi L Bustamante C 1992 Direct mechanical measurements of the elasticity of single DNA molecules by using magnetic beads Science 258 5085 1122 1126 Bibcode 1992Sci 258 1122S doi 10 1126 science 1439819 PMID 1439819 Waters James T Kim Harold D April 18 2016 Force distribution in a semiflexible loop Physical Review E 93 4 043315 arXiv 1602 08197 Bibcode 2016PhRvE 93d3315W doi 10 1103 PhysRevE 93 043315 PMC 5295765 PMID 27176436 Keul ND Oruganty K Schaper Bergman ET Beattie NR McDonald WE Kadirvelraj R et al 2018 The entropic force generated by intrinsically disordered segments tunes protein function Nature 563 7732 584 588 Bibcode 2018Natur 563 584K doi 10 1038 s41586 018 0699 5 PMC 6415545 PMID 30420606 Encyclopedia of Life Science Article on Hydrophobic Effect PDF Figure 4 Archived from the original PDF on December 22 2014 Retrieved April 10 2012 Essential Biochemistry a b Pace CN Shirley BA McNutt M Gajiwala K January 1 1996 Forces contributing to the conformational stability of proteins FASEB J 10 1 75 83 doi 10 1096 fasebj 10 1 8566551 PMID 8566551 S2CID 20021399 Compiani M Capriotti E December 2013 Computational and theoretical methods for protein folding PDF Biochemistry 52 48 8601 8624 doi 10 1021 bi4001529 hdl 11585 564977 PMID 24187909 Archived from the original PDF on September 4 2015 Callaway David J E 1994 Solvent induced organization a physical model of folding myoglobin Proteins Structure Function and Bioinformatics 20 1 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Smith Ross Engel Michael Glotzer Sharon C 2014 Entropically Patchy Particles Engineering Valence through Shape Entropy ACS Nano 8 1 931 940 arXiv 1304 7545 doi 10 1021 nn4057353 PMID 24359081 S2CID 9669569 Damasceno Pablo F Engel Michael Glotzer Sharon C 2012 Crystalline Assemblies and Densest Packings of a Family of Truncated Tetrahedra and the Role of Directional Entropic Forces ACS Nano 6 1 609 14 arXiv 1109 1323 doi 10 1021 nn204012y PMID 22098586 S2CID 12785227 van Anders Greg Ahmed N Khalid Smith Ross Engel Michael Glotzer Sharon C 2014 Entropically Patchy Particles Engineering Valence through Shape Entropy ACS Nano 8 1 931 940 arXiv 1304 7545 doi 10 1021 nn4057353 PMID 24359081 S2CID 9669569 Braun Marcus Lansky Zdenek Hilitski Feodor Dogic Zvonimir Diez Stefan 2016 Entropic forces drive contraction of cytoskeletal networks BioEssays 38 5 474 481 doi 10 1002 bies 201500183 PMID 26996935 Lansky Zdenek Braun Marcus Luedecke Annemarie Schlierf Michael ten Wolde Pieter Rijn Janson 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