For independent Gaussian measurements with correctly specified standard deviations, model residuals give the chi-squared test statisticFor a linear fit of identifiable parameters under the null model, it has a chi-squared distribution with degrees of freedom. The upper-tail p-value tests unusually large residuals; a nonlinear fit generally uses this distribution only approximately. Correlated Gaussian errors instead require .
For counts, Pearson's chi-squared test uses , with calculated under the null hypothesis. For multinomial categories and fitted parameters the usual asymptotic degrees of freedom are ; the subtraction of one reflects the fixed total count. Sparse expected counts can invalidate this approximation, requiring a suitable exact or simulation-based test. Contingency-table independence gives degrees of freedom.
A small p-value indicates tension with the specified model and error assumptions; it is not the probability that the null is true. Excessive may reflect a wrong model, underestimated errors, correlations or outliers. An implausibly small value may suggest overestimated errors or hidden constraints. For an adequate fitted model is typically near one, with fluctuations, rather than required to equal one.
Put , . The real part of the off-diagonal coherence vanishes:This also follows from and its zero initial expectation. Individual measurements still give , each with probability .
For observables , nonzero obstructs a complete common eigenbasis. In a finite-dimensional system, commuting Hermitian operators can be simultaneously diagonalized; quantum degeneracy may require choosing an appropriate basis inside the degenerate eigenspace. Noncommuting observables can still share particular eigenvectors, so incompatibility is not a claim that every individual state must have nonzero spreads in both quantities.
The Robertson uncertainty relation follows by applying Cauchy-Schwarz inequality to and :In particular gives . These are preparation spreads, not necessarily measurement errors. A zero commutator expectation can make this bound zero even when the linear operators do not commute.
Measurement order can matter: preparing , measuring , then measuring gives both z outcomes with probability when the intermediate result is ignored. A direct z measurement would give certainly. Finally the Heisenberg equation of motion relates commutation to conservation: an observable with no explicit time dependence and is conserved. For unbounded self-adjoint operators these statements require the appropriate common domains; a formal commutator calculation alone need not justify simultaneous spectral measurements.
In a classically forbidden region, the Schrödinger equation has evanescent solutions rather than forcing the wavefunction to vanish. Matching at both sides of a finite barrier permits nonzero transmission. For a broad barrier the WKB approximation giveswhere is a matching prefactor. Transmission is exponentially sensitive to barrier width and height. A single decaying exponential function carries no probability current; the matched scattering solution includes the combination needed for transmitted current. energy is conserved throughout.
In alpha decay, a quasibound alpha particle penetrates the nuclear Coulomb barrier. Multiplying the penetration probability by an assault frequency estimates the decay rate; the strong dependence on alpha energy explains the wide range of lifetimes. In a scanning tunnelling microscope, a voltage drives electron quantum tunnelling between a conducting tip and sample. Approximately , so constant-current feedback resolves changes in gap width, with electronic density of states also affecting the image. Piezoelectric motion, vibration isolation and stable voltage are necessary; a bright feature is not automatically a taller atom. Atomic-scale imaging was demonstrated with a vacuum-tunnelling microscope in the original surface study.[ref]
Surface Studies by Scanning Tunneling Microscopy by Gerd Binnig and others. Abstract and pp. 57–61: atomic-scale steps and surface reconstruction
In a Josephson junction, Cooper pair quantum tunnelling through a weak link gives , allowing supercurrent without an applied voltage and phase-sensitive interference. These are distinct applications of barrier penetration and coupling with quantum coherence, not particles borrowing energy to climb over a barrier.Bayes' theorem updates a parameter distribution using measured data:The likelihood describes the measurement process, the prior distribution encodes information before the present data, and the denominator normalizes the posterior distribution. Include instrumental noise and known selection effects in the likelihood. nuisance parameters, such as an uncertain background, should be jointly inferred and marginalized, rather than silently fixed.
For independent readings with a Gaussian distribution with known common variance and prior distribution , completing the square givesThe posterior distribution is : prior distribution and data contribute in proportion to precision. A broad prior distribution recovers the usual estimate with standard deviation . Report a posterior distribution estimate and credible interval, specify the prior distribution, and examine sensitivity when the data are weak. A credible interval is a posterior distribution probability statement about the parameter conditional on the model; it is not defined by the repeated-sampling coverage of a confidence interval.
Past exam of the physics A course of the University of Cambridge 2012 Paper 1 Section B B8 Solution 2026-10-20
matrix multiplication gives , hence . For physical neutron spin, use , so , , and measurement along any axis gives .
For the specified field, . The Time-dependent Schrödinger equation is with . The uniform-field spin precession follows from :
The measurement direction is , as confirmed by the original diagram. Write and . The spinors and have unit norm and inner product . Applying gives eigenvalues and . At they are the usual basis; at they are the basis up to a phase; at the up/down roles are exchanged, with a factor ; and at both return with a minus sign. A spinor changes sign under a full rotation, while its isolated-state measurement probabilities are unchanged.
For spin measurement in the yz plane, projection givesFor these are ; for both are at all times; for they are exchanged; and for they are the same as at zero angle. The constant probabilities also follow from conservation of .
Past exam of the physics A course of the University of Cambridge 2012 Paper 1 Section B B9 Solution 2026-10-20
For the two inline operator labels, (a) has eigenvalue , and (b) has eigenvalue , with and . The subscript distinguishes the magnetic quantum number from the electron mass.
Put and . For the proposed radial shape,The angular-momentum term cancels the inverse-square part. The inverse-radius coefficient vanishes if . ThereforeThis nodeless Coulomb radial eigenstate has principal quantum number , not the complete set of hydrogen radial states. Since the spherical harmonic is normalized, radial normalization requiresup to an arbitrary phase.
For the hydrogen ground-state nuclear-volume probability, use . With ,No numerical proton radius is supplied or required. A sharp proton boundary is an approximation to a charge distribution, and the point-Coulomb potential changes inside an extended proton. Finite proton mass, relativistic and electromagnetic corrections also limit the ideal wavefunction's precision.
Classically the kinetic energy must satisfy . For this demands . The hydrogen ground-state probability beyond the classical turning point isA substantial probability lies beyond the classical turning radius; the bound-state wavefunction decays there rather than vanishing.
Original hydrogen ground-state radial probability density with its classically forbidden tail shaded
. Details. In a finite potential barrier with , the stationary Schrödinger equation has exponentially decaying and growing solutions, with local decay constant . Matching the wavefunction and its derivative at finite steps produces a transmitted probability current even though a classical particle at that energy could not cross. energy remains conserved. For a smooth thick barrier, the leading WKB transmission factor isFor a rectangular barrier of height , width and , exact matching gives . Thickness and energy therefore affect transmission exponentially in the opaque limit; prefactors and near-turning-point corrections require more than the leading exponent.
alpha decay illustrates escape from a nuclear well through a Coulomb barrier. A rough decay rate is an internal encounter frequency times barrier penetrability, multiplied by the probability of forming the outgoing cluster; penetrability alone is not a complete nuclear lifetime calculation. In a scanning tunnelling microscope, electron transmission through the vacuum gap gives an approximately exponential distance dependence at fixed conditions. A feedback loop adjusts tip height to maintain current, providing surface information. Bias, tip electronic structure and local electronic density of states also affect the current, so constant-current height is not purely geometric topography. Both applications exploit the same sensitivity of transmission to a classically forbidden region.
The Time-dependent Schrödinger equation governs unitary evolution of a closed system. If is independent of time, expand in its energy eigenstates:An individual energy eigenstate changes only by a phase, so its probability density and time-independent-observable expectations are stationary. Superpositions can have interference terms oscillating at ; fixed energy populations do not imply that every observable is constant.
For general , requires time ordering unless Quantum Hamiltonians at different times commute. The equivalent Heisenberg description evolves observables rather than the state, giving . Explicit time dependence can transfer energy from an applied perturbation.
For a weak perturbation to a known , the first-order transition amplitude from to isIts squared modulus gives the leading transition probability while depletion remains small. A nearly monochromatic perturbation emphasizes energy differences near its quantum of frequency; a continuum and suitable long-time limit yield Fermi's golden rule. These approximations have stated weak-coupling and time-resolution limits; they do not replace exact unitary dynamics in every regime.
A chi-squared test compares discrepancies with their expected random size. For independent Gaussian observations with known standard deviations, a fitted model givesUnder a correct regular model with fitted parameters, its reference statistical degrees of freedom are usually . Correlated errors instead require with the correct covariance matrix. The reduced statistic has mean about one and standard deviation , so it should not be forced to equal exactly one.
For binned counts, Pearson's statistic is . With a fixed total and populated categories, fitting distribution parameters generally gives . The approximation needs adequately populated expected bins and the appropriate dependence assumptions. Sparse data may require a Poisson likelihood, exact calculation or simulated reference distribution rather than a casual chi-squared approximation.
The upper-tail probability measures how unusual the discrepancy would be under the null model; it is not the probability that the model is true. A large statistic can indicate a wrong model, underestimated noise or unmodelled systematic effects; an unusually small one can indicate overestimated errors or correlations. Residual plots and checks of the noise model are needed alongside the numerical test.
Past exam of the physics A course of the University of Cambridge 2014 Paper 1 Section A 4 Solution 2026-10-20
Let denote detection. Weight each incident fraction by its detection efficiency, not by its loss probability. Bayes' theorem givesThus about 2.83% of detected particles are in the high-energy group. Energy-dependent detector dead time changes the composition of the observed sample.
Past exam of the physics A course of the University of Cambridge 2014 Paper 1 Section B B6 Solution 2026-10-20
Set and . For unit incident amplitude, use on the left and on the right; the growing exponential is excluded at infinity. Continuity at zero gives and . ThusThe phase is chosen in for . The evanescent wave is for . Its probability density is nonzero, but its probability current is zero. Penetration into a forbidden region therefore does not require transmitted flux through a semi-infinite step.
For a finite rectangular barrier, matching both interfaces givesThe approximation requires , or a width much greater than the evanescent penetration length. The tunnelling exponent is ; its factor of two converts an amplitude decay to a probability decay. For the electron parameters, and . ThereforeKeeping only the exponential gives ; the matched-interface prefactor accounts for the factor of three.
Past exam of the physics A course of the University of Cambridge 2014 Paper 1 Section C C10 Solution 2026-10-20
Each electromagnetic normal mode is a quantum harmonic oscillator with . For its canonical partition function and occupation probabilities areThe geometric distribution is normalized and gives thermal mode energy . The zero-point term is not part of the thermally emitted black-body intensity. The equilibrium photon chemical potential is zero because photon number is not conserved.
Counting two transverse polarizations gives modes per volume per frequency interval. Thus the spectral energy density is . In an isotropic radiation field, spectral radiance is . Transforming the spectral measure, , givesHere intensity means radiance per wavelength and solid angle; the hemispheric spectral exitance of a black surface is . The extra Jacobian is essential: the wavelength peak is not found by simply converting the frequency peak using .
At short wavelength the exponential suppresses radiation. At long wavelength the Rayleigh-Jeans limit is ; using classical equipartition at every frequency instead would produce the ultraviolet catastrophe. The wavelength maximum solves , with nonzero root , yielding Wien's displacement law. For the specified temperature,Integrating the hemispheric flux gives the Stefan-Boltzmann law, . The plot uses the specified ideal temperature, rather than substituting a later measured value. The physical black-body description of the cosmic microwave background is tested by comparing the sky spectrum with an absolute reference blackbody and separating instrumental and Galactic contributions.[ref]
The Cosmic Microwave Background Spectrum from the Full COBE/FIRAS Data Set by Dale J. Fixsen and others. abstract; FIRAS comparison with a precise blackbody and limits on spectral residuals
In a classically forbidden region the local wavevector becomes imaginary. For a slowly varying barrier, the WKB transmission probability has leading exponentialwhere are turning points and is the reduced mass. This is a probability exponent; the wave amplitude has only half that exponent. Near a turning point one uses matching formulas rather than the unmodified local WKB expression.
For alpha decay, an attractive nuclear interior supports a quasibound state behind the repulsive Coulomb barrier of the daughter nucleus. For zero orbital angular momentum, write the exterior potential as , , with nuclear matching radius and outer turning point . The exterior action can be integrated:The decay rate is approximately and the half-life is . Here is the interior assault-frequency scale and is the alpha preformation probability. They are model-dependent; barrier penetration alone does not determine them. Nonzero orbital angular momentum adds a centrifugal barrier.
For , the leading dependence is . Thus a modest increase in decay energy can cause an enormous increase in decay rate, giving the Geiger-Nuttall law relating logarithmic half-life to inverse square-root energy along a suitable isotope sequence. Tunnelling conserves the total energy: the escaping alpha particle does not acquire energy from the barrier.
Past exam of the physics A course of the University of Cambridge 2014 Paper 1 Section D D12 Solution 2026-10-20
Define and use the independent quoted Gaussian errors , with period and exoplanet transit epoch fixed. The model is linear in despite its sinusoidal time dependence. Minimize . With the normal equations areUsing and , the solution isThe residuals in observation order are . Therefore for degrees of freedom, giving reduced . The upper-tail probability is about : the fit is consistent with the stated errors, although five points do not establish a unique physical explanation.
For known errors the covariance matrix is . Equivalently, profiling out the fitted offset givesThis is the one-parameter uncertainty, not the curvature with incorrectly held fixed. Propagating it through the supplied mass relation, and treating its coefficient and as fixed,The symbol in the exoplanet transit epoch denotes periodic copies of the same exoplanet transit phase, not an uncertainty distribution to propagate. No independent error for the empirical mass coefficient was supplied.
Additional independent observations retain positive weight even with twice the error: each has one quarter of the previous per-observation weight. Their information adds to the existing information matrix, so the formal mass uncertainty decreases for informative additional orbital phases and cannot increase under this fixed-error model. It can remain unchanged in a degenerate phase configuration that supplies no further amplitude information after fitting the offset. The conclusion assumes the same correct model and independent errors, not a new fitted error rescaling or unmodelled systematic effects.
Original plot of the fitted orbital radial-velocity variation and residuals; observed numbers used without reproducing the source table
. Details. Past exam of the physics A course of the University of Cambridge 2015 Paper 1 Section A 2 Solution 2026-10-20
For the quantum harmonic oscillator, put and . The normalized energy eigenstates arewhere is a Hermite polynomial. Successive energies are equally spaced; the ground state retains zero-point energy . The th wavefunction has nodes of a wavefunction and parity . In particular, the first three shapes are proportional to , , and . The classical turning points satisfy ; the wavefunctions extend beyond them and decay, rather than ending abruptly.
The wavefunctions are plotted with arbitrary vertical scale about their energy levels. Their signed excursions are amplitudes, not additional energies or probability densities.
Past exam of the physics A course of the University of Cambridge 2015 Paper 1 Section B B7 Solution 2026-10-20
Stationary states. Inside the infinite square well, the time-independent Schrödinger equation has sinusoidal solutions. The boundary conditions select ; normalization then givesEach wavefunction vanishes outside the well. There is no nonzero state.
Immediate energy measurement after expansion. For the one-sided sudden expansion of an infinite square well, take the original wall at as fixed, so the expanded well occupies . In the sudden approximation, the initial wavefunction remains on , extended by zero elsewhere. The new ground state is . Its probability amplitude isThe Born rule therefore givesThe motion of the walls matters: a symmetric expansion about the old midpoint would instead give . The stated width alone does not explicitly identify the final endpoints. The first result uses the natural continuation of the specified left boundary; if both boundaries are moved, the final location must be supplied. For a new well containing , the overlap is .
Evolution of one energy eigenstate. For a time-independent Hamiltonian operator, write . Substitution into the Time-dependent Schrödinger equation gives , soOnly a global phase changes, leaving all measurement probabilities unchanged.
Delayed energy measurement. Expand the unchanged initial state in the complete new energy eigenbasis,For the fixed-left-wall geometry, direct overlap integration givesorthogonality isolates the new ground-state amplitude as . Its phase cancels on squaring, so the ground-state probability remains for every delay, provided the expanded well remains fixed and no intervening measurement or environment changes the state. The position probability density generally evolves because different eigenstates acquire different relative phases.
Past exam of the physics A course of the University of Cambridge 2015 Paper 1 Section C C10 Solution 2026-10-20
A density operator describes both a quantum state prepared in one pure state and a statistical preparation whose members occupy different pure states. If normalized vectors occur with probabilities , defineThe resulting operator is Hermitian, positive semidefinite and has trace one. Positivity follows because . Conversely, the spectral theorem gives such a representation of any finite-dimensional operator with these properties, using its eigenvectors and eigenvalues. The matrix representing depends on the chosen basis; the operator and its predictions do not.
One operator gives every measurement probability. For a projective measurement with orthogonal projections and outcomes ,For example, the first formula follows by averaging over the preparation. The trace expression is basis independent. A general measurement replaces by positive measurement effects that sum to the identity, without changing the probability formula. Thus specifies the statistics accessible to measurements on that system.
The distinction between pure and mixed states is especially transparent in the eigenvalues. A pure state has , , and . A mixed state has at least two positive eigenvalues and . For a qubit,pure states lie on the Bloch sphere; mixed states lie inside the Bloch ball. The maximally mixed qubit can be prepared by choosing equally between the two spin eigenstates, or equally between the two spin eigenstates. These ensembles are different preparation procedures but give the same density operator. No measurement on the resulting qubit alone can identify which ensemble was used.
quantum coherence must be distinguished from merely having two populated levels. In the basis, the state hasBoth give equal probabilities for the two outcomes. A measurement along gives the positive result with probability one for the first state and one half for the second. The off-diagonal entries encode the relative phase information responsible for this difference. Whether a matrix entry is off diagonal is basis dependent; purity is not.
For an isolated system, each component evolves with the same unitary time-evolution operator. Therefore andUnitary evolution preserves the eigenvalues and purity of . A density operator commuting with a time-independent Hamiltonian operator is stationary. A thermal equilibrium example is the canonical ensemble , where and . expectation values then reproduce quantum statistical mechanics without assigning the system a definite energy eigenstate on every run.
A mixed state can also arise without classical randomness in the joint preparation. For a bipartite quantum system, the reduced density operator gives every measurement probability accessible to subsystem . For the Bell state , the joint state is pure, whereas . Its local mixedness reflects entanglement with the inaccessible system; the partial trace discards correlations that matter for joint measurements. More generally, interaction with an environment can suppress off-diagonal entries in a selected basis, producing decoherence while the combined system still evolves unitarily.
Finally, state evolution conditional on a measurement outcome differs from isolated evolution. An ideal projective measurement yielding updates the state by the Lüders rule . Discarding the outcome gives , which generally removes coherence between different eigenspaces. The Von Neumann entropy quantifies mixedness: it vanishes for pure states and reaches for . Multiplying by gives thermodynamic entropy units. These uses make the density operator a common language for preparation uncertainty, measurement, thermal states and entangled subsystems, while retaining their distinct physical origins.
With two coherent paths, the probability amplitude at a screen is . The Born rule givesThe final term shifts when the relative phase changes, producing interference fringes. For slit separation in the far field, the phase difference is approximately ; constructive interference occurs at . Finite slit widths add a diffraction envelope, so an ideal equally bright, infinitely narrow slit model does not predict the full observed envelope.
single-electron interference pattern buildup starts with isolated localized detector events at sufficiently low source intensity. Repeated events accumulate the interference probability distribution. Thus detection is discrete while propagation is described by coherent probability amplitudes. The effect cannot be explained by interference between different particles if the apparatus is occupied by at most one particle at a time. A motivating realization used a field-emission electron source, an electron biprism to recombine two paths, electron lenses and a position-sensitive electron counter; it recorded individual arrivals building up the fringes. This was a biprism realization of two-path interference, not a plate with two literal slits.[ref]
Demonstration of single-electron buildup of an interference pattern by Akira Tonomura and others. section III, American Journal of Physics 57, pp. 117–120
The crucial comparison is between both coherent paths open and a preparation that supplies which-path information. If the paths become correlated with detector states , the joint state is . Ignoring that detector multiplies the interference term by . Orthogonal detector states remove the term completely, while identical detector states preserve it. This is a consequence of entanglement and the partial trace; a human need not read the detector.
In a real test, check the single-path distributions, detector background, source coherence and stability of the relative phase. Classical phase drift can wash out fringes without supplying which-path information. Conversely, localized detections alone do not establish coherent two-path propagation; the controlled phase dependence of their accumulated distribution provides the discriminating evidence.
For a nonrelativistic spinless particle in a scalar potential, the Time-dependent Schrödinger equation isAn initial wavefunction together with boundary conditions specifies the evolution. The Hamiltonian operator must be self-adjoint on the appropriate domain for closed-system evolution to be unitary. The equation is linear, so a superposition of solutions is another solution. Its complex wavefunction predicts probability amplitudes; the Born rule separately supplies the connection to measurement probabilities.
For a time-independent potential, separation gives the time-independent Schrödinger equation . Normalizability and boundary conditions select the allowed energies of bound states; scattering states instead use incoming and outgoing boundary conditions and generalized normalization. A general state is a superposition of energy eigenstates, with a spectral integral as well if there is a continuous spectrum. Different energies accumulate different phases, allowing time-dependent position densities and oscillatory expectation values even though a single energy eigenstate has a stationary density.
For a real scalar potential, combining the equation with its complex conjugate yields probability conservation:With no current escaping the boundary, is constant. Matching conditions at a finite potential step follow from the differential equation and enforce the flux balance used in B6.
The Schrödinger equation is a dynamical postulate of nonrelativistic quantum mechanics, not a consequence of classical mechanics alone. The substitutions and motivate its free-particle form from the dispersion relation, but do not derive the measurement postulates. The scalar equation omits intrinsic spin and relativistic particle creation. Spinful or relativistic problems require the corresponding extended theory. Nor does its deterministic unitary evolution, by itself, prescribe conditioning on a particular observed measurement outcome.



