A Klein-Gordon solution is second order in time: both and are needed as initial data. Its free modes have both signs of frequency,This differs from the first-order Schrödinger evolution of a fixed one-particle wavefunction.
Moreover, does not generally obey the required probability continuity equation. The conserved Klein-Gordon density is proportional toup to a positive conventional constant. A pure positive-frequency mode gives and a negative-frequency mode gives . This density is not positive definite and cannot be a universal position probability density.
For a free field, one can choose a positive-frequency subspace with a positive integrated inner product. Time-dependent backgrounds generally mix it with the negative-frequency subspace, so simply deleting the latter is not dynamically consistent. In quantum field theory the complex Klein-Gordon field instead has particle and antiparticle sectors; its conserved current is interpreted as charge current, and creation or annihilation of pairs need not fit a fixed-particle-number wavefunction. These are limitations of the naive single-particle interpretation, not a failure of the relativistic field equation.
For this mode, abbreviateThe electric pulse is . In temporal gauge the mode equation has a finite step in its frequency squared, with no delta multiplying the mode. Thus both and its first time derivative are continuous at zero.
Writing the positive-frequency incident amplitude as , the matched solution isIts initial value is and its initial derivative is , as required. In the normalized outgoing-frequency basis it isThe negative-frequency contribution appears even though only positive frequency was incident. These are temporal-mode matching coefficients, so their conserved difference is hyperbolic rather than the sum-one rule of ordinary spatial reflection and transmission probabilities.
Past exam of the theoretical physics II course of the University of Cambridge 2017 2 e Solution 2026-10-18
For , the quantum Gibbs state is diagonal in the basis. Its two probabilities are proportional to . ThusAt small inverse temperature, . As a function of , the normalized spin component is the smooth odd curve : it crosses zero at and saturates at . As a function of its direction is reversed if . For , positive temperature favors , while negative temperature gives the inverted population.
Past exam of the theoretical physics II course of the University of Cambridge 2019 4 a Solution 2026-10-18
A quantum state ensemble of normalized states , with probabilities and , has density operatorIt is a positive semidefinite Hermitian operator with trace one, and the Born rule assigns a measurement outcome with projector the probability .
A pure state has , hence and purity of a density operator . Its only nonzero eigenvalue is one. A mixed state has at least two nonzero eigenvalues and . The spectral theorem proves the converse criteria, since the nonnegative eigenvalues sum to one. Different quantum state ensembles may give the same density operator; the mere presence of several terms in a preparation list does not make the state mixed if all positive-weight terms represent the same quantum state ray.
Past exam of the theoretical physics II course of the University of Cambridge 2019 4 c Solution 2026-10-18
The projective measurement probabilities are . Both density operators have zero -component of their Bloch vector, soTheir full outcome distributions, not merely their mean values, coincide. Along , however,Thus repeated spin measurement along distinguishes the preparations statistically. A single negative outcome excludes A, while a single positive outcome is compatible with either; under B the probability of independent positive outcomes is .
Past exam of the theoretical physics II course of the University of Cambridge 2019 4 d Solution 2026-10-18
The opposite -axis pure states have projectors . Averaging them givesTherefore C and B cannot be distinguished by any measurement on the atoms alone. Every POVM outcome has the same probability for the two preparations; this is the operational equivalence of different quantum state ensembles. Accessible preparation labels or additional correlations would be extra information. C can be distinguished from A by the -axis spin measurement in part (c).
For two localized energy levels with degeneracies , let . Canonical equilibrium givesHere is the total upper-level occupation probability and are per unit. For nondegenerate levels the entropy rises from zero to , while the heat capacity vanishes at both low and high temperatures and has a Schottky maximum near . A spin one-half in a field, or a localized defect with two configurations, supplies an example. Higher levels must be thermally inaccessible; unequal degeneracies change the populations and peak. Distinguishable localized units have total partition function , unlike a gas of indistinguishable particles sharing just two orbitals.
For the magnetic atom, choose level labels with , . Put . Its partition function and exact entropy of a finite magnetic multiplet areThe ratio form has removable limit . Since is a function of only, it depends on field and temperature solely through . For fixed at small , symmetry removes the odd powers and the supplied sum of givesFor large , the expansion requires , not merely .
Two-level heat and magnetic entropy
. Original Schottky heat-capacity curve and exact finite-spin entropies show the entropy deficit removed by isothermal magnetization. Quadratic high-temperature expansions are shown only over a limited small-field interval. Details.For demagnetization with a linear-heat-capacity load, integrate its specified :Isothermal magnetization at removes spin entropy; the bath receives the corresponding heat. During the following reversible, thermally isolated demagnetization, it is the combined entropy of spins and load that stays constant. At the minimum-field endpoint , the ideal independent spins reach . ThereforeThe bracket is the initial magnetic entropy deficit. The PDF's intermediate equality uses the initial entropy itself instead; with its preceding definition of , that equality omits the maximum-entropy term. The corrected balance recovers its final temperature formula:Without the small-field expansion, the exact independent-spin prediction is . As a check, zero initial field gives zero entropy deficit and no cooling. The incorrectly printed intermediate balance would fail this check.
The result requires the load law throughout the temperature interval, hence ; a small initial Zeeman splitting, quantitatively ; positive final temperature; negligible additional heat capacities and heat leaks; thermal equilibration between subsystems; and a reversible sweep slow enough to maintain equilibrium. A negative extrapolated temperature is a breakdown of this approximation, not a cooling prediction. Spins alone would keep fixed, but the attached load changes that adiabat by transferring entropy to them as it cools.
Interactions invalidate the product of independent one-site partition functions. The entropy must be computed from the many-body energy spectrum or a justified interacting approximation. Correlations and possible magnetic ordering introduce an interaction scale and can remove the independent-spin entropy available for cooling near zero field. Internal fields and ordering commonly limit practical demagnetization. The detailed correction and any residual entropy depend on the interaction Hamiltonian, dimensionality and frustration; neither a universal ordering temperature nor a numerical final-temperature correction is specified here.
Ensemble and applications. A grand canonical ensemble describes a system exchanging both energy and particles with a large reservoir. Its fixed control parameters are , while microstates with different have probabilitiesWeak coupling allows the system's energy levels to remain meaningful; equilibrium fixes the reservoir temperature and chemical potential. The grand potential is , with now the mean population. It generates entropy, pressure and mean particle number by differentiation. This ensemble is convenient for gases in contact with particle reservoirs, independently occupied quantum levels and surface adsorption; its particle-number fluctuations are part of the description, not an error in counting.
Classical single-level limit. For the single-level grand partition function in the dilute limit, put . Empty and singly occupied levels contribute and . In the dilute classical limit , higher occupancies contribute only at order or beyond:This truncation does not impose the Pauli principle on a classical gas. A fermion state has exactly , a boson state has , and Maxwell-Boltzmann occupancy weights give ; they all agree to this order. In particular, , with the classical Maxwell-Boltzmann result exactly .
grand potential and chemical potential. With , summing the single-level logarithms and using the stated density of states givesSubstitute , for whichCombining this with the density-of-states prefactor gives . ThusDifferentiating at fixed ,Similarly , so . This is the grand-canonical chemical potential of a classical ideal gas. The condition states the classical regime. The supplied density of states counts one internal state; extra internal degeneracies would have to be included consistently rather than inserted at only one stage.
One adsorption site. Take the free-vapour energy reference as zero and the binding energy as . A site is either empty or singly occupied; the latter has vibrational partition function . Its adsorption-site grand partition function and mean occupation areThe chemical potential of an adsorbed species on equivalent sites follows by inverting the occupation ratioThe factor is the vacant-site probability. The binding reference and the energies included in must be chosen consistently, so that vibrational zero-point energy is not counted twice.
Isotherm. The vibrational factor in a Langmuir equilibrium constant is fixed by adsorption equilibrium, . Neglecting vapour internal degrees of freedom and writing its number density as gives . ThereforeThis is the Langmuir isotherm: initially linear, increasing monotonically and concave down, approaching unit coverage. Half coverage occurs at . The coefficient has inverse-pressure units. It assumes equivalent independent sites, at most one molecule per site and no lateral interaction or multilayer adsorption. The molecular mass appropriate to the vapour determines .
Original dimensionless Langmuir coverage curve with half-coverage and limiting behavior
. Details. A real uptake measurement must separate adsorbed molecules from free gas in the apparatus. Langmuir's original mica experiment compared a mica-containing bulb with a similar blank and inferred uptake from calibrated gas volumes and pressures. His stated blank contribution and bath-temperature drift limited the inferred adsorption; a saturating curve alone does not establish ideal equivalent sites.[ref]
The Adsorption of Gases on Plane Surfaces of Glass, Mica and Platinum by Irving Langmuir. pp. 1376–1378: mica apparatus and blank; p. 1385: limitations
Classical translational statistics. Write the number density as and the thermal de Broglie wavelength as . Quantum exchange is negligible when wave packets rarely overlap:The equivalent state-counting statement is that the mean occupation of each thermally relevant one-particle state is much smaller than one. The equations in this question count one internal species; with equally populated spin states the relevant density per species is .
Let be the dimensionless quantum gas fugacity, with the lowest one-particle energy chosen as zero. Both quantum distributions can be writtenIf , then for all , recovering Maxwell–Boltzmann statistics. Conversely, low occupation even at the spectrum's bottom requires for bosons or for fermions; either condition impliesA single high-energy state can be sparsely occupied even in a degenerate gas, so the condition must hold across the relevant spectrum, not just for one arbitrarily chosen energy. Also, classical translational statistics does not imply that all internal excitation energies or other quantum effects can be ignored.
Grand partition function, density and pressure. Noninteracting particles have independent occupations of each one-particle state. Put . Summing the allowed occupations givesThereforeThe grand potential is for this homogeneous gas. Replacing the sum by and using givesThe mean number is , givingFor bosons, the grand sum requires when the ground energy is zero. A macroscopic condensate at the limiting must be separated from the continuum integral in the condensed phase. The following small- calculation is in the normal, nondegenerate regime, so that complication does not enter.
Density expansion and inversion. Expand the occupation as a geometric series:The Gaussian wavevector integral for its th term isIt follows thatFor the inverse series, put and try . Substitution gives , henceThe leading equality directly connects the density and occupancy criteria for classical behavior.
Pressure and its first quantum correction. Expanding the logarithm in the pressure expression gives one extra factor compared with the density series:Insert the inverse series. To second order in ,ThusThe first quantum correction at fixed density and temperature isIt is negative for bosons and positive for fermions, and vanishes in the classical density limit.
Virial coefficient. Define the number-density virial expansion byThe coefficient has units in this convention. Comparing terms givesThis is the exchange contribution to the second virial coefficient. It arises without a pair-interaction potential; the underlying gas is noninteracting. A molar-density convention would multiply this by the Avogadro constant. For equally populated internal species, exchange occurs within each species and the coefficient in terms of total density is smaller by a factor .
Why the two signs differ. Bosonic exchange symmetry enhances the probability of nearby identical bosons, whereas fermionic exchange symmetry suppresses nearby identical fermions in the same internal state. In the dilute regime, the normalized equal-time pair detection correlation isThe exchange part follows by squaring the Gaussian one-particle coherence factor . At zero separation this gives for bosons and for one-component fermions. Integrating the exchange pair weight provides a direct coefficient check:Bunching therefore acts like an effective statistical attraction in the dilute equation of state, lowering the pressure needed at fixed density. Exclusion acts like an effective statistical repulsion, raising it. Neither description asserts an actual interparticle force. Different internal fermion species do not exclude each other from a common spatial location in the same way, explaining the importance of the species convention.
Canonical probabilities. A canonical ensemble describes a system of fixed particle number and fixed external parameters such as volume, weakly coupled to a much larger thermal reservoir. They exchange energy and reach thermal equilibrium, while the reservoir's temperature stays effectively constant. The interaction energy is negligible in the state counting. The combined isolated system is described by equal probabilities for its accessible microstates.
If its total energy is , the probability of a particular system microstate is proportional to the reservoir multiplicity at . Writing that multiplicity as , expand its entropy:The large-reservoir limit suppresses the higher terms. Normalization therefore givesThe sum counts individual microstates; when grouping them by energy, their state degeneracies must be included. This is the canonical partition function.
Classical orientational heat capacity. Hold the magnetic field fixed. Orientations of the magnetic dipole moment have the solid angle measure . With , the angular partition function isChoosing a normalized angular measure would remove , with no effect on the energy derivatives. Differentiating at fixed ,The angular average is the Langevin function. Since ,This is the heat capacity of a classical magnetic dipole, in for one magnetic moment. The word specific here refers to that single moment; independent magnetic moments have times this heat capacity. At the energy is independent of orientation and , obtained by the continuous limit. At fixed nonzero , the classical low-temperature limit instead gives .
Equipartition and its proof. The equipartition theorem states that an independent quadratic term in a classical Hamiltonian, with , contributes to its mean energy. One needs a canonical measure that factors as times the measure of the remaining variables, convergence of the integrals, and vanishing boundary terms. The coordinate must not be restricted by a thermally important hard boundary or a coupled constraint.
For , integration by parts givesIntegrate over all other variables and divide by . It follows thatThe same reasoning applies to quadratic momenta among the canonical variables. It is the number of quadratic energy contributions that is counted, not an unrestricted count of coordinate labels.
Two soft orientational directions. When , the moment is concentrated near alignment. Introduce local Cartesian coordinates in the tangent plane and . To leading order,The two quadratic terms each contribute , soThis agrees with the exact angular calculation. Treating alone as one Cartesian quadratic variable would miss the measure and the second tangent direction. There are no extra rotational kinetic terms in the stipulated Hamiltonian; adding such terms would be a different model.
Quantum spin one. The spin projections are , with . Put , where is the gyromagnetic ratio. The three energies are , irrespective of the sign of . Relative to the ground state they are . Thus, with ,Differentiation, or the canonical energy fluctuation identity , givesIn the requested limit,This spin-1 paramagnet has a nondegenerate ground state and a finite spectral gap. Excitations are exponentially rare, so its heat capacity tends to zero. Classical orientational equipartition assumed a continuum of arbitrarily small excitation energies; that assumption fails when . This is a change in the accessible state spectrum, not a violation of the equipartition theorem within its classical domain.
Availability and total entropy. The reservoir changes by and . Its particle number and the system's particle number are fixed. The reservoir's first law of thermodynamics therefore givesAdd the system's entropy change. Because are constant,Thus define the availabilityAn additive constant in is immaterial; its value above the equilibrium reference is the exergy. The Second law of thermodynamics gives , hence . A stable equilibrium maximizes total entropy over the allowed variations and therefore minimizes . The environmental enter this definition even when the system has not yet reached their values. Because both thermal and mechanical exchanges are allowed, equilibrium here includes mechanical balance; equality of temperatures alone does not ensure the minimum.
Probability and curvature. For a fixed value of a macroscopic coordinate , let count the compatible system microstates. The product of the system and reservoir multiplicities isAll factors independent of enter a normalization constant, givingHere is the constrained or effective availability for this coordinate, including the multiplicity of any eliminated variables. A nonuniform coordinate measure must likewise be retained or incorporated in that effective availability.
At a stable interior minimum, and . Its Taylor expansion givesKeeping the quadratic term yields a normal distribution,This is availability curvature and equilibrium fluctuations. The quoted fluctuation formula holds at quadratic order in the Gaussian fluctuation approximation; it is not an exact identity for an arbitrary nonlinear . Higher terms can shift the mean away from its most probable value .
Bubble equilibrium. Keep the number of air molecules fixed and include the surface energy in the system's total internal energy. For constant surface tension , this contribution is , with no surface entropy under the stated approximation. Its differential isHenceIndependent thermal and volume variations give andThe air pressure is evaluated at ; since the bubble is closed it generally depends on volume, so this equation is implicit until an air equation of state is supplied. For a sphere, , , and the pressure jump becomes , the Young–Laplace equation for a single gas–liquid interface. There is no second surface as in a thin soap film.
Isothermal volume fluctuations. With the air maintained at , eliminate its entropy in favor of its Helmholtz free energy:The identity givesUsing the curvature result,These are the volume fluctuations of a closed gas bubble. Stability requires the denominator to be positive. The negative surface contribution reflects the concavity of ; gas compression supplies the positive restoring curvature. For ideal air, , and mechanical equilibrium reduces the denominator toThe units are consistent: is pressure, so has units , the units of a volume variance. Holding externally fixed while varying would remove the gas-compression term and change this stability problem; that is not the fixed-particle-number situation here.
Numerical size of the fluctuations. The volume conversion is important:Use the specified , and . ThenWith the Boltzmann constant ,Thus the fractional root mean square fluctuation and fractional variance are respectivelyThe absolute root mean square fluctuation is . The very small fractional value supports the local Gaussian fluctuation approximation. This estimate neglects exchange of dissolved air, variations of surface tension, shape fluctuations and temperature fluctuations, consistently with the prescribed fixed-number, isothermal bubble model.
Past exam of the thermal and statistical physics course of the University of Cambridge 2019 Section B 6 Solution Created 2026-10-18 Updated 2026-10-20
Occupation and the two-dimensional Fermi energy. For an independent single-particle state, the Fermi-Dirac distribution isThe chemical potential enforces the chosen mean particle number through , including spin states in the sum. It is common to all states in particle-exchange equilibrium and must generally change with temperature or field when the total mean number is held fixed. At zero temperature, the distribution becomes a Heaviside step function at the Fermi energy.
Let the sample area be and let be its internal spin spin degeneracy. In the continuum limit, filling the disk givesThereforeFor spin-half fermions with both spin states available, and ; for a spin-polarized gas . The question does not specify the area or spin degeneracy, so these conventions must be stated rather than extracting an energy from alone. Although the original text calls momentum, the supplied dispersion makes it a wave vector; physical momentum is . The result agrees with the constant two-dimensional free-electron density of states. Discrete level spacings in a finite sample would require a specified boundary spectrum.
One level occupied on average. Write and . The two mean spin occupations areImposing gives , hence . Thus, for every positive temperature,The total magnetic moment is . ConsequentlyThis is the grand-canonical spin susceptibility of a half-filled single level. Empty, singly occupied and doubly occupied orbital states are allowed in the grand canonical ensemble. At zero field, the singly occupied configurations together have probability , explaining the factor of two relative to one permanent spin-half moment. If exactly one electron were required at all times, a canonical two-state partition function would instead give and . That different answer does not implement the stated average-number constraint.
Density-of-states formula for the susceptibility. Here is the zero-field single-spin density of states. Regard its argument as the full spin-shifted energy. The shifted functions are , soThe total number is even in ; thus at fixed total number on a smooth branch. More directly, terms from cancel in the spin difference because the two densities coincide at zero field. To first order,It follows thatFor a physical energy band, take to vanish below its lower edge. Provided the endpoint term vanishes, integration by parts also givesThis form displays the positive response and the narrow thermal window around . A sharp band edge is included by the corresponding distributional derivative in the first expression. The susceptibility defined here is the derivative of total magnetic moment with respect to , with units ; it is not automatically a dimensionless SI volume susceptibility. A density-of-states convention per unit volume likewise gives a response per unit volume. These are the field conventions for magnetic susceptibility.
Chemical potential at fixed number. Define the integrated single-spin state countThe probability kernel has unit integral, mean , and variance . Using integration by parts,Expand about . The linear term integrates to zero, while givesThis is the number form of the Sommerfeld expansion. Since at zero temperature, set with :ThereforeThe coefficient can be obtained directly. With ,For example, the sum follows by expanding on , using the evenness of the kernel and integrating each exponential. Thus . A density of states increasing with energy gives a downward quadratic chemical-potential shift. For the constant two-dimensional density of states that shift vanishes to this order; a finite lower band edge still allows exponentially small corrections.
Low-temperature susceptibility at fixed number. Apply the same kernel expansion to itself:The shift of must be retained in the first term. Writing and similarly for its derivatives,ConsequentlyThis is the fixed-number low-temperature Pauli susceptibility. The contribution is thermal broadening at fixed chemical potential; the contribution enforces fixed total number. Both are needed. If the density of states were instead defined with both spin directions included, the prefactor would be absorbed into that definition. Only the spin response has been calculated; no orbital magnetic response is included.
The expansion assumes , sufficient smoothness near the Fermi energy, and a temperature small compared with the energy scale over which changes or encounters a band edge. It does not apply unmodified at a singular density of states. For the ideal two-dimensional parabolic band, , so the leading Pauli response is temperature independent, consistently with the earlier state count.
Let be the coordination number of a lattice, the number of nearest neighbours of each cell away from boundaries. Define an effective chemical potential incorporating the cell's translational entropy:Use for an unordered nearest-neighbour bond, counted once. The occupation Hamiltonian including the chemical-potential term isUnder , one bond contributesIn a regular lattice with periodic boundary conditions, the number of bonds is , and each spin occurs in linear bond terms. ThereforeThe pair sum equals one half of the ordered sum used in the paper. Consequently the effective field isThus is the Ising model partition sum, including the displayed spin-independent constant if its absolute normalization is required. Dropping that constant changes by a multiplicative factor but leaves spin probabilities and the phase-transition argument unchanged. For simple cubic cells in three dimensions, and the first term in is . Open boundaries replace by the local coordination near the surface; the stated uniform field is the bulk or periodic-lattice result.
For this radial random walk on a regular tree, the drawing is an infinite regular tree of degree , not a planar lattice with closed loops. The radial coordinate is the number of edges in the unique path to the root. A non-root vertex has one neighbour inward and neighbours outward, so equal probabilities for its edges giveLet be radial distance measured in edge units. For , probability arriving in shell comes from shell by an outward step or from shell by an inward step:This has precisely the same bulk master equation as the one-dimensional biased random walk, withThe outward bias is geometric: beyond the first shell, the number of vertices is , so there are more outward than inward choices even though no edge direction is dynamically preferred. is the probability summed over an entire shell, not the probability at one specified vertex; no additional shell-size factor belongs in the boxed recurrence.
At the root all neighbours are in shell one, so the probability of leaving the root for that shell is one. Conversely, a walker anywhere in shell one chooses its unique rootward edge with probability . The two boundary recurrences are thereforeTogether with and , these equations determine the distribution. In particular and , which check the special root coefficient. For the original indexing, replace by and by on the right-hand sides. Summing these equations and the bulk recurrence conserves .
Farther than a few edge lengths from the root, replace the radial coordinate by a physical coordinate and smooth the master equation. It has the same constant-coefficient Fokker-Planck equation as in (b). Under the conventional first-time-derivative truncation,The radial drift is outward. For the tree is the infinite line, its radial distance is an unbiased reflected walk, and .
The root cannot absorb probability or allow negative radial distance. Write the equation as a continuity equation, using the Fokker-Planck probability currentThe appropriate continuum boundary condition is reflecting, or zero flux:It is not generally : that simpler condition is correct only when . With the finite-bias fixed-step Gaussian convention from (b), use instead; the drift sign and zero-current boundary condition are unchanged. A continuum boundary condition represents the microscopic root region after coarse-graining, rather than reproducing each discrete root probability at individual step times.
For the infinite system with outward drift, total probability remains one, but probability at a fixed distance from the root eventually decreases as the walker moves away. The question concerns this local decay, not a loss of total probability.
The independent dimensions of the continuum coefficients are and . The drift-diffusion decay time and its associated length are, up to numerical factors:Equivalently, equating the drift distance to the diffusive width of order gives this crossover scale. Rescaling and removes the dimensional coefficients from the equation.
With the conventional coefficients used in the requested continuum derivation,where the last expression suppresses the numerical factor as requested. The elementary drifted Gaussian distribution on the full line hasAt fixed , its exponential decay factor is , so an exponential e-folding time would conventionally be called , consistent with the same dimensional scale. The reflecting half-line changes the spatial form and algebraic prefactor. The substitution gives , displaying the same exponential scale for outward drift.
For , and no finite drift-induced exponential decay time exists: the probability near the root decays only algebraically. For the finite-bias, deterministic-step Gaussian envelope discussed in (b), the corresponding dimensional expression is instead . These continuum estimates are not exact return-probability decay rates for the lattice walk at arbitrary ; in particular, a diffusion approximation need not describe far-tail return events accurately at strong bias.
Patch clamp 2026-10-13
Patch clamp connects an electrode to a small area of cell membrane through a solution-filled patch pipette. A gigaohm seal around the rim makes tiny electric currents through ion channels distinguishable from seal leak current. The beautiful change of scale is from a population's average response to individual opening and closing events in single-channel recording.
Separate two questions. The configuration determines which cell membrane is accessible: an intact patch in cell-attached recording, an excised inside-out patch or outside-out patch, or intracellular access in whole-cell recording. The recording mode determines what is commanded and what is observed: voltage clamp commands an electric potential difference and measures electric current; current clamp commands electric current and measures membrane potential. Whole-cell recording supports both modes. A patch can contain several ion channels; a small recording area does not establish that only one is present.
Patch clamp configurations and synthetic single-channel recording
. Original schematic of cell-attached recording and whole-cell recording, with synthetic electric current traces and a single-channel current-voltage relation. The prescribed opening times are identical at and solely to compare amplitudes. These are not experimental data or a model of opening probability. Membrane potential means the actual voltage across the patch, not automatically the pipette command. Details.The 1976 article Single-channel currents recorded from membrane of denervated frog muscle fibres describes an extracellular fire-polished pipette with a – opening and – electrical resistance. It contained saline and a channel-activating compound. Two separate intracellular electrodes supplied local voltage clamp of the muscle fibre; the patch amplifier measured local electric current. Cooling to – and hyperpolarization helped resolve elementary events. Figure 2 shows step-like pulses with a filter at and . Discrete amplitudes and overlapping events supported individual ion channel openings rather than a smoothly varying population response. This was neither whole-cell recording through the patch pipette nor current clamp. The specialized conditions improved visibility but limit generalization to warmer preparations; filtering can conceal brief openings.[ref]
Single-channel currents recorded from membrane of denervated frog muscle fibres by Erwin Neher and others. p. 800, Figures 1–2 and accompanying experimental conditions
For a new single-channel recording experiment, useful controls include a matched recording without the activating compound, controlled membrane potential, repeated seal tests, and an explicitly stated filter frequency response. These are proposed controls, not claims that every one was performed in that 1976 figure. Changing membrane potential tests the single-channel current-voltage relation; changing the recording filter tests whether a short pulse's apparent amplitude is an instrument artifact. A flat baseline establishes neither an absence of ion channels nor an absence of very brief events.
Payoff 2026-10-14
A payoff is the number assigned to a player's outcome at a strategy profile, with larger numbers preferred. In the usual expected utility model, expected payoffs are probability-weighted averages of these numbers. If a payoff is specified as money and a player has preferences involving risk, first apply the relevant utility function; maximizing expected money assumes risk neutrality. In a two-player zero-sum game, one player's payoff is the negative of the other's. General bimatrix games instead require a payoff matrix for each player.
Peeking ahead in a random sum 2026-10-14
Let be independent fair signs, each taking and with equal probability. Set if , and if . Deciding whether requires the second sign, so is not a stopping time for the natural filtration. The four equally likely possibilities giveBoth the increments and the count are bounded, but the identity fails because the second contribution is retained only when it is negative. This is selection using an unobserved outcome, rather than a legitimate sequential decision. Boundedness alone cannot replace the stopping time hypothesis.[ref]



