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Detailed balance

The principle of detailed balance can be used in kinetic systems which are decomposed into elementary processes (collisions, or steps, or elementary reactions). It states that at equilibrium, each elementary process is in equilibrium with its reverse process.

History

The principle of detailed balance was explicitly introduced for collisions by Ludwig Boltzmann. In 1872, he proved his H-theorem using this principle.[1] The arguments in favor of this property are founded upon microscopic reversibility.[2]

Five years before Boltzmann, James Clerk Maxwell used the principle of detailed balance for gas kinetics with the reference to the principle of sufficient reason.[3] He compared the idea of detailed balance with other types of balancing (like cyclic balance) and found that "Now it is impossible to assign a reason" why detailed balance should be rejected (pg. 64).

Albert Einstein in 1916 used the principle of detailed balance in a background for his quantum theory of emission and absorption of radiation.[4]

In 1901, Rudolf Wegscheider introduced the principle of detailed balance for chemical kinetics.[5] In particular, he demonstrated that the irreversible cycles   are impossible and found explicitly the relations between kinetic constants that follow from the principle of detailed balance. In 1931, Lars Onsager used these relations in his works,[6] for which he was awarded the 1968 Nobel Prize in Chemistry.

The principle of detailed balance has been used in Markov chain Monte Carlo methods since their invention in 1953.[7] In particular, in the Metropolis–Hastings algorithm and in its important particular case, Gibbs sampling, it is used as a simple and reliable condition to provide the desirable equilibrium state.

Now, the principle of detailed balance is a standard part of the university courses in statistical mechanics, physical chemistry, chemical and physical kinetics.[8][9][10]

Microscopic background

The microscopic "reversing of time" turns at the kinetic level into the "reversing of arrows": the elementary processes transform into their reverse processes. For example, the reaction

  transforms into  

and conversely. (Here,   are symbols of components or states,   are coefficients). The equilibrium ensemble should be invariant with respect to this transformation because of microreversibility and the uniqueness of thermodynamic equilibrium. This leads us immediately to the concept of detailed balance: each process is equilibrated by its reverse process.

This reasoning is based on three assumptions:

  1.   does not change under time reversal;
  2. Equilibrium is invariant under time reversal;
  3. The macroscopic elementary processes are microscopically distinguishable. That is, they represent disjoint sets of microscopic events.

Any of these assumptions may be violated.[11] For example, Boltzmann's collision can be represented as  , where   is a particle with velocity v. Under time reversal   transforms into  . Therefore, the collision is transformed into the reverse collision by the PT transformation, where P is the space inversion and T is the time reversal. Detailed balance for Boltzmann's equation requires PT-invariance of collisions' dynamics, not just T-invariance. Indeed, after the time reversal the collision  , transforms into  . For the detailed balance we need transformation into  . For this purpose, we need to apply additionally the space reversal P. Therefore, for the detailed balance in Boltzmann's equation not T-invariance but PT-invariance is needed.

Equilibrium may be not T- or PT-invariant even if the laws of motion are invariant. This non-invariance may be caused by the spontaneous symmetry breaking. There exist nonreciprocal media (for example, some bi-isotropic materials) without T and PT invariance.[11]

If different macroscopic processes are sampled from the same elementary microscopic events then macroscopic detailed balance[clarification needed] may be violated even when microscopic detailed balance holds.[11][12]

Now, after almost 150 years of development, the scope of validity and the violations of detailed balance in kinetics seem to be clear.

Reversible Markov chains

A Markov process is called a reversible Markov process or reversible Markov chain if it satisfies the detailed balance equations.[13] These equations require that the transition probability matrix, P, for the Markov process possess a stationary distribution (i.e. equilibrium probability distribution) π such that

 

where Pij is the Markov transition probability from state i to state j, i.e. Pij = P(Xt = j | Xt − 1 = i), and πi and πj are the equilibrium probabilities of being in states i and j, respectively.[13] When Pr(Xt−1 = i) = πi for all i, this is equivalent to the joint probability matrix, Pr(Xt−1 = iXt = j) being symmetric in i and j; or symmetric in t − 1 and t.

The definition carries over straightforwardly to continuous variables, where π becomes a probability density, and P(s′, s) a transition kernel probability density from state s′ to state s:

 

The detailed balance condition is stronger than that required merely for a stationary distribution; that is, there are Markov processes with stationary distributions that do not have detailed balance. Detailed balance implies that, around any closed cycle of states, there is no net flow of probability. For example, it implies that, for all a, b and c,

 

This can be proved by substitution from the definition. In the case of a positive transition matrix, the "no net flow" condition implies detailed balance. Indeed, a necessary and sufficient condition for the reversibility condition is Kolmogorov's criterion, which demands that for the reversible chains the product of transition rates over any closed loop of states must be the same in both directions.

Transition matrices that are symmetric (Pij = Pji or P(s′, s) = P(ss′)) always have detailed balance. In these cases, a uniform distribution over the states is an equilibrium distribution. For continuous systems with detailed balance, it may be possible to continuously transform the coordinates until the equilibrium distribution is uniform, with a transition kernel which then is symmetric. In the case of discrete states, it may be possible[clarification needed] to achieve something similar by breaking the Markov states into appropriately-sized degenerate sub-states.

For a Markov transition matrix and a stationary distribution, the detailed balance equations may not be valid. However, it can be shown that a unique Markov transition matrix exists which is closest according to the stationary distribution and a given norm. The closest Matrix can be computed by solving a quadratic-convex optimization problem. For more details see Closest reversible Markov chain

Detailed balance and entropy increase

For many systems of physical and chemical kinetics, detailed balance provides sufficient conditions for the strict increase of entropy in isolated systems. For example, the famous Boltzmann H-theorem[1] states that, according to the Boltzmann equation, the principle of detailed balance implies positivity of entropy production. The Boltzmann formula (1872) for entropy production in rarefied gas kinetics with detailed balance[1][2] served as a prototype of many similar formulas for dissipation in mass action kinetics[14] and generalized mass action kinetics[15] with detailed balance.

Nevertheless, the principle of detailed balance is not necessary for entropy growth. For example, in the linear irreversible cycle  , entropy production is positive but the principle of detailed balance does not hold.

Thus, the principle of detailed balance is a sufficient but not necessary condition for entropy increase in Boltzmann kinetics. These relations between the principle of detailed balance and the second law of thermodynamics were clarified in 1887 when Hendrik Lorentz objected to the Boltzmann H-theorem for polyatomic gases.[16] Lorentz stated that the principle of detailed balance is not applicable to collisions of polyatomic molecules.

Boltzmann immediately invented a new, more general condition sufficient for entropy growth.[17] Boltzmann's condition holds for all Markov processes, irrespective of time-reversibility. Later, entropy increase was proved for all Markov processes by a direct method.[18][19] These theorems may be considered as simplifications of the Boltzmann result. Later, this condition was referred to as the "cyclic balance" condition (because it holds for irreversible cycles) or the "semi-detailed balance" or the "complex balance". In 1981, Carlo Cercignani and Maria Lampis proved that the Lorentz arguments were wrong and the principle of detailed balance is valid for polyatomic molecules.[20] Nevertheless, the extended semi-detailed balance conditions invented by Boltzmann in this discussion remain the remarkable generalization of the detailed balance.

Wegscheider's conditions for the generalized mass action law

In chemical kinetics, the elementary reactions are represented by the stoichiometric equations

 

where   are the components and   are the stoichiometric coefficients. Here, the reverse reactions with positive constants are included in the list separately. We need this separation of direct and reverse reactions to apply later the general formalism to the systems with some irreversible reactions. The system of stoichiometric equations of elementary reactions is the reaction mechanism.

The stoichiometric matrix is  ,   (gain minus loss). This matrix need not be square. The stoichiometric vector   is the rth row of   with coordinates  .

According to the generalized mass action law, the reaction rate for an elementary reaction is

 

where   is the activity (the "effective concentration") of  .

The reaction mechanism includes reactions with the reaction rate constants  . For each r the following notations are used:  ;  ;   is the reaction rate constant for the reverse reaction if it is in the reaction mechanism and 0 if it is not;   is the reaction rate for the reverse reaction if it is in the reaction mechanism and 0 if it is not. For a reversible reaction,   is the equilibrium constant.

The principle of detailed balance for the generalized mass action law is: For given values   there exists a positive equilibrium   that satisfies detailed balance, that is,  . This means that the system of linear detailed balance equations

 

is solvable ( ). The following classical result gives the necessary and sufficient conditions for the existence of a positive equilibrium   with detailed balance (see, for example, the textbook[9]).

Two conditions are sufficient and necessary for solvability of the system of detailed balance equations:

  1. If   then   and, conversely, if   then   (reversibility);
  2. For any solution   of the system
 

the Wegscheider's identity[21] holds:

 

Remark. It is sufficient to use in the Wegscheider conditions a basis of solutions of the system  .

In particular, for any cycle in the monomolecular (linear) reactions the product of the reaction rate constants in the clockwise direction is equal to the product of the reaction rate constants in the counterclockwise direction. The same condition is valid for the reversible Markov processes (it is equivalent to the "no net flow" condition).

A simple nonlinear example gives us a linear cycle supplemented by one nonlinear step:[21]

  1.  
  2.  
  3.  
  4.  

There are two nontrivial independent Wegscheider's identities for this system:

  and  

They correspond to the following linear relations between the stoichiometric vectors:

  and  .

The computational aspect of the Wegscheider conditions was studied by D. Colquhoun with co-authors.[22]

The Wegscheider conditions demonstrate that whereas the principle of detailed balance states a local property of equilibrium, it implies the relations between the kinetic constants that are valid for all states far from equilibrium. This is possible because a kinetic law is known and relations between the rates of the elementary processes at equilibrium can be transformed into relations between kinetic constants which are used globally. For the Wegscheider conditions this kinetic law is the law of mass action (or the generalized law of mass action).

Dissipation in systems with detailed balance

To describe dynamics of the systems that obey the generalized mass action law, one has to represent the activities as functions of the concentrations cj and temperature. For this purpose, use the representation of the activity through the chemical potential:

 

where μi is the chemical potential of the species under the conditions of interest,   is the chemical potential of that species in the chosen standard state, R is the gas constant and T is the thermodynamic temperature. The chemical potential can be represented as a function of c and T, where c is the vector of concentrations with components cj. For the ideal systems,   and  : the activity is the concentration and the generalized mass action law is the usual law of mass action.

Consider a system in isothermal (T=const) isochoric (the volume V=const) condition. For these conditions, the Helmholtz free energy   measures the “useful” work obtainable from a system. It is a functions of the temperature T, the volume V and the amounts of chemical components Nj (usually measured in moles), N is the vector with components Nj. For the ideal systems,

 .

The chemical potential is a partial derivative:  .

The chemical kinetic equations are

 

If the principle of detailed balance is valid then for any value of T there exists a positive point of detailed balance ceq:

 

Elementary algebra gives

 

where  

For the dissipation we obtain from these formulas:

 

The inequality holds because ln is a monotone function and, hence, the expressions   and   have always the same sign.

Similar inequalities[9] are valid for other classical conditions for the closed systems and the corresponding characteristic functions: for isothermal isobaric conditions the Gibbs free energy decreases, for the isochoric systems with the constant internal energy (isolated systems) the entropy increases as well as for isobaric systems with the constant enthalpy.

Onsager reciprocal relations and detailed balance

Let the principle of detailed balance be valid. Then, for small deviations from equilibrium, the kinetic response of the system can be approximated as linearly related to its deviation from chemical equilibrium, giving the reaction rates for the generalized mass action law as:

 

Therefore, again in the linear response regime near equilibrium, the kinetic equations are ( ):

 

This is exactly the Onsager form: following the original work of Onsager,[6] we should introduce the thermodynamic forces   and the matrix of coefficients   in the form

 

The coefficient matrix   is symmetric:

 

These symmetry relations,  , are exactly the Onsager reciprocal relations. The coefficient matrix   is non-positive. It is negative on the linear span of the stoichiometric vectors  .

So, the Onsager relations follow from the principle of detailed balance in the linear approximation near equilibrium.

Semi-detailed balance

To formulate the principle of semi-detailed balance, it is convenient to count the direct and inverse elementary reactions separately. In this case, the kinetic equations have the form:

 

Let us use the notations  ,   for the input and the output vectors of the stoichiometric coefficients of the rth elementary reaction. Let   be the set of all these vectors  .

For each  , let us define two sets of numbers:

 

  if and only if   is the vector of the input stoichiometric coefficients   for the rth elementary reaction;  if and only if   is the vector of the output stoichiometric coefficients   for the rth elementary reaction.

The principle of semi-detailed balance means that in equilibrium the semi-detailed balance condition holds: for every  

 

The semi-detailed balance condition is sufficient for the stationarity: it implies that

 .

For the Markov kinetics the semi-detailed balance condition is just the elementary balance equation and holds for any steady state. For the nonlinear mass action law it is, in general, sufficient but not necessary condition for stationarity.

The semi-detailed balance condition is weaker than the detailed balance one: if the principle of detailed balance holds then the condition of semi-detailed balance also holds.

For systems that obey the generalized mass action law the semi-detailed balance condition is sufficient for the dissipation inequality   (for the Helmholtz free energy under isothermal isochoric conditions and for the dissipation inequalities under other classical conditions for the corresponding thermodynamic potentials).

Boltzmann introduced the semi-detailed balance condition for collisions in 1887[17] and proved that it guaranties the positivity of the entropy production. For chemical kinetics, this condition (as the complex balance condition) was introduced by Horn and Jackson in 1972.[23]

The microscopic backgrounds for the semi-detailed balance were found in the Markov microkinetics of the intermediate compounds that are present in small amounts and whose concentrations are in quasiequilibrium with the main components.[24] Under these microscopic assumptions, the semi-detailed balance condition is just the balance equation for the Markov microkinetics according to the MichaelisMentenStueckelberg theorem.[25]

Dissipation in systems with semi-detailed balance

Let us represent the generalized mass action law in the equivalent form: the rate of the elementary process

 

is

 

where   is the chemical potential and   is the Helmholtz free energy. The exponential term is called the Boltzmann factor and the multiplier   is the kinetic factor.[25] Let us count the direct and reverse reaction in the kinetic equation separately:

 

An auxiliary function   of one variable   is convenient for the representation of dissipation for the mass action law

 

This function   may be considered as the sum of the reaction rates for deformed input stoichiometric coefficients  . For   it is just the sum of the reaction rates. The function   is convex because  .

Direct calculation gives that according to the kinetic equations

 

This is the general dissipation formula for the generalized mass action law.[25]

Convexity of   gives the sufficient and necessary conditions for the proper dissipation inequality:

 
 

The semi-detailed balance condition can be transformed into identity  . Therefore, for the systems with semi-detailed balance  .[23]

Cone theorem and local equivalence of detailed and complex balance

For any reaction mechanism and a given positive equilibrium a cone of possible velocities for the systems with detailed balance is defined for any non-equilibrium state N

 

where cone stands for the conical hull and the piecewise-constant functions   do not depend on (positive) values of equilibrium reaction rates   and are defined by thermodynamic quantities under assumption of detailed balance.

The cone theorem states that for the given reaction mechanism and given positive equilibrium, the velocity (dN/dt) at a state N for a system with complex balance belongs to the cone  . That is, there exists a system with detailed balance, the same reaction mechanism, the same positive equilibrium, that gives the same velocity at state N.[26] According to cone theorem, for a given state N, the set of velocities of the semidetailed balance systems coincides with the set of velocities of the detailed balance systems if their reaction mechanisms and equilibria coincide. This means local equivalence of detailed and complex balance.

Detailed balance for systems with irreversible reactions

Detailed balance states that in equilibrium each elementary process is equilibrated by its reverse process and requires reversibility of all elementary processes. For many real physico-chemical complex systems (e.g. homogeneous combustion, heterogeneous catalytic oxidation, most enzyme reactions etc.), detailed mechanisms include both reversible and irreversible reactions. If one represents irreversible reactions as limits of reversible steps, then it becomes obvious that not all reaction mechanisms with irreversible reactions can be obtained as limits of systems or reversible reactions with detailed balance. For example, the irreversible cycle   cannot be obtained as such a limit but the reaction mechanism   can.[27]

GorbanYablonsky theorem. A system of reactions with some irreversible reactions is a limit of systems with detailed balance when some constants tend to zero if and only if (i) the reversible part of this system satisfies the principle of detailed balance and (ii) the convex hull of the stoichiometric vectors of the irreversible reactions has empty intersection with the linear span of the stoichiometric vectors of the reversible reactions.[21] Physically, the last condition means that the irreversible reactions cannot be included in oriented cyclic pathways.

See also

References

  1. ^ a b c Boltzmann, L. (1964), Lectures on gas theory, Berkeley, CA, USA: U. of California Press.
  2. ^ a b Tolman, R. C. (1938). The Principles of Statistical Mechanics. Oxford University Press, London, UK.
  3. ^ Maxwell, J.C. (1867), On the dynamical theory of gases, Philosl Trans R Soc London, 157 , pp. 49–88
  4. ^ Einstein, A. (1916). Strahlungs-Emission und -Absorption nach der Quantentheorie [=Emission and absorption of radiation in quantum theory], Verhandlungen der Deutschen Physikalischen Gesellschaft 18 (13/14). Braunschweig: Vieweg, 318–323. See also: A. Einstein (1917). Zur Quantentheorie der Strahlung [=On the quantum theory of radiation], Physikalische Zeitschrift 18 (1917), 121–128. English translation: D. ter Haar (1967): The Old Quantum Theory. Pergamon Press, pp. 167–183.
  5. ^ Wegscheider, R. (1901) Über simultane Gleichgewichte und die Beziehungen zwischen Thermodynamik und Reactionskinetik homogener Systeme, Monatshefte für Chemie / Chemical Monthly 32(8), 849–906.
  6. ^ a b Onsager, L. (1931), Reciprocal relations in irreversible processes. I, Phys. Rev. 37, 405–426; II 38, 2265–2279
  7. ^ Metropolis, N.; Rosenbluth, A.W.; Rosenbluth, M.N.; Teller, A.H.; Teller, E. (1953). "Equations of State Calculations by Fast Computing Machines". Journal of Chemical Physics. 21 (6): 1087–1092. Bibcode:1953JChPh..21.1087M. doi:10.1063/1.1699114. OSTI 4390578. S2CID 1046577.
  8. ^ van Kampen, N.G. "Stochastic Processes in Physics and Chemistry", Elsevier Science (1992).
  9. ^ a b c Yablonskii, G.S., Bykov, V.I., Gorban, A.N., Elokhin, V.I. (1991), Kinetic Models of Catalytic Reactions, Amsterdam, The Netherlands: Elsevier.
  10. ^ Lifshitz, E. M.; Pitaevskii, L. P. (1981). Physical kinetics. London: Pergamon. ISBN 978-0-08-026480-6. Vol. 10 of the Course of Theoretical Physics(3rd Ed).
  11. ^ a b c Gorban, A.N. (2014),Detailed balance in micro- and macrokinetics and micro-distinguishability of macro-processes, Results in Physics 4, 142–147
  12. ^ Joshi, B. (2013), Deterministic detailed balance in chemical reaction networks is sufficient but not necessary for stochastic detailed balance, arXiv:1312.4196 [math.PR].
  13. ^ a b O'Hagan, Anthony; Forster, Jonathan (2004). "Section 10.3". Kendall's Advanced Theory of Statistics, Volume 2B: Bayesian Inference. New York: Oxford University Press. p. 263. ISBN 978-0-340-80752-1.
  14. ^ Volpert, A.I., Khudyaev, S.I. (1985), Analysis in classes of discontinuous functions and equations of mathematical physics. Dordrecht, The Netherlands: Nijoff. (Translation from the 1st Russian ed., Moscow, Nauka publ., 1975.)
  15. ^ Schuster, S., Schuster R. (1989). A generalization of Wegscheider's condition. Implications for properties of steady states and for quasi-steady-state approximation. J. Math. Chem, 3 (1), 25–42.
  16. ^ Lorentz H.-A. (1887) Über das Gleichgewicht der lebendigen Kraft unter Gasmolekülen. Sitzungsberichte der Kaiserlichen Akademie der Wissenschaften in Wien. 95 (2), 115–152.
  17. ^ a b Boltzmann L. (1887) Neuer Beweis zweier Sätze über das Wärmegleichgewicht unter mehratomigen Gasmolekülen. Sitzungsberichte der Kaiserlichen Akademie der Wissenschaften in Wien. 95 (2), 153–164.
  18. ^ Shannon, C.E. (1948) A Mathematical Theory of Communication, Bell System Technical Journal, Vol. 27, pp. 379–423, 623–656. [1] [2]
  19. ^ Hugh Everett Theory of the Universal Wavefunction, Thesis, Princeton University, (1956, 1973), Appendix I, pp 121 ff. In his thesis, Everett used the term "detailed balance" unconventionally, instead of balance equation
  20. ^ Cercignani, C. and Lampis, M. (1981). On the H-theorem for polyatomic gases, Journal of Statistical Physics, V. 26 (4), 795–801.
  21. ^ a b c Gorban, A.N, Yablonsky, G.S. (2011) Extended detailed balance for systems with irreversible reactions, Chemical Engineering Science 66, 5388–5399.
  22. ^ Colquhoun, D., Dowsland, K.A., Beato, M., and Plested, A.J.R. (2004) How to Impose Microscopic Reversibility in Complex Reaction Mechanisms, Biophysical Journal 86, June 2004, 3510–3518
  23. ^ a b Horn, F., Jackson, R. (1972) General mass action kinetics. Arch. Ration. Mech. Anal. 47, 87–116.
  24. ^ Stueckelberg, E.C.G. (1952) Theoreme H et unitarite de S. Helv. Phys. Acta 25, 577–-580
  25. ^ a b c Gorban, A.N., Shahzad, M. (2011) The Michaelis–Menten–Stueckelberg Theorem. Entropy 13, no. 5, 966–1019.
  26. ^ Mirkes, Evgeny M. (2020). "Universal Gorban's Entropies: Geometric Case Study". Entropy. 22 (3): 264. arXiv:2004.14249. Bibcode:2020Entrp..22..264M. doi:10.3390/e22030264. PMC 7516716. PMID 33286038.
  27. ^ Chu, Ch. (1971), Gas absorption accompanied by a system of first-order reactions, Chem. Eng. Sci. 26(3), 305–312.

detailed, balance, principle, detailed, balance, used, kinetic, systems, which, decomposed, into, elementary, processes, collisions, steps, elementary, reactions, states, that, equilibrium, each, elementary, process, equilibrium, with, reverse, process, conten. The principle of detailed balance can be used in kinetic systems which are decomposed into elementary processes collisions or steps or elementary reactions It states that at equilibrium each elementary process is in equilibrium with its reverse process Contents 1 History 2 Microscopic background 3 Reversible Markov chains 4 Detailed balance and entropy increase 5 Wegscheider s conditions for the generalized mass action law 6 Dissipation in systems with detailed balance 7 Onsager reciprocal relations and detailed balance 8 Semi detailed balance 9 Dissipation in systems with semi detailed balance 10 Cone theorem and local equivalence of detailed and complex balance 11 Detailed balance for systems with irreversible reactions 12 See also 13 ReferencesHistory EditThe principle of detailed balance was explicitly introduced for collisions by Ludwig Boltzmann In 1872 he proved his H theorem using this principle 1 The arguments in favor of this property are founded upon microscopic reversibility 2 Five years before Boltzmann James Clerk Maxwell used the principle of detailed balance for gas kinetics with the reference to the principle of sufficient reason 3 He compared the idea of detailed balance with other types of balancing like cyclic balance and found that Now it is impossible to assign a reason why detailed balance should be rejected pg 64 Albert Einstein in 1916 used the principle of detailed balance in a background for his quantum theory of emission and absorption of radiation 4 In 1901 Rudolf Wegscheider introduced the principle of detailed balance for chemical kinetics 5 In particular he demonstrated that the irreversible cycles A 1 A 2 A n A 1 displaystyle ce A1 gt A2 gt cdots gt A mathit n gt A1 are impossible and found explicitly the relations between kinetic constants that follow from the principle of detailed balance In 1931 Lars Onsager used these relations in his works 6 for which he was awarded the 1968 Nobel Prize in Chemistry The principle of detailed balance has been used in Markov chain Monte Carlo methods since their invention in 1953 7 In particular in the Metropolis Hastings algorithm and in its important particular case Gibbs sampling it is used as a simple and reliable condition to provide the desirable equilibrium state Now the principle of detailed balance is a standard part of the university courses in statistical mechanics physical chemistry chemical and physical kinetics 8 9 10 Microscopic background EditThe microscopic reversing of time turns at the kinetic level into the reversing of arrows the elementary processes transform into their reverse processes For example the reaction i a i A i j b j B j displaystyle sum i alpha i ce A i ce gt sum j beta j ce B j transforms into j b j B j i a i A i displaystyle sum j beta j ce B j ce gt sum i alpha i ce A i and conversely Here A i B j displaystyle ce A i ce B j are symbols of components or states a i b j 0 displaystyle alpha i beta j geq 0 are coefficients The equilibrium ensemble should be invariant with respect to this transformation because of microreversibility and the uniqueness of thermodynamic equilibrium This leads us immediately to the concept of detailed balance each process is equilibrated by its reverse process This reasoning is based on three assumptions A i displaystyle ce A i does not change under time reversal Equilibrium is invariant under time reversal The macroscopic elementary processes are microscopically distinguishable That is they represent disjoint sets of microscopic events Any of these assumptions may be violated 11 For example Boltzmann s collision can be represented as A v A w A v A w displaystyle ce A mathit v A mathit w gt A mathit v A mathit w where A v displaystyle ce A v is a particle with velocity v Under time reversal A v displaystyle ce A v transforms into A v displaystyle ce A v Therefore the collision is transformed into the reverse collision by the PT transformation where P is the space inversion and T is the time reversal Detailed balance for Boltzmann s equation requires PT invariance of collisions dynamics not just T invariance Indeed after the time reversal the collision A v A w A v A w displaystyle ce A mathit v A mathit w gt A mathit v A mathit w transforms into A v A w A v A w displaystyle ce A mathit v A mathit w gt A mathit v A mathit w For the detailed balance we need transformation into A v A w A v A w displaystyle ce A mathit v A mathit w gt A mathit v A mathit w For this purpose we need to apply additionally the space reversal P Therefore for the detailed balance in Boltzmann s equation not T invariance but PT invariance is needed Equilibrium may be not T or PT invariant even if the laws of motion are invariant This non invariance may be caused by the spontaneous symmetry breaking There exist nonreciprocal media for example some bi isotropic materials without T and PT invariance 11 If different macroscopic processes are sampled from the same elementary microscopic events then macroscopic detailed balance clarification needed may be violated even when microscopic detailed balance holds 11 12 Now after almost 150 years of development the scope of validity and the violations of detailed balance in kinetics seem to be clear Reversible Markov chains EditA Markov process is called a reversible Markov process or reversible Markov chain if it satisfies the detailed balance equations 13 These equations require that the transition probability matrix P for the Markov process possess a stationary distribution i e equilibrium probability distribution p such that p i P i j p j P j i displaystyle pi i P ij pi j P ji where Pij is the Markov transition probability from state i to state j i e Pij P Xt j Xt 1 i and pi and pj are the equilibrium probabilities of being in states i and j respectively 13 When Pr Xt 1 i pi for all i this is equivalent to the joint probability matrix Pr Xt 1 i Xt j being symmetric in i and j or symmetric in t 1 and t The definition carries over straightforwardly to continuous variables where p becomes a probability density and P s s a transition kernel probability density from state s to state s p s P s s p s P s s displaystyle pi s P s s pi s P s s The detailed balance condition is stronger than that required merely for a stationary distribution that is there are Markov processes with stationary distributions that do not have detailed balance Detailed balance implies that around any closed cycle of states there is no net flow of probability For example it implies that for all a b and c P a b P b c P c a P a c P c b P b a displaystyle P a b P b c P c a P a c P c b P b a This can be proved by substitution from the definition In the case of a positive transition matrix the no net flow condition implies detailed balance Indeed a necessary and sufficient condition for the reversibility condition is Kolmogorov s criterion which demands that for the reversible chains the product of transition rates over any closed loop of states must be the same in both directions Transition matrices that are symmetric Pij Pji or P s s P s s always have detailed balance In these cases a uniform distribution over the states is an equilibrium distribution For continuous systems with detailed balance it may be possible to continuously transform the coordinates until the equilibrium distribution is uniform with a transition kernel which then is symmetric In the case of discrete states it may be possible clarification needed to achieve something similar by breaking the Markov states into appropriately sized degenerate sub states For a Markov transition matrix and a stationary distribution the detailed balance equations may not be valid However it can be shown that a unique Markov transition matrix exists which is closest according to the stationary distribution and a given norm The closest Matrix can be computed by solving a quadratic convex optimization problem For more details see Closest reversible Markov chainDetailed balance and entropy increase EditFor many systems of physical and chemical kinetics detailed balance provides sufficient conditions for the strict increase of entropy in isolated systems For example the famous Boltzmann H theorem 1 states that according to the Boltzmann equation the principle of detailed balance implies positivity of entropy production The Boltzmann formula 1872 for entropy production in rarefied gas kinetics with detailed balance 1 2 served as a prototype of many similar formulas for dissipation in mass action kinetics 14 and generalized mass action kinetics 15 with detailed balance Nevertheless the principle of detailed balance is not necessary for entropy growth For example in the linear irreversible cycle A 1 A 2 A 3 A 1 displaystyle ce A1 gt A2 gt A3 gt A1 entropy production is positive but the principle of detailed balance does not hold Thus the principle of detailed balance is a sufficient but not necessary condition for entropy increase in Boltzmann kinetics These relations between the principle of detailed balance and the second law of thermodynamics were clarified in 1887 when Hendrik Lorentz objected to the Boltzmann H theorem for polyatomic gases 16 Lorentz stated that the principle of detailed balance is not applicable to collisions of polyatomic molecules Boltzmann immediately invented a new more general condition sufficient for entropy growth 17 Boltzmann s condition holds for all Markov processes irrespective of time reversibility Later entropy increase was proved for all Markov processes by a direct method 18 19 These theorems may be considered as simplifications of the Boltzmann result Later this condition was referred to as the cyclic balance condition because it holds for irreversible cycles or the semi detailed balance or the complex balance In 1981 Carlo Cercignani and Maria Lampis proved that the Lorentz arguments were wrong and the principle of detailed balance is valid for polyatomic molecules 20 Nevertheless the extended semi detailed balance conditions invented by Boltzmann in this discussion remain the remarkable generalization of the detailed balance Wegscheider s conditions for the generalized mass action law EditIn chemical kinetics the elementary reactions are represented by the stoichiometric equations i a r i A i j b r j A j r 1 m displaystyle sum i alpha ri ce A i ce gt sum j beta rj ce A j r 1 ldots m where A i displaystyle ce A i are the components and a r i b r j 0 displaystyle alpha ri beta rj geq 0 are the stoichiometric coefficients Here the reverse reactions with positive constants are included in the list separately We need this separation of direct and reverse reactions to apply later the general formalism to the systems with some irreversible reactions The system of stoichiometric equations of elementary reactions is the reaction mechanism The stoichiometric matrix is G g r i displaystyle boldsymbol Gamma gamma ri g r i b r i a r i displaystyle gamma ri beta ri alpha ri gain minus loss This matrix need not be square The stoichiometric vector g r displaystyle gamma r is the rth row of G displaystyle boldsymbol Gamma with coordinates g r i b r i a r i displaystyle gamma ri beta ri alpha ri According to the generalized mass action law the reaction rate for an elementary reaction is w r k r i 1 n a i a r i displaystyle w r k r prod i 1 n a i alpha ri where a i 0 displaystyle a i geq 0 is the activity the effective concentration of A i displaystyle A i The reaction mechanism includes reactions with the reaction rate constants k r gt 0 displaystyle k r gt 0 For each r the following notations are used k r k r displaystyle k r k r w r w r displaystyle w r w r k r displaystyle k r is the reaction rate constant for the reverse reaction if it is in the reaction mechanism and 0 if it is not w r displaystyle w r is the reaction rate for the reverse reaction if it is in the reaction mechanism and 0 if it is not For a reversible reaction K r k r k r displaystyle K r k r k r is the equilibrium constant The principle of detailed balance for the generalized mass action law is For given values k r displaystyle k r there exists a positive equilibrium a i e q gt 0 displaystyle a i rm eq gt 0 that satisfies detailed balance that is w r w r displaystyle w r w r This means that the system of linear detailed balance equations i g r i x i ln k r ln k r ln K r displaystyle sum i gamma ri x i ln k r ln k r ln K r is solvable x i ln a i e q displaystyle x i ln a i rm eq The following classical result gives the necessary and sufficient conditions for the existence of a positive equilibrium a i e q gt 0 displaystyle a i rm eq gt 0 with detailed balance see for example the textbook 9 Two conditions are sufficient and necessary for solvability of the system of detailed balance equations If k r gt 0 displaystyle k r gt 0 then k r gt 0 displaystyle k r gt 0 and conversely if k r gt 0 displaystyle k r gt 0 then k r gt 0 displaystyle k r gt 0 reversibility For any solution l l r displaystyle boldsymbol lambda lambda r of the systeml G 0 i e r l r g r i 0 for all i displaystyle boldsymbol lambda Gamma 0 left mbox i e sum r lambda r gamma ri 0 mbox for all i right the Wegscheider s identity 21 holds r 1 m k r l r r 1 m k r l r displaystyle prod r 1 m k r lambda r prod r 1 m k r lambda r Remark It is sufficient to use in the Wegscheider conditions a basis of solutions of the system l G 0 displaystyle boldsymbol lambda Gamma 0 In particular for any cycle in the monomolecular linear reactions the product of the reaction rate constants in the clockwise direction is equal to the product of the reaction rate constants in the counterclockwise direction The same condition is valid for the reversible Markov processes it is equivalent to the no net flow condition A simple nonlinear example gives us a linear cycle supplemented by one nonlinear step 21 A 1 A 2 displaystyle ce A1 lt gt A2 A 2 A 3 displaystyle ce A2 lt gt A3 A 3 A 1 displaystyle ce A3 lt gt A1 A 1 A 2 2 A 3 displaystyle ce A1 A2 lt gt 2A3 There are two nontrivial independent Wegscheider s identities for this system k 1 k 2 k 3 k 1 k 2 k 3 displaystyle k 1 k 2 k 3 k 1 k 2 k 3 and k 3 k 4 k 2 k 3 k 4 k 2 displaystyle k 3 k 4 k 2 k 3 k 4 k 2 They correspond to the following linear relations between the stoichiometric vectors g 1 g 2 g 3 0 displaystyle gamma 1 gamma 2 gamma 3 0 and g 3 g 4 g 2 0 displaystyle gamma 3 gamma 4 gamma 2 0 The computational aspect of the Wegscheider conditions was studied by D Colquhoun with co authors 22 The Wegscheider conditions demonstrate that whereas the principle of detailed balance states a local property of equilibrium it implies the relations between the kinetic constants that are valid for all states far from equilibrium This is possible because a kinetic law is known and relations between the rates of the elementary processes at equilibrium can be transformed into relations between kinetic constants which are used globally For the Wegscheider conditions this kinetic law is the law of mass action or the generalized law of mass action Dissipation in systems with detailed balance EditTo describe dynamics of the systems that obey the generalized mass action law one has to represent the activities as functions of the concentrations cj and temperature For this purpose use the representation of the activity through the chemical potential a i exp m i m i R T displaystyle a i exp left frac mu i mu i ominus RT right where mi is the chemical potential of the species under the conditions of interest m i displaystyle mu i ominus is the chemical potential of that species in the chosen standard state R is the gas constant and T is the thermodynamic temperature The chemical potential can be represented as a function of c and T where c is the vector of concentrations with components cj For the ideal systems m i R T ln c i m i displaystyle mu i RT ln c i mu i ominus and a j c j displaystyle a j c j the activity is the concentration and the generalized mass action law is the usual law of mass action Consider a system in isothermal T const isochoric the volume V const condition For these conditions the Helmholtz free energy F T V N displaystyle F T V N measures the useful work obtainable from a system It is a functions of the temperature T the volume V and the amounts of chemical components Nj usually measured in moles N is the vector with components Nj For the ideal systems F R T i N i ln N i V 1 m i T R T displaystyle F RT sum i N i left ln left frac N i V right 1 frac mu i ominus T RT right The chemical potential is a partial derivative m i F T V N N j displaystyle mu i partial F T V N partial N j The chemical kinetic equations are d N i d t V r g r i w r w r displaystyle frac dN i dt V sum r gamma ri w r w r If the principle of detailed balance is valid then for any value of T there exists a positive point of detailed balance ceq w r c e q T w r c e q T w r e q displaystyle w r c rm eq T w r c rm eq T w r rm eq Elementary algebra gives w r w r e q exp i a r i m i m i e q R T w r w r e q exp i b r i m i m i e q R T displaystyle w r w r rm eq exp left sum i frac alpha ri mu i mu i rm eq RT right w r w r rm eq exp left sum i frac beta ri mu i mu i rm eq RT right where m i e q m i c e q T displaystyle mu i rm eq mu i c rm eq T For the dissipation we obtain from these formulas d F d t i F T V N N i d N i d t i m i d N i d t V R T r ln w r ln w r w r w r 0 displaystyle frac dF dt sum i frac partial F T V N partial N i frac dN i dt sum i mu i frac dN i dt VRT sum r ln w r ln w r w r w r leq 0 The inequality holds because ln is a monotone function and hence the expressions ln w r ln w r displaystyle ln w r ln w r and w r w r displaystyle w r w r have always the same sign Similar inequalities 9 are valid for other classical conditions for the closed systems and the corresponding characteristic functions for isothermal isobaric conditions the Gibbs free energy decreases for the isochoric systems with the constant internal energy isolated systems the entropy increases as well as for isobaric systems with the constant enthalpy Onsager reciprocal relations and detailed balance EditLet the principle of detailed balance be valid Then for small deviations from equilibrium the kinetic response of the system can be approximated as linearly related to its deviation from chemical equilibrium giving the reaction rates for the generalized mass action law as w r w r e q 1 i a r i m i m i e q R T w r w r e q 1 i b r i m i m i e q R T displaystyle w r w r rm eq left 1 sum i frac alpha ri mu i mu i rm eq RT right w r w r rm eq left 1 sum i frac beta ri mu i mu i rm eq RT right Therefore again in the linear response regime near equilibrium the kinetic equations are g r i b r i a r i displaystyle gamma ri beta ri alpha ri d N i d t V j r w r e q g r i g r j m j m j e q R T displaystyle frac dN i dt V sum j left sum r w r rm eq gamma ri gamma rj right frac mu j mu j rm eq RT This is exactly the Onsager form following the original work of Onsager 6 we should introduce the thermodynamic forces X j displaystyle X j and the matrix of coefficients L i j displaystyle L ij in the form X j m j m j e q T d N i d t j L i j X j displaystyle X j frac mu j mu j rm eq T frac dN i dt sum j L ij X j The coefficient matrix L i j displaystyle L ij is symmetric L i j V R r w r e q g r i g r j displaystyle L ij frac V R sum r w r rm eq gamma ri gamma rj These symmetry relations L i j L j i displaystyle L ij L ji are exactly the Onsager reciprocal relations The coefficient matrix L displaystyle L is non positive It is negative on the linear span of the stoichiometric vectors g r displaystyle gamma r So the Onsager relations follow from the principle of detailed balance in the linear approximation near equilibrium Semi detailed balance EditTo formulate the principle of semi detailed balance it is convenient to count the direct and inverse elementary reactions separately In this case the kinetic equations have the form d N i d t V r g r i w r V r b r i a r i w r displaystyle frac dN i dt V sum r gamma ri w r V sum r beta ri alpha ri w r Let us use the notations a r a r i displaystyle alpha r alpha ri b r b r i displaystyle beta r beta ri for the input and the output vectors of the stoichiometric coefficients of the rth elementary reaction Let Y displaystyle Y be the set of all these vectors a r b r displaystyle alpha r beta r For each n Y displaystyle nu in Y let us define two sets of numbers R n r a r n R n r b r n displaystyle R nu r alpha r nu R nu r beta r nu r R n displaystyle r in R nu if and only if n displaystyle nu is the vector of the input stoichiometric coefficients a r displaystyle alpha r for the rth elementary reaction r R n displaystyle r in R nu if and only if n displaystyle nu is the vector of the output stoichiometric coefficients b r displaystyle beta r for the rth elementary reaction The principle of semi detailed balance means that in equilibrium the semi detailed balance condition holds for every n Y displaystyle nu in Y r R n w r r R n w r displaystyle sum r in R nu w r sum r in R nu w r The semi detailed balance condition is sufficient for the stationarity it implies that d N d t V r g r w r 0 displaystyle frac dN dt V sum r gamma r w r 0 For the Markov kinetics the semi detailed balance condition is just the elementary balance equation and holds for any steady state For the nonlinear mass action law it is in general sufficient but not necessary condition for stationarity The semi detailed balance condition is weaker than the detailed balance one if the principle of detailed balance holds then the condition of semi detailed balance also holds For systems that obey the generalized mass action law the semi detailed balance condition is sufficient for the dissipation inequality d F d t 0 displaystyle dF dt geq 0 for the Helmholtz free energy under isothermal isochoric conditions and for the dissipation inequalities under other classical conditions for the corresponding thermodynamic potentials Boltzmann introduced the semi detailed balance condition for collisions in 1887 17 and proved that it guaranties the positivity of the entropy production For chemical kinetics this condition as the complex balance condition was introduced by Horn and Jackson in 1972 23 The microscopic backgrounds for the semi detailed balance were found in the Markov microkinetics of the intermediate compounds that are present in small amounts and whose concentrations are in quasiequilibrium with the main components 24 Under these microscopic assumptions the semi detailed balance condition is just the balance equation for the Markov microkinetics according to the Michaelis Menten Stueckelberg theorem 25 Dissipation in systems with semi detailed balance EditLet us represent the generalized mass action law in the equivalent form the rate of the elementary process i a r i A i i b r i A i displaystyle sum i alpha ri ce A i ce gt sum i beta ri ce A i is w r f r exp i a r i m i R T displaystyle w r varphi r exp left sum i frac alpha ri mu i RT right where m i F T V N N i displaystyle mu i partial F T V N partial N i is the chemical potential and F T V N displaystyle F T V N is the Helmholtz free energy The exponential term is called the Boltzmann factor and the multiplier f r 0 displaystyle varphi r geq 0 is the kinetic factor 25 Let us count the direct and reverse reaction in the kinetic equation separately d N i d t V r g r i w r displaystyle frac dN i dt V sum r gamma ri w r An auxiliary function 8 l displaystyle theta lambda of one variable l 0 1 displaystyle lambda in 0 1 is convenient for the representation of dissipation for the mass action law 8 l r f r exp i l a r i 1 l b r i m i R T displaystyle theta lambda sum r varphi r exp left sum i frac lambda alpha ri 1 lambda beta ri mu i RT right This function 8 l displaystyle theta lambda may be considered as the sum of the reaction rates for deformed input stoichiometric coefficients a r l l a r 1 l b r displaystyle tilde alpha rho lambda lambda alpha rho 1 lambda beta rho For l 1 displaystyle lambda 1 it is just the sum of the reaction rates The function 8 l displaystyle theta lambda is convex because 8 l 0 displaystyle theta lambda geq 0 Direct calculation gives that according to the kinetic equations d F d t V R T d 8 l d l l 1 displaystyle frac dF dt VRT left frac d theta lambda d lambda right lambda 1 This is the general dissipation formula for the generalized mass action law 25 Convexity of 8 l displaystyle theta lambda gives the sufficient and necessary conditions for the proper dissipation inequality d F d t lt 0 if and only if 8 l lt 8 1 for some l lt 1 displaystyle frac dF dt lt 0 mbox if and only if theta lambda lt theta 1 mbox for some lambda lt 1 d F d t 0 if and only if 8 l 8 1 for some l lt 1 displaystyle frac dF dt leq 0 mbox if and only if theta lambda leq theta 1 mbox for some lambda lt 1 The semi detailed balance condition can be transformed into identity 8 0 8 1 displaystyle theta 0 equiv theta 1 Therefore for the systems with semi detailed balance d F d t 0 displaystyle dF dt leq 0 23 Cone theorem and local equivalence of detailed and complex balance EditFor any reaction mechanism and a given positive equilibrium a cone of possible velocities for the systems with detailed balance is defined for any non equilibrium state NQ D B N c o n e g r s g n w r N w r N r 1 m displaystyle mathbf Q rm DB N rm cone gamma r rm sgn w r N w r N r 1 ldots m where cone stands for the conical hull and the piecewise constant functions s g n w r N w r N displaystyle rm sgn w r N w r N do not depend on positive values of equilibrium reaction rates w r e q displaystyle w r rm eq and are defined by thermodynamic quantities under assumption of detailed balance The cone theorem states that for the given reaction mechanism and given positive equilibrium the velocity dN dt at a state N for a system with complex balance belongs to the cone Q D B N displaystyle mathbf Q rm DB N That is there exists a system with detailed balance the same reaction mechanism the same positive equilibrium that gives the same velocity at state N 26 According to cone theorem for a given state N the set of velocities of the semidetailed balance systems coincides with the set of velocities of the detailed balance systems if their reaction mechanisms and equilibria coincide This means local equivalence of detailed and complex balance Detailed balance for systems with irreversible reactions EditDetailed balance states that in equilibrium each elementary process is equilibrated by its reverse process and requires reversibility of all elementary processes For many real physico chemical complex systems e g homogeneous combustion heterogeneous catalytic oxidation most enzyme reactions etc detailed mechanisms include both reversible and irreversible reactions If one represents irreversible reactions as limits of reversible steps then it becomes obvious that not all reaction mechanisms with irreversible reactions can be obtained as limits of systems or reversible reactions with detailed balance For example the irreversible cycle A 1 A 2 A 3 A 1 displaystyle ce A1 gt A2 gt A3 gt A1 cannot be obtained as such a limit but the reaction mechanism A 1 A 2 A 3 A 1 displaystyle ce A1 gt A2 gt A3 lt A1 can 27 Gorban Yablonsky theorem A system of reactions with some irreversible reactions is a limit of systems with detailed balance when some constants tend to zero if and only if i the reversible part of this system satisfies the principle of detailed balance and ii the convex hull of the stoichiometric vectors of the irreversible reactions has empty intersection with the linear span of the stoichiometric vectors of the reversible reactions 21 Physically the last condition means that the irreversible reactions cannot be included in oriented cyclic pathways See also EditT symmetry Microscopic reversibility Master equation Balance equation Gibbs sampling Metropolis Hastings algorithm Atomic spectral line deduction of the Einstein coefficients Random walks on graphsReferences Edit a b c Boltzmann L 1964 Lectures on gas theory Berkeley CA USA U of California Press a b Tolman R C 1938 The Principles of Statistical Mechanics Oxford University Press London UK Maxwell J C 1867 On the dynamical theory of gases Philosl Trans R Soc London 157 pp 49 88 Einstein A 1916 Strahlungs Emission und Absorption nach der Quantentheorie Emission and absorption of radiation in quantum theory Verhandlungen der Deutschen Physikalischen Gesellschaft 18 13 14 Braunschweig Vieweg 318 323 See also A Einstein 1917 Zur Quantentheorie der Strahlung On the quantum theory of radiation Physikalische Zeitschrift 18 1917 121 128 English translation D ter Haar 1967 The Old Quantum Theory Pergamon Press pp 167 183 Wegscheider R 1901 Uber simultane Gleichgewichte und die Beziehungen zwischen Thermodynamik und Reactionskinetik homogener Systeme Monatshefte fur Chemie Chemical Monthly 32 8 849 906 a b Onsager L 1931 Reciprocal relations in irreversible processes I Phys Rev 37 405 426 II 38 2265 2279 Metropolis N Rosenbluth A W Rosenbluth M N Teller A H Teller E 1953 Equations of State Calculations by Fast Computing Machines Journal of Chemical Physics 21 6 1087 1092 Bibcode 1953JChPh 21 1087M doi 10 1063 1 1699114 OSTI 4390578 S2CID 1046577 van Kampen N G Stochastic Processes in Physics and Chemistry Elsevier Science 1992 a b c Yablonskii G S Bykov V I Gorban A N Elokhin V I 1991 Kinetic Models of Catalytic Reactions Amsterdam The Netherlands Elsevier Lifshitz E M Pitaevskii L P 1981 Physical kinetics London Pergamon ISBN 978 0 08 026480 6 Vol 10 of the Course of Theoretical Physics 3rd Ed a b c Gorban A N 2014 Detailed balance in micro and macrokinetics and micro distinguishability of macro processes Results in Physics 4 142 147 Joshi B 2013 Deterministic detailed balance in chemical reaction networks is sufficient but not necessary for stochastic detailed balance arXiv 1312 4196 math PR a b O Hagan Anthony Forster Jonathan 2004 Section 10 3 Kendall s Advanced Theory of Statistics Volume 2B Bayesian Inference New York Oxford University Press p 263 ISBN 978 0 340 80752 1 Volpert A I Khudyaev S I 1985 Analysis in classes of discontinuous functions and equations of mathematical physics Dordrecht The Netherlands Nijoff Translation from the 1st Russian ed Moscow Nauka publ 1975 Schuster S Schuster R 1989 A generalization of Wegscheider s condition Implications for properties of steady states and for quasi steady state approximation J Math Chem 3 1 25 42 Lorentz H A 1887 Uber das Gleichgewicht der lebendigen Kraft unter Gasmolekulen Sitzungsberichte der Kaiserlichen Akademie der Wissenschaften in Wien 95 2 115 152 a b Boltzmann L 1887 Neuer Beweis zweier Satze uber das Warmegleichgewicht unter mehratomigen Gasmolekulen Sitzungsberichte der Kaiserlichen Akademie der Wissenschaften in Wien 95 2 153 164 Shannon C E 1948 A Mathematical Theory of Communication Bell System Technical Journal Vol 27 pp 379 423 623 656 1 2 Hugh Everett Theory of the Universal Wavefunction Thesis Princeton University 1956 1973 Appendix I pp 121 ff In his thesis Everett used the term detailed balance unconventionally instead of balance equation Cercignani C and Lampis M 1981 On the H theorem for polyatomic gases Journal of Statistical Physics V 26 4 795 801 a b c Gorban A N Yablonsky G S 2011 Extended detailed balance for systems with irreversible reactions Chemical Engineering Science 66 5388 5399 Colquhoun D Dowsland K A Beato M and Plested A J R 2004 How to Impose Microscopic Reversibility in Complex Reaction Mechanisms Biophysical Journal 86 June 2004 3510 3518 a b Horn F Jackson R 1972 General mass action kinetics Arch Ration Mech Anal 47 87 116 Stueckelberg E C G 1952 Theoreme H et unitarite de S Helv Phys Acta 25 577 580 a b c Gorban A N Shahzad M 2011 The Michaelis Menten Stueckelberg Theorem Entropy 13 no 5 966 1019 Mirkes Evgeny M 2020 Universal Gorban s Entropies Geometric Case Study Entropy 22 3 264 arXiv 2004 14249 Bibcode 2020Entrp 22 264M doi 10 3390 e22030264 PMC 7516716 PMID 33286038 Chu Ch 1971 Gas absorption accompanied by a system of first order reactions Chem Eng Sci 26 3 305 312 Retrieved from https en wikipedia org w index php title Detailed balance amp oldid 1128708358, wikipedia, wiki, book, books, library,

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