Past exam of the mathematics course of the University of Cambridge 2005 ii Paper 2 6E a Solution Created 2026-09-24 Updated 2026-10-14
Apply the formal infinitesimal generator to the molecule count: its increment is at rate and at rate . Thus the exact first-moment identity for the specified generator isNeglecting fluctuations gives the mean-field approximation , so the positive steady mean isThere is a physical boundary qualification: the printed loss propensity is positive at and would produce a negative molecule count. Consequently it does not by itself define a molecule-count chain on all nonnegative integers. If losses are forbidden below two, the exact loss moment becomes ; a mass-action two-molecule propensity instead uses . The calculation requested here uses the printed formal generator and its large-copy-number approximation, where such boundary corrections are negligible.
Past exam of the mathematics course of the University of Cambridge 2006 iii Paper 51 1 c Solution Created 2026-10-03 Updated 2026-10-14
At a continuous phase transition the equilibrium order parameter tends continuously to its critical value, there is no latent heat, and the correlation length diverges. For at zero field, minimizing gives when and when . These minima join continuously at . The minimized singular free-energy density is zero above and below, so its first thermal derivative is continuous, while its second derivative has a finite jump in mean-field approximation.
A first-order phase transition instead has competing minima whose free energies cross while their order parameters remain distinct. The first derivatives of the equilibrium free energy generally jump; along a temperature-driven crossing this gives latent heat. For the symmetric sextic potential with , let . At phase coexistence, the stationary points and equality of the two free energies requireEliminating gives , henceAt coexistence , proving that all three degenerate minima are global. The equilibrium order parameter jumps from zero to one of the two nonzero values even though . The disordered minimum loses local stability at , and the nonzero stationary points first appear at . These spinodal points delimit metastability and are not the equilibrium transition line. Cubic terms, when symmetry permits them, provide another common route to a first-order transition.
Past exam of the mathematics course of the University of Cambridge 2006 iii Paper 51 1 Solution 2026-10-14
The mean-field approximation replaces each site's fluctuating surroundings by a self-consistent average. On a cubic lattice each spin has coordination number of a lattice , even though summing only over positive basis directions counts each bond once. Write and drop products of deviations. Each Ising bond becomes , so the approximate statistical Hamiltonian isThe constant corrects counting each bond twice. The resulting independent-spin partition function is , where . The one-spin probabilities giveEquating this average with the assumed givesHere is assumed; a ferromagnetic order parameter is not the appropriate choice for an antiferromagnetic coupling. Put . For , at any , so only is possible. For , the function has positive slope at zero, is strictly concave on and is negative at . It therefore has exactly one positive zero and a spin-reversed negative zero. Expanding at the bifurcation givesThe transition is continuous, with order-parameter critical exponent . Stability can also be checked from the Bragg-Williams free energy of the Ising model per Ising spin:Its derivative is , giving the same self-consistency equation. Near zero,The quartic coefficient is positive at , the stable minima approach zero continuously, and the minimized free energy has no first-derivative jump. Thus mean-field approximation predicts a second-order transition at . This is the mean-field Ising critical bifurcation.
For short-range interactions, large dimension gives many neighbours and suppresses the relative fluctuations of their average. More quantitatively, Gaussian field theory fluctuations averaged over a correlation volume have variance of order , while the squared ordinary mean-field order parameter is of order . Their ratio is proportional to . The Ginzburg criterion therefore makes neglect of critical fluctuations asymptotically consistent above four dimensions, inconsistent below four, and marginal at four, where logarithms occur. Large dimension is a route to validity; sufficiently long-range or infinite-range interactions can also produce mean-field behaviour. In low-dimensional short-range systems even the existence and location of a transition can differ from this approximation.
Past exam of the mathematics course of the University of Cambridge 2009 iii Paper 43 1 c Solution Created 2026-10-03 Updated 2026-10-14
Microscopically different systems can have the same critical exponents and appropriately normalized scaling functions. This universality means that they belong to one universality class when coarse-graining brings them to the same renormalization-group fixed point. Spatial dimension, order parameter symmetry and the range of the interactions affect that classification; changing a lattice spacing or a microscopic coupling generally changes nonuniversal amplitudes and the critical temperature instead.
In the scalar short-range Landau-Ginzburg theory, a positive quartic term and one thermal tuning produce ordinary Ising-type criticality. A generic sextic term does not change that fixed point, but tuning the quartic coefficient to zero exposes a different tricritical point with different exponents. The mean-field approximation itself neglects fluctuations. Its numerical exponents are reliable only when the Ginzburg criterion makes those fluctuations subleading; the ordinary scalar upper critical dimension is four, while the tricritical one is three. At an upper critical dimension logarithmic corrections can remain.
Past exam of the mathematics course of the University of Cambridge 2009 iii Paper 43 1 Solution 2026-10-14
A phase diagram partitions a space of control parameters into regions with distinct equilibrium phases. Its boundaries mark nonanalyticities of the thermodynamic-limit free energy; a first-order phase transition has a jump in a first derivative, whereas a continuous phase transition has a continuously vanishing order parameter and singular fluctuations.
An explicit three-parameter example is the scalar Landau free energywith parameter axes . These can be realized locally by the temperature, single-ion anisotropy and magnetic field of the Blume–Capel model. The three dimensions here refer to control-parameter space, not necessarily to three spatial dimensions. At , minimizing this potential gives a continuous phase transition at for . For , coexistence occurs at , whereThere are three global minima, and . Their order parameter jump decreases to zero as . Thus is a tricritical point. The two transition curves in the plane meet there.
In the three-dimensional phase diagram, crossing inside the ordered region switches between opposite signs of , so that region is itself a first-order phase transition sheet. For , two tricritical wings at opposite nonzero fields separate weakly and strongly magnetized phases. Their wing critical edges can be obtained rather than merely sketched: require . Since , the nonzero solutions satisfyThe fourth derivative there is , giving ordinary continuous critical endpoints. The wings meet the zero-field coexistence sheet along the tricritical three-phase line and terminate at these edges. Their exact tricritical wing coexistence factorization supplies the surfaces in the figure: for two nonnegative minima , set , andDirect expansion gives , proving that these surfaces describe coexistence of global, not merely local, minima.
Tricritical phase diagram of the sextic scalar free energy: first-order sheets, critical edges and the zero-field slice
. Details. For the unheaded Ising model calculation, assume ferromagnetic exchange and let denote the mean Ising spin. On the hypercubic lattice the coordination number of a lattice is , even though the original positive-direction bond sum counts each bond only once. The mean-field approximation neglects products of deviations from :There are bonds, so the approximate energy is . Each independent Ising spin therefore sees the effective field . With , averaging its two Boltzmann weights gives the self-consistency equationThe slope of its right side at zero is , whereAbove , for excludes a nonzero solution. Below the initial slope exceeds one, and concavity of the hyperbolic tangent on the positive axis gives one positive solution and its negative partner. The Ising auxiliary mean-field free energy has positive quartic coefficient near , while its quadratic coefficient changes sign there. Its stable minima therefore move continuously away from zero; this is a continuous phase transition in the mean-field theory of the Ising model.
Put and . The Taylor expansion gives, on the nonzero branch,Consequently and the mean-field order-parameter exponent is . The inverse-temperature symbol used above is distinct from this order-parameter critical exponent.
Past exam of the mathematics course of the University of Cambridge 2015 iii Paper 45 1 Solution Created 2026-10-03 Updated 2026-10-14
In Landau-Ginzburg theory, use the sextic even Landau potential with a fixed positive stabilising coefficient :Here is the scalar order parameter, its conjugate magnetic field, and an independent symmetry-preserving control, such as the single-ion coupling in the Blume–Capel model. Thus need not break , whereas does. The Blume–Capel mean-field tricritical parameters are one realization; generally, a tricritical point occurs whenTwo controls tune away the quadratic and quartic terms. For , crossing at gives a continuous phase transition; for , the quartic term instead favours a finite- minimum before the origin loses local stability. The sextic term bounds the free energy below. The tricritical point joins the continuous and discontinuous transition loci.
For the symmetric phase diagram, write . A nonzero stationary point obeys . Its free-energy density relative to the origin is . Equality of the two minimum values, together with stationarity, givesAt this phase coexistence point,so are genuinely degenerate global minima, not just stationary solutions. The spinodal points are for the disordered local minimum and for the appearance of the ordered minima. They are limits of metastability, distinct from the equilibrium first-order phase transition at .
Accordingly, the coefficient equations determining the physical temperature curves areThe simultaneous zeros of and determine and . For the alternative normalization , the same first-order condition is , with . These equations determine the curves implicitly; their slopes in actual coordinates depend on the material-specific coefficient functions.
In three controls , or locally equivalent coordinates, there are tricritical first-order wings. The plane contains a coexistence sheet of the two symmetry-related ordered phases. For it ends on the ordinary critical line ; for it reaches the three-phase line . Two further first-order surfaces extend from that line into and . Across a wing, two minima of the same sign but different magnitudes exchange global stability; the field favours that sign. Each wing ends on an ordinary critical edge where those minima and their intervening maximum merge. The three surfaces and their critical boundaries meet at the tricritical point.
The tricritical wing critical edges follow by imposing at :Here , confirming an ordinary quartic critical minimum locally. The field scale and the temperature-like displacement both vanish at the tricritical point. If are independent smooth local coordinates in , the following diagram has the same local topology as the physical three-dimensional phase diagram. Its surfaces use exact equal-minimum conditions, as described by tricritical wing coexistence factorization.
For the order-parameter critical exponent and critical-isotherm exponent at the tricritical point, set to leading order and take . For , the ordered saddle has , while at the equation of state is . Hence the tricritical mean-field critical exponents areThese are mean-field critical exponents. Below the tricritical upper critical dimension they need not be the interacting exponents, and at that dimension logarithmic corrections can accompany the powers. Along a generic path with the quartic term is subleading in the tricritical balance; a path keeping fixed instead approaches ordinary critical behaviour.
For the Blume–Capel model, take ferromagnetic , count each nearest-neighbour bond once and use hypercubic coordination . The nearest-neighbour direction sum in the printed Hamiltonian is understood implicitly. In a ferromagnetic mean-field approximation, write and replace the interaction by its self-consistent single-site field . The single-site partition function and variational free-energy density areThe first term prevents double counting the interaction energy. Differentiation gives the mean-field self-consistency equationSet and , the occupied-spin probability at . Expanding the single-site logarithm yieldsThe nontrivial simultaneous quadratic and quartic zeros require and , hence . At those values the sixth-order coefficient is , so the degeneracy is a stable tricritical point. The mean-field tricritical parameters areThis is a mean-field result, not a dimension-independent exact lattice transition temperature. The Boltzmann constant is kept explicit in this lattice calculation.
Past exam of the mathematics course of the University of Cambridge 2015 iii Paper 81 2 a Solution Created 2026-10-03 Updated 2026-10-06
Write . The mean-field approximation drops the quadratic product of the fluctuations:For a Hermitian pairing interaction, the two linear terms are Hermitian conjugates. Defining the BCS anomalous average and pairing field by , and writing , givesThe final constant corrects the double counting in the reduced BCS pairing Hamiltonian.
Past exam of the mathematics course of the University of Cambridge 2015 ii Paper 4 32C ii Solution Created 2026-09-24 Updated 2026-10-06
Write and neglect the fluctuation product in the mean-field approximation. Then . There are neighbour pairs, and each spin enters pairs. The mean-field energy isThe spins now factorize, givingThe constant corrects the double counting in the interaction; omitting it would give an incorrect mean-field free energy.
Past exam of the mathematics course of the University of Cambridge 2015 ii Paper 4 32C iv Solution Created 2026-09-24 Updated 2026-10-06
The proposed Landau free energy has stationary equation . For its minimum is . For the minima are , while zero becomes a maximum; at the positive quartic term keeps the free energy bounded below. Thus the two symmetry-related states, continuous transition and square-root onset agree with the mean-field approximation.
More explicitly the mean-field entropy expansion gives at zero field. Near , replacing by in the quartic coefficient gives the positive constants and , and reproduces the preceding square-root amplitude. The polynomial is a local expansion near the transition, not a global expression at every temperature.
Past exam of the mathematics course of the University of Cambridge 2016 iii Paper 303 1 a Solution Created 2026-10-03 Updated 2026-10-06
Use inverse temperature , reserving without a subscript for the critical exponent. Write ; each undirected bond occurs once, so the number of bonds is . In the mean-field theory of the Ising model, write each Ising spin as and neglect the product of fluctuations:The resulting independent-spin statistical Hamiltonian isThe constant corrects the double counting of interaction energy. The Ising spin sums now factorize and can all be evaluated:This is the approximate partition function at an assumed mean field; equilibrium fixes self-consistently. The corresponding Ising auxiliary mean-field free energy isIts equilibrium value gives the mean-field Helmholtz free energy in the imposed field. Away from a stationary point its parameter is an assumed field variable, not necessarily the actual mean Ising spin of that independent-spin distribution.
For the full small- expansion at fixed , set and . Differentiating gives successive derivatives , , , and at . ThereforeAt zero field, spin inversion symmetry eliminates odd powers and this simplifies toThe quadratic coefficient changes sign and the quartic coefficient is positive atThus the zero-field mean-field prediction is a continuous, continuous phase transition: the stable zero spin magnetization develops two symmetry-related nonzero minima continuously below .
Both requested routes give the same mean-field self-consistency equation. First, the one-spin expectation in the effective field isSecond, differentiating the Ising auxiliary mean-field free energy giveswhose stationary condition is precisely that mean-field self-consistency equation. Choose its stable, lowest-free-energy branch rather than every algebraic solution.
An equally useful mean-field approximation parametrizes the trial distribution by its actual mean Ising spin. Its probabilities are , giving the Bragg-Williams free energy of the Ising modelThis energy-minus-entropy function has expansionIts stationary equation is , again equivalent to the mean-field self-consistency equation. The two functions differ away from equilibrium, but agree on stationary branches: for and , the entropy bracket equals . Their small- coefficients therefore need not agree at arbitrary temperature; at they have the same leading critical quartic coefficient . This distinction prevents confusing the auxiliary-field expansion with the physical-magnetization variational expansion.
For the order-parameter critical exponent, expand the equation of state at :On a nonzero stable branch,Hence . The spontaneous magnetization is understood by selecting a branch with an infinitesimal field after the thermodynamic limit; a finite symmetric sample has zero exact zero-field mean Ising spin.
For the magnetic susceptibility per site, define with in energy units. Implicit differentiation givesAbove , and . Below , evaluated on a selected ordered branch, the expansion of gives . Thus the magnetic-susceptibility critical exponent is on both sides, with different amplitudes. At , the equation of state becomesso the critical-isotherm exponent is . These are mean-field critical exponents, not a claim that neglecting fluctuations gives the exact Ising transition in every dimension.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 303 1 c Solution Created 2026-10-03 Updated 2026-10-05
These are mean-field critical exponents at a tricritical point. Hold the other control at its tricritical value and take the coefficients to be real analytic functions of temperature along a thermal approach with , , , and or . At fixed tricritical , a generic real analytic temperature path with nonzero thermal slope has and meets the last condition. Paths tangent to a scaling direction can have different apparent temperature powers.
At zero field on the ordered side with , stationarity gives ; under the more general approach , this relation holds to leading order. Thus the order-parameter critical exponent isFor the zero-quartic representative, putting this minimum into the Landau free energy gives the singular order-parameter contribution (and the leading asymptotic contribution under the stated negligible-quartic approach)Using at fixed other control yields , specifically to leading order. HenceThis heat-capacity critical exponent refers to the nonzero ordered-side singular amplitude; in this mean-field approximation to Landau theory, the disordered global minimum contributes zero singular free energy, while any regular background remains. Fluctuation corrections lie outside the present approximation.
In the disordered phase, differentiating the equation of state at gives the magnetic susceptibility . On the ordered branch its curvature is , so . Both give the magnetic-susceptibility critical exponentAt the tricritical temperature with both lower coefficients zero, , so and the critical-isotherm exponent isThe Widom scaling relation and Rushbrooke scaling relation both check these powers. Their validity here is a mean-field conclusion, not a claim that fluctuations in every spatial dimension preserve them.
Past exam of the mathematics course of the University of Cambridge 2018 iii Paper 303 1 Solution Created 2026-10-03 Updated 2026-10-05
Use the usual homogeneous, local, analytic Landau-Ginzburg theory; rotational symmetry and Z2 symmetry alone do not specify locality, analyticity, or the signs of the coefficients. The local derivative expansion contains every rotational scalar with an even total number of fields:The omitted terms include all allowed higher field powers and contracted spatial derivatives. Terms differing by a total derivative are equivalent for bulk behavior with suitable boundary conditions. The displayed gradient energy assumes spatial homogeneity. If only rotations about an origin are imposed, rotationally invariant position-dependent coefficients are also possible.
In the mean-field approximation, take a spatially uniform order parameter and minimize its Landau free energy. For , and with , keeping the quadratic and quartic terms givesThe single minimum splits into two minima as the temperature passes below the critical temperature. Choosing one minimum gives spontaneous symmetry breaking of the Z2 symmetry and a continuous phase transition. The order parameter is the expectation in a selected ordered state; averaging equally over both states gives zero. A Z2 symmetry does not guarantee a continuous phase transition: a negative quartic coefficient stabilized by a positive sextic coefficient can instead give a first-order phase transition.
Relaxing the Z2 symmetry permits odd terms. A nonzero linear source generally rounds this ordinary continuous phase transition. A cubic term can instead give a first-order phase transition: for , and , equal minima occur atThe order parameter jumps from zero to . A continuous phase transition without an exact Z2 symmetry is still possible with additional tuning; odd terms do not logically exclude it.
For the multicritical even Landau potential, set and assume an integer , and . For , all lower even interactions must be absent or tuned to zero to obtain these mean-field critical exponents. The stationary equation isIts nonzero solutions are minima because . Thus the order-parameter critical exponent isSubstituting into the minimum free energy density givesThe singular heat capacity per unit volume is . Smooth variation of the other coefficients does not change the leading power. ConsequentlyFor , this means a finite heat capacity jump, with ; for , the tricritical point has and . The case would contain only a quadratic potential and would not stabilize an ordered phase.
The Gaussian fluctuation correction near a critical point is more singular than the mean-field approximation contribution whenThis is the upper critical dimension of an even scalar interaction. Equivalently, its coupling has engineering dimension , positive below . Dominant fluctuations signal breakdown of the mean-field approximation; the Gaussian expression is not then a calculation of the exact interacting heat-capacity critical exponent. At , equality of the powers allows logarithmic corrections.
Past exam of the mathematics course of the University of Cambridge 2018 iii Paper 303 3 a Solution Created 2026-10-03 Updated 2026-10-14
Write and assume , as required for quartic stability. In the mean-field approximation, the two-component radial quartic Landau potential isSet , . At fixed , the quartic term is fixed and the quadratic term is minimized by assigning all of to the component with smaller . Minimizing over then givesThe resulting phase diagram has these regions:
- If and , : the disordered phase preserves both Z2 symmetries.
- If , and : the first Z2 symmetry undergoes spontaneous symmetry breaking.
- If , and : the second Z2 symmetry undergoes spontaneous symmetry breaking.
On , the symmetry is enhanced to the orthogonal group , and the minima form the circleMixed-component minima occur on this line, rather than in an open coexistence region. Crossing the negative diagonal swaps the selected component discontinuously: this is a first-order phase transition, also called a spin-flop transition. For example, holding fixed and moving across , the derivative jumps from to zero. The angular degeneracy exactly on the line does not remove this discontinuity.
The positive half-axis , is a continuous phase transition, as is , . Their endpoint at is a bicritical point, where the two continuous boundaries meet the first-order negative diagonal. Approaching the origin radially makes the ordered amplitude vanish continuously. The negative half-axes lie inside ordered phases and are not additional transition lines. There are two continuous half-axis boundaries and one first-order negative diagonal, meeting at the origin.
Past exam of the mathematics course of the University of Cambridge 2018 iii Paper 344 3 a Solution Created 2026-10-03 Updated 2026-10-05
Take for a stable quartic Landau free energy. The cubic-term removal in a conserved quartic Landau free energy uses and gives, apart from a constant,For a closed binary fluid mixture, the compositional order parameter has fixed integral. Adding therefore adds the same constant to every allowed state. Equivalently, in the common-tangent construction for phase coexistence, a linear term changes the tangent slope, hence the chemical potential, by , but leaves the coexistence compositions unchanged. This is why linear composition bias leaves coexistence compositions unchanged; it would not mean an unchanged composition at a fixed externally imposed chemical potential.
In the shifted variable, the binodal compositions are for . They merge atThe continuous phase transition therefore has the same scalar quartic Landau theory as the symmetric binary fluid mixture, with a shifted critical composition and control parameter. In the mean-field approximation, the composition difference vanishes with order-parameter critical exponent . This argument presumes the critical composition lies in the physically accessible composition range; conservation affects the dynamics, not this static phase coexistence construction.
Past exam of the mathematics course of the University of Cambridge 2018 iii Paper 344 3 e Solution Created 2026-10-03 Updated 2026-10-05
Within this analytic quartic Landau theory, equilibrium of a nonconserved scalar order parameter requires . At a continuous phase transition, its restoring curvature vanishes, so . A nonzero would leave a cubic leading term in the Taylor expansion about that state and prevent it from being a local minimum. Thus a stable critical endpoint of a quartic Landau free energy requires all three derivatives to vanish, with . The condition alone can instead identify a spinodal point.
For , , the successive equations areThey giveAt these values, the free energy is exactly , proving stability. With no electric field, , so necessarily , followed by .
For and , the electric-field coupling to nematic order supplies the required negative atTuning the quadratic coefficient to simultaneously reaches the field-induced critical endpoint of the isotropic-nematic transition. The PDF's in the last clause is undefined; it is interpreted here as the previously defined . The endpoint is a prediction of the stable quartic, small-field mean-field approximation; higher-order terms or a field beyond the expansion's validity can shift it.
Past exam of the mathematics course of the University of Cambridge 2019 iii Paper 344 1 b Solution Created 2026-10-03 Updated 2026-10-05
Average the trial field over an integer number of periods. The squared-field, squared-gradient and squared-Laplacian averages are , and , while . Hence the single-mode smectic mean-field free energy isFor the physically stabilizing case , minimization givesThe amplitude tends continuously to zero at , so this mean-field approximation predicts a continuous phase transition. The ordered minimum has free-energy density .
A nonzero alone is not sufficient for this conclusion: makes the displayed quartic amplitude energy unbounded below and requires higher-order stabilization. The continuous-transition statement uses and the stipulated fixed wavevector .
Past exam of the mathematics course of the University of Cambridge 2019 iii Paper 344 3 a Solution Created 2026-10-03 Updated 2026-10-05
Use the stable parameters . The bulk stationary points satisfy . For , has negative curvature, while the two minima areBoth have and . To establish minimization at fixed total composition, writeFor mean composition with , a mixture of the two minima with volume fraction in the positive phase attains this lower bound in the bulk. Macroscopic slabs have only a subextensive interfacial excess free energy, so the bound is attained per unit volume in the thermodynamic limit. Thus constrained minimization gives phase coexistence in the mean-field approximation; at the endpoints only one phase is needed.
The two equilibrium conditions also follow directly by constrained optimization. Introduce a Lagrange multiplier for in the mixture's bulk free-energy density. Varying and gives ; varying gives . These equate the chemical potentials and pressures, respectively.
Equivalently, their bulk chemical potentials are both zero and their pressures are equal:These are precisely the conditions of the common-tangent construction for phase coexistence: the horizontal supporting tangent touches both minima. Equal chemical potentials prevent net composition exchange, and equal pressure gives mechanical equilibrium at a flat interface.
Past exam of the mathematics course of the University of Cambridge 2021 iii Paper 303 1 d Solution 2026-09-28
The mean-field approximation suppresses correlated order-parameter fluctuations. Near a continuous phase transition, the correlation length diverges and long-wavelength fluctuations become increasingly important. The Ginzburg criterion therefore fails in sufficiently low dimension, and the interacting renormalization-group fixed point changes the mean-field exponents. For the tricritical theory the upper critical dimension is three: below the exponents are generally non-mean-field, while at one expects logarithmic corrections to mean-field scaling.
Past exam of the mathematics course of the University of Cambridge 2021 iii Paper 303 1 e i Solution 2026-09-28
This is the Blume–Capel model. In the mean-field approximation, write and replaceBecause every site has coordination number , the resulting energy isThe one-site partition function is thereforeWith , the mean-field partition function is . Taking gives
Past exam of the mathematics course of the University of Cambridge 2022 iii Paper 356 3 d Solution 2026-09-28
The even pair potential represents repulsion: because it decreases for positive separation, the force pushes particles apart. Marginalizing the -particle Fokker-Planck equation givesUnder the mean-field approximation, propagation of chaos gives . Taking yields the closed nonlocal equationThe convolution term is the collective repulsive drift generated by the population density.



