For independent units with lower and upper energy levels separated by , let their degeneracies be and . Their shifted partition function is , with . Differentiation gives
The heat capacity vanishes at both low and high temperature. Degeneracy changes both the maximum and its temperature; the equal-degeneracy result is not universal. Independent lower-level degeneracy also leaves residual entropy in the ideal model.
In four dimensions the Schwarzschild--anti-de Sitter black hole has
Writing the horizon radius as gives and
A screened Coulomb pair potential models the effective electrostatic interaction of particles in an electrolyte. For identical weakly charged spheres of radius , charge , and Debye–Hückel screening length , a common pairwise approximation is for . The near-contact interaction can require more detailed boundary conditions or nonlinear screening. Charge, screening length and temperature all matter to a resulting phase diagram.
Self-consistent electrostatics allows a partially filled edge Landau level to screen strongly and flatten its effective energy. Such compressible regions alternate with incompressible strips whose chemical potential lies in a gap and across which the potential changes. An externally prescribed unscreened smooth edge misses this redistribution. Temperature, disorder and interactions beyond the electrostatic approximation can change the strip profile.
For a sinusoidal ground-temperature model whose coldest surface day is , source temperature on that day is , where . The first and largest thermal maximum occurs at , not at infinite depth. This maximizes the winter coefficient of performance for a reversible pump with a fixed indoor temperature. With a heating load even about that day, the same optimum minimizes annually integrated reversible heating work. Excavation cost, finite heat extraction and real heat-pump behaviour can change the optimum.
Sea surface temperature 2026-10-25
The temperature of a specified near-surface ocean layer. Skin and bulk measurements refer to different sampling depths. Coupled variations in sea surface temperature, winds and thermocline depth are central to El Niño–Southern Oscillation.
SEC molar mass calibration measures standards under the same column, solvent, and temperature conditions as the unknown. Over a suitable fractionation interval, a common empirical approximation is
where specifies the molar mass unit and has inverse-volume units. Interpolation is conditional on the standards' size–molar mass relationship. SEC measures access associated with hydrodynamic size, so a branched polymer, an extended chain, and a compact protein need not share that relationship.
Figure 1.
Theoretical SEC chromatogram peaks and a stipulated size-to-molar mass calibration
. Original model, not measured data: , , , and standard-family . Equal-area Gaussian distribution peaks have a chosen width and equal detector response factors. The lower curve includes model exclusion and full-access plateaus; its secondary mass scale applies only to the stipulated standards. Details.
In this model the , , and standards have hydrodynamic radii , , and and elute at , , and . An unknown at would be assigned by this calibration. But a species that expands from to elutes at and is assigned without gaining any mass. The numbers demonstrate ambiguity, rather than predict a real unfolding transition.
Changes in conformational isomerism, protein folding, protein denaturation, and protein aggregation can therefore shift peaks. Association usually increases size; compaction can reduce size at unchanged molar mass. Adsorption creates a different ambiguity: delayed elution need not indicate a smaller species. A different solvent can change both polymer coil dimensions and interactions with the packing. The SEC protein conformation experiment tests these alternatives with additional detectors.
Second law of thermodynamics Created 2026-09-24 Updated 2026-10-14
For an isolated system, the second law requires . More generally, include all affected surroundings to obtain
Equality describes the reversible limit; irreversible macroscopic processes produce entropy. A closed system can lose entropy by exporting heat, so nondecrease does not apply to that system alone. The Clausius statement of the second law forbids a cyclic device whose sole effect is transferring heat from cold to hot. The Kelvin-Planck statement of the second law forbids a cyclic device whose sole effect is converting heat from one thermal reservoir completely into work. "Sole effect" matters: a refrigerator moves heat from cold to hot by consuming work. [ref]
For direct transfer of from a thermal reservoir at to one at , with no work extracted,
The reverse transfer alone would have negative total entropy change. Both directions conserve energy, but only the hot-to-cold direction is spontaneous. The finite-body example under entropy replaces these constant temperatures by changing ones.
Friction, free expansion and heat transfer across a finite temperature difference all introduce irreversibility. Moving arbitrarily slowly is insufficient if friction remains. A reversible thermodynamic process must permit restoration of both the system and surroundings. This gives engineers a useful ideal benchmark: irreversibility spends an opportunity to obtain work, even though energy itself is conserved. [ref]
Second-order reaction 2026-10-14
A second-order reaction has overall order of reaction two: a rate law may depend on , or on with partial orders of reaction one and one. Doubling all relevant reactant concentrations multiplies the reaction rate by four at fixed conditions. This experimentally determined dependence does not establish molecularity or a unique reaction mechanism. For an elementary reaction obeying the law of mass action, molecularity and overall order of reaction agree; a net chemical equation alone cannot establish that the conversion is elementary.[ref]
For the single-concentration model, explicitly choose the disappearance rate convention
Here is the coefficient for loss of A, held fixed at the specified temperature and other conditions. Its subscript labels the chosen observed disappearance rate; it does not imply a pseudo-first-order reaction. Assume a uniformly mixed closed system, fixed volume, and no appreciable reverse or competing chemical reactions. The integrated rate law is
The reciprocal-concentration plot is a straight line with slope and intercept . A brief derivation uses the chain rule: , then applies the initial condition. This is a hyperbolic decay, rather than the exponential decay of a first-order reaction.[ref]
As an original prescribed example, choose and . At , the reciprocal-concentration calculation is , giving . The initial disappearance rate is ; after it is . Halving the concentration quarters the disappearance rate.
Dimensional analysis checks every formula: has units , has units , and is a dimensionless quantity. Changing concentration units changes the numerical rate constant: the same example is , , giving .
Figure 1.
Second-order reaction concentration decay and reciprocal-concentration lines for three prescribed starting concentrations
. Original model curves, not measured data. All use the disappearance rate coefficient . The reciprocal lines share a slope while their intercepts differ; marked points give each run's first half-life. Details.
For an elementary reaction , instead define the stoichiometrically normalized reaction rate . Two A entities disappear per P formed, so
Consequently the reciprocal-concentration slope is , not . In the prescribed example, the normalized rate constant would be ; initially while the disappearance rate is twice that. With , stoichiometry gives . Both rate constants have the same dimensions, so a units check alone cannot catch their factor-of-two difference. The symbol denotes the same normalization as in reaction rate.
The half-life, meaning the time to reach half a specified starting concentration, follows by setting :
For in , this becomes . Its units are seconds because has units . Doubling the starting concentration halves the first half-life; a quoted half-life needs its starting concentration. This differs from a first-order reaction, whose half-life is independent of starting concentration.[ref]
Within the prescribed run, reaches , , and at , , and . The successive halving intervals are , , and : each begins at a smaller concentration. More generally, reaching fraction of the initial concentration, with , requires , so consumption takes nine initial half-lives, rather than a fixed sequence of equal waiting times.
Figure 2.
Lengthening second-order reaction halving intervals and the dependence of the first half-life on initial concentration
. Original model predictions, not measurements. Left: the prescribed run. Right: at fixed , compared with a first-order reaction chosen to have . That comparison uses , with different units from . Details.
A straight reciprocal-concentration plot tests this particular single-concentration rate equation. It does not uniquely identify a reaction mechanism, nor does curvature rule out every second-order reaction: two independently changing reactant concentrations require their own integrated rate law. At low concentration, a small measurement error becomes approximately in the reciprocal, magnifying late-time errors. Use the line as a diagnostic; a nonlinear regression of the original concentrations can retain their measurement scale and explicit error model.
Second sound Created 2026-10-18 Updated 2026-10-20
Second sound is an entropy and temperature wave. At negligible thermal expansion, it has almost zero net mass flux. Lev Davidovich Landau predicted two sound modes in 1941.[ref]
Second virial coefficient Created 2026-09-24 Updated 2026-10-18
The second virial coefficient is the leading interaction correction to the ideal gas law: at fixed temperature, , where and is number density. For identical classical particles in a homogeneous three-dimensional gas, with an isotropic pair potential and the centre-to-centre separation,
The function is the Mayer f-function. The factor counts the volume of a thin spherical shell; the factor counts each unordered pair once. The result has units of volume. Repulsive regions, , contribute positively, while attractive regions, , contribute negatively. [ref]
This is a striking bridge from a microscopic pair potential to a macroscopic pressure reading. At sufficiently small number density, raises pressure relative to an ideal gas at the same temperature and number density, while lowers it. A single value of , however, cannot determine the entire pair potential: many different functions have the same weighted integral. Measurements over several temperatures supply more information.
The integral must exist. For example, a bounded short-range attraction outside a hard core has no difficulty. If instead as , then and the radial tail behaves like : it converges only for . A bare unscreened Coulomb potential therefore falls outside this formula's ordinary short-range setting. This condition on the tail does not by itself establish the stability or convergence of the full virial expansion.
For an exactly integrable toy attraction, choose the following square-well pair potential, with diameter , attraction depth , and range multiplier :
Set and , the second virial coefficient of a hard-sphere gas. Integrating the core and attractive shell separately gives the exact toy result
The core contributes ; the shell contributes . Heating weakens the relative Boltzmann factor enhancement of attractive configurations, so approaches the positive hard-core value as . For the illustrative choice , the zero occurs at
At this temperature, : cancellation removes the linear correction, not every correction. At low , the negative shell contribution becomes large, requiring a correspondingly smaller number density for a useful truncated virial expansion. The square well is a deliberately chosen model, not a fit to the carbon dioxide experiment.
For a classical dilute gas with pair potential for and zero otherwise, put . Substitution in the Mayer f-function formula gives
It is positive for finite positive temperature, tends to as in the classical model, and behaves as at high temperature. The low-temperature mathematical limit need not remain in the dilute classical regime for a real molecular gas.
An authored manufacturer experiment used an Agilent 1260 Infinity Bio-inert Quaternary LC with Bio SEC-3 columns, diameter and or length. Four pump channels mixed water, sodium chloride, and two phosphate solutions into phosphate at pH , varying salt from to . At and , the readouts were diode-array absorbance, differential refractive index, and scattering at and . A supplied protein standard mixture calibrated retention; bovine serum albumin calibrated scattering constants and inter-detector delay. Increasing salt improved separation of two α-chymotrypsinogen A peaks; two columns also resolved peaks that one column did not. At salt, the two scattering-derived estimates were about and . The author inferred a possible size-changing conformation difference, rather than doubling of molar mass. The same poster shows delayed, tailing lysozyme peaks from unwanted interactions.[ref]
The salt comparison and the independent mass readout constrain interpretation, but do not uniquely prove a particular protein structure. Salt can change protein folding, protein aggregation, and packing interactions together. In ideal SEC there is no adsorption; attraction from the hydrophobic effect or forces described by electrostatics can cause additional retention, tailing, and loss of recovered sample. Repulsion can instead reduce pore entry. A peak beyond contradicts the simple nonbinding model, rather than extending its size calibration.
Useful proposed controls compare a solvent blank, fresh calibration standards bracketing the sample, several injection amounts and volumes, and recovered sample quantity with injected quantity using an appropriately calibrated detector. Keep temperature and volumetric flow rate fixed while testing pH or ionic strength. Compare an independent mass readout before declaring an early peak an aggregate. Loss of an insoluble species during filtration, on-column association or dissociation, overloading, and broad unresolved peaks can all hide the original sample population. These are interpretation checks and limitations, not measurements invented for the figures.
Secular cooling 2026-10-25
A long-term decline in mean interior temperature, distinct from a short transient, a local cold anomaly or a change in the pressure used for a potential temperature. In a mantle thermal budget, cooling requires heat loss to exceed internal generation plus heat entering from below. The rate depends on both the heat sources and the efficiency of transport.
Take identical rigid spheres of radius , particle density and displaced liquid density , at uniform absolute temperature . Let increase upwards from a reference layer and write . The buoyancy correction gives the effective gravitational mass
The actual grain mass is ; the displaced liquid subtracts from the effective gravitational mass. In a dilute, noninteracting particle suspension, the Boltzmann distribution therefore gives
Here is number density and is the Boltzmann constant. Equivalently, the dilute osmotic pressure supports the grains above it: . Dividing by and integrating yields the same exponential function. No dynamic viscosity appears in this equilibrium argument. If , the population instead increases upwards; at equal densities this gravitational model predicts uniform .
A microscope counts a finite optical slab, not an infinitesimal plane. For equal viewed area and slab thickness , an ideal uniform detection window centred at gives
Thus equal optical volumes preserve the exponential function count ratio exactly, even for finite , provided the windows lie wholly inside the accessible chamber and have the same detection response. Unequal depth response or overlapping a boundary can corrupt this inference. Repeated observations estimate the mean count; closely spaced visits need not be independent because grains remain in view.
For an original chosen model, set , , , and . These are illustrative inputs, not Jean Baptiste Perrin's measurements. Using gives
If equal observation effort gives expected count in the reference layer, the expected counts , and higher are approximately , and . Fractions describe expected values over observations, not fractional grains. Using the actual grain mass instead of its buoyancy-corrected value would make the inferred Avogadro constant six times too small for these chosen densities.
Figure 1.
Counting equal optical layers in a chosen colloidal atmosphere
. Original functional schematic and calculated count profile; no historical data are plotted. The reference layer is above the chamber floor. Refocusing selects successive horizontal layers; counts use equal optical volumes and equal observation effort. The logarithm of the count ratio has slope . Details.
Seebeck coefficient Created 2026-10-14 Updated 2026-10-20
The Seebeck coefficient quantifies the thermoelectric voltage response per small temperature difference at zero electric current. Use along a homogeneous material, with voltage understood through electrochemical potential. Its units are volts per kelvin, commonly . The word thermopower is also used, despite this being a voltage response rather than power; some authors use that word for , so check their convention. [ref].
For the A-minus-B terminal order in the Seebeck effect experiment,
Thus a small temperature difference around gives . The finite-interval ratio is an average of the coefficient difference, not necessarily its value at either endpoint. Ordinary two-material measurements determine a relative Seebeck coefficient: to recover from the measured difference, add a separately known . Neither the choice of a zero for voltage nor the use of a familiar reference material makes identically zero.
A concrete research example is Martin and colleagues' 2021 certification experiment. They measured small temperature differences and voltages on six silicon–germanium specimens at 13 base temperatures between and . At each setting they acquired 40 voltage-and-temperature-difference pairs and used linear regression with a free intercept, so a constant voltage offset did not become part of the slope. Platinum voltage leads required a reference-material correction; their terminal order gave , hence . This is an actual measurement protocol, unlike the toy plot above. [ref].
Microscopically, a temperature gradient changes charge carrier transport until an opposing electrical response balances it at zero net electric current. In the usual simple semiconductor picture, electrons and electron holes give opposite Seebeck coefficient signs, and their contributions are weighted by their electrical conductivities. The Seebeck coefficient is a transport property: density of states alone does not determine it, since carrier motion and scattering also matter. Its usefulness extends beyond temperature sensing to diagnosing which carriers transport electric charge. [ref].
Seebeck effect Created 2026-10-14 Updated 2026-10-18
The Seebeck effect is the generation of a thermoelectric electromotive force by a temperature difference. In a thermocouple, two different homogeneous electrical conductors A and B connect a measuring junction at to two reference connections at a common . With negligible electric current, the measured terminal voltage is determined by the difference of their Seebeck coefficients. A hot junction alone does not specify the reading: the reference temperature, the second material, and the terminal order matter.
Figure 1.
Two-material thermocouple: junction temperatures and the voltage sign
. An idealized open-circuit Seebeck effect experiment. The A and B wires meet at the measuring junction; each reference connection meets an identical meter lead at the same . The positive meter input connects to A. The shown , , and belong to the explicitly toy constant-Seebeck coefficient example below, not measured data. Details.
For a motivating experiment, join one end of A to one end of B, insulating the wires elsewhere. Connect their free ends to identical meter leads at reference temperature , for example in an ice-water heat bath. A meter with input electrical resistance much larger than the thermocouple's electrical resistance approximates an open circuit, meaning . Keep the measuring junction in a separately controlled heat bath at and wait for stable junction temperatures. Both reference connections must share ; identical leads with identical endpoint temperatures have cancelling thermoelectric contributions, allowing the meter to be elsewhere. [ref].
Define the reading as , with the positive input on the A reference terminal and the negative input on B. Use the Seebeck coefficient convention in which the voltage change along a homogeneous wire at zero electric current is . Following the path from A at to the common junction at , then back along B to , gives
This formula assumes homogeneous materials whose Seebeck coefficients depend only on the local temperature, and no additional uncompensated lead contributions. Here voltage is the electrical transport voltage associated with electrochemical potential, rather than a direct measurement of an isolated equilibrium contact electric potential.
Start with , then increase while holding fixed and record at each stable setting. In the ideal model the equal-temperature reading is zero. If throughout the interval, A reads positive when . Exchanging meter inputs reverses the reading; exchanging the two junction temperatures reverses the oriented integral. Repeating the run with identical homogeneous materials gives zero because . These controls test the stated model; a nonzero experimental baseline should be measured rather than silently removed by assuming it is zero.
For an explicitly toy linear example, stipulate constant Seebeck coefficients and . Choose reference temperature and measuring-junction temperature . A temperature difference has the same numerical size in kelvins and on the degree Celsius scale, so
Swapping the inputs gives . Bringing both junction regions to the same temperature gives zero. With temperature-dependent Seebeck coefficients, shifting both junction temperatures equally while keeping their difference fixed can change the reading. No actual material pair is claimed to have the stipulated coefficients over this interval.
Figure 2.
Toy Seebeck effect calibration: voltage slope and reversed inputs
. Calculated lines, not measured data. The solid line is ; the dashed line shows the same device with reversed meter inputs. The slope is the difference of the two Seebeck coefficients, not either coefficient separately. The reference temperature is fixed at ; negative means the measuring junction is colder than the reference connections. Details.
Real thermocouples need a calibrated voltage-versus-temperature relation: the constant-Seebeck coefficient approximation is useful only where the coefficient difference changes little. Wire inhomogeneity can make the result depend on where the temperature gradient lies, and reference connections at unequal or unknown temperatures introduce errors. An electronic reference correction uses a measured reference temperature in place of an ice bath. [ref]. Burns and colleagues provide the standardized reference functions for common letter-designated thermocouple types; the toy line above is not a replacement for them. [ref].
The historical experiment used a different detector. In his 1821–1823 investigations, Seebeck found that a closed electrical circuit of two dissimilar materials with junctions at different temperatures deflected a compass needle. The modern explanation is that thermoelectric electromotive force drives an electric current, whose magnetic field deflects the needle. The open-circuit experiment above detects voltage while drawing negligible electric current. The striking connection is that a thermal imbalance can become an electrical signal and then a magnetic response. [ref].