For a homogeneous ideal gas in a two-dimensional box of area , with dispersion and one internal state, the density of states is . The excited-particle density at temperature is
As , this diverges. Hence at every fixed positive temperature the excited states can accommodate any finite areal density with ; they never saturate at a finite critical density. There is no finite-temperature Bose-Einstein condensation in the homogeneous two-dimensional ideal gas thermodynamic limit.
The low-energy logarithmic divergence is the reason, not merely the small number of spatial dimensions. A finite box has a low-energy cutoff and a crossover; a trap changes the density of states and can change the conclusion. Condensation at zero temperature and an interacting gas's Berezinskii–Kosterlitz–Thouless transition are separate issues. The proof assumes the uniform quadratic-dispersion model, rather than every conceivable two-dimensional trapping potential.
Standing-wave wave numbers are , with one positive mode index and two polarizations. Since , the continuum density of states is
The factor two counts polarizations; counting independent positive and negative traveling momenta in addition would double count standing modes. The thermal energy is
Thus the one-dimensional photon-gas thermodynamics gives
Replacing the mode sum by an integral requires the stated temperature to be large compared with the level-spacing scale. This is thermal energy above the vacuum contribution; a separate boundary-dependent vacuum energy is not included.
Take the two-dimensional electron gas in the plane, the Hall bar along , and with perpendicular to it. An electron has charge . The confining electron potential energy is approximately flat inside a wide strip and rises at either boundary; smooth quenched disorder adds hills and valleys. For a slowly varying edge, each spin-resolved Landau level approximately follows
Here , and is the guiding centre. For , and the edge group velocity is
Thus electrons move along at the upper edge and at the lower edge. The Lorentz force gives counterclockwise bulk cyclotron motion in this convention. At a hard boundary its interrupted circles become directed skipping orbits; a smooth boundary gives the corresponding guiding-centre drift. Smooth bulk quenched disorder generally gives closed drift contours around localized hills or valleys, with extended trajectories appearing near a broadened level's critical energy. Realistic electrostatic screening can produce alternating compressible quantum Hall edge strips and incompressible quantum Hall edge strips, so the unscreened bending curves are an effective sketch rather than an exact self-consistent edge profile.
In the original diagram, contacts are ordered around the electron propagation direction: upper-left , then lower-right . Let , and the other leads be ideal equilibrating voltage probes. Define and . These choices fix the voltage sign; reversing the field reverses chirality and the Hall polarity. For spin-resolved plateau index ,
At fixed sheet carrier density and increasing field, decreases, giving successively higher Hall plateaus; longitudinal peaks occur between them. Unresolved spin branches can suppress odd plateaus. The sketch uses resistance magnitudes, and every integer step is not promised in an arbitrary sample.
Figure 1.
Hall states and resistance
. Details.
For Fermi-energy oscillations in a two-dimensional electron gas, first distinguish fixed density from fixed reservoir chemical potential. At negligible temperature the former is determined by state counting. Each resolved Landau level contains states per unit area, so
Ignoring spin and broadening for the counting illustration, if then levels are full and level is partly full: . At fixed , increasing increases both level energy and degeneracy. The partly filled level rises in energy until the lower levels can contain all electrons; then drops to the next lower level. The resulting sawtooth is periodic in , with per resolved branch. At an exactly integer filling in an ideal gap, any chemical potential within the gap gives the same zero-temperature particle number; the plotted discontinuity denotes its limiting values.
At fixed while increases, the ideal chemical potential stays at a partly occupied level and steps upward after each additional density . It therefore has a staircase superposed on the rising zero-field trend, not a repeated downward sawtooth. Landau-level broadening and finite temperature smooth both ideal graphs. With an externally pinned chemical potential, density changes instead; the fixed-density sawtooth cannot simultaneously be imposed. In a realistic disordered sample, the Fermi energy sweeps localized states between transport-carrying level centres. The following schematic omits spin for clarity and does not attempt an interaction-corrected density of states.
For transmitted spin-resolved quantum Hall edge states, the Landauer-Büttiker formula reduces, in that contact order, to
Zero probe currents imply and . Hence and the boxed resistance results follow. The spin-resolved conductance quantum arises because the one-dimensional density of states times velocity is per unit energy; a reservoir imbalance supplies per channel. Its value does not depend on edge slope or sample width.
On a plateau, opposite-moving edge channels are separated by a wide bulk with a mobility gap. Ordinary elastic scattering on one edge has no counterpropagating channel into which to reflect; closed bulk orbits do not connect the contacts. Changing or can alter the occupancy of localized states without changing the number of transmitting edge channels. This accounts for the finite plateau width, which an entirely clean set of sharp levels would not explain. Accuracy requires negligible backscattering between opposite edges, low enough current to avoid breakdown, equilibrating contacts and negligible probe loading. The finite-width plateau and the precision of its quantized value are related but distinct observations.
An antidot is a depleted potential hill, not a potential well. Its closed edge circulates oppositely to the outer boundary. In a constriction, tunnelling through an antidot orbit can transfer an electron from a forward edge into the returning edge: resonant antidot backscattering produces conductance dips. For otherwise open spin-resolved channels and one active resonance,
At symmetric coupling a single resonance can remove ; asymmetry or thermal averaging reduces its depth. If the background constriction is closed and the resonant route instead supplies forward transmission, peaks occur. The lead connectivity must therefore accompany the conductance sketch. In the fixed-area single-particle limit, successive alignments change enclosed flux by , giving the Aharonov-Bohm antidot period
The effective orbit area, not merely the etched island area, enters. Charging, screening and spin can modify this simple sequence; two coupled spin branches can yield a near- pattern without changing the elementary flux quantum.[ref]
Figure 3.
Antidot resonant backscattering
. Details.
Exchange-split bands in a ferromagnet generally give a different spin-resolved density of states for each spin branch, and . If spin is approximately conserved across a multilayer, its two spin channels conduct in parallel. A spin valve combines a comparatively fixed reference-layer magnetization with a soft free layer that rotates in a small applied field. Its readout depends on the relative angle, not simply the absolute spin population. Biasing the layers near a perpendicular alignment gives a useful linear response instead of operating at the flat parallel/antiparallel extrema.
In giant magnetoresistance, a metallic spacer separates ferromagnetic layers. Spin-dependent bulk and interface scattering make their channel resistances unequal. The density of available final states influences scattering of more mobile states; however, a large total density of states does not by itself guarantee a large conductivity. The scattering-weighted spin-channel asymmetry also involves velocity and scattering matrix elements. In the elementary identical-layer two-current resistor model, let each magnetic layer have resistances in the two spin channels and neglect spacer resistance. Parallel moments give channels and , while antiparallel moments give in each channel. Therefore
One favorable spin channel traverses both aligned layers efficiently; reversal removes that common easy path. A conducting spacer adds resistance, and spin mixing weakens the separate-channel approximation. The channel asymmetry is material/interface dependent, so positive magnetoresistance is not a theorem for every pair of different ferromagnets.[ref]
In tunnelling magnetoresistance, the spacer is an ultrathin insulator and current flows across a magnetic tunnel junction. In the simple spin-conserving density-of-states tunnelling magnetoresistance model, assume spin-independent matrix elements and low voltage. Available initial and final states give
Writing and , these become and . Thus
The effective tunnelling polarization can depend on the barrier and orbital symmetry, not just a bulk density-of-states sketch. Crystalline MgO junctions exploit symmetry-selective transmission, so the elementary product model is not a quantitative universal formula for them.[ref]
Both devices convert a free-layer rotation into an electrical change. A useful approximate GMR interpolation is ; the elementary tunnelling model instead gives . The spin-valve small-field sensitivity is a chain rule,
magnetic anisotropy, biasing and pinning set the rotation susceptibility. Conducting-spacer GMR usually offers low resistance and supports current-in-plane or current-perpendicular geometries. TMR uses perpendicular tunnelling, often offers a larger fractional signal and a larger resistance-area product, but demands uniform, stable barriers and has bias dependence and breakdown limits. Neither is automatically the better small-field sensor: heating, Johnson and low-frequency noise, domain switching, hysteresis and stability set the detectable field. Reverse sweep direction, vary current and temperature, and independently test reference-layer pinning to distinguish a reproducible magnetic signal from drift or heating.
Figure 1.
Spin-dependent sensor response
. Details.
A modulation-doped GaAs-AlGaAs electron gas is confined on the GaAs side of the interface. The larger-gap AlGaAs supplies a conduction-band barrier; charge transfer from remote donors and the resulting electric field bend the bands into an approximately triangular well. transverse electronic mode wavefunctions are confined normal to the interface but free in its plane. electrons settle into the well until their electrochemical potential agrees with the donor/contact environment. An undoped spacer separates mobile electrons from ionized donors, reducing impurity scattering. Equilibrium has one Fermi level across the structure; the conduction-band edge is not flat. Surface depletion and the cap also affect the profile. The original drawing illustrates one occupied confinement transverse electronic mode; a single spatial electron gas need not in general imply only one occupied vertical transverse electronic mode.
molecular beam epitaxy can grow a clean GaAs buffer/channel, an undoped AlGaAs spacer, a Si-doped AlGaAs supply region and a protective GaAs cap on a suitable substrate. Control composition, interface quality and background impurities during growth; placing dopants directly in the channel defeats the principal mobility advantage. Define a mesa or isolation region, fabricate low-resistance ohmic contacts to the buried gas, and pattern fine metal split gates by electron beam lithography and the lift-off process. Negative gate bias depletes the underlying gas, leaving a narrow channel between the gates. Check contact resistance, leakage, carrier density and mobility; operation with ballistic electron transport requires channel length shorter than the relevant scattering lengths and smooth confinement on the wavelength scale. The lithographic gap does not equal the electrical width because of lateral depletion.
Figure 1.
Original qualitative conduction-band profile, epitaxial layer order and electrostatic split-gate channel
. Details.
For a long uniform channel supporting ballistic electron transport, transverse confinement creates thresholds with continuous longitudinal propagation above each threshold. One directed spin branch of a transverse electronic mode has states per length and group velocity . Hence : velocity cancels the one-dimensional density of states. Including two unresolved spin states,
For low temperature and small bias, a fully open transverse electronic mode has , giving
The assumptions are ideal reservoirs/contacts, negligible reflection and interactions that would invalidate the independent-subband description, and unresolved spin splitting. A resolved spin branch contributes . The finite two-terminal electrical resistance is a contact/mode-injection effect, despite the absence of dissipative scattering inside the ideal channel.
For voltage partition in a ballistic constriction, a short saddle has strong local electric-field and electrostatic screening variation near its entrances and barrier, rather than the uniform Ohmic voltage gradient of a diffusive wire. Right-moving incident states inherit the source distribution and left-moving states the drain distribution; there is no unique local equilibrium chemical potential inside an ideal ballistic saddle. The electrostatic potential must be determined self-consistently. In a symmetric rigid-barrier approximation, the barrier follows the mean lead potential and half the electrochemical bias lies on each side. This is a stated approximation, not a universal spatial voltage profile.
For a saddle , transverse electronic mode thresholds are . The smooth-barrier transmission is , approaching a step for a sharp threshold on the bias/thermal scale.[ref]
Let and assume no additional bias dependence of . At zero temperature,
When the source and drain sample and thresholds, the differential electrical conductance is . These half plateaus arise from the two ends of the bias window, not fractional carriers. The dc ratio need not share their plateau values. Heating, spin splitting and interaction-induced features must be distinguished experimentally.
In bias spectroscopy of one-dimensional subbands, plot differential electrical conductance or its gate derivative against gate bias and source-drain bias. Threshold branches occur where or . When one bias-window edge meets and the other ,
Thus the intersections of adjacent threshold branches calibrate the one-dimensional spacing directly in energy. A gate lever arm can then convert gate intervals to energy; it should be measured rather than guessed. Asymmetric bias partition, a moving barrier or a gate-dependent spacing modifies slopes and plateau weights, requiring the corresponding self-consistent bias model.
Figure 2.
Original rigid-saddle bias spectroscopy and differential half plateaus
. Details.
graphene is a two-dimensional honeycomb lattice with two sublattices. Nearest-neighbour hopping gives two bands . They touch at two inequivalent valleys. Expanding near valley gives
The two-component spinor describes sublattice amplitudes, not real spin. This is a massless two-dimensional Dirac Hamiltonian with material velocity in place of . The emergent band quasiparticles are relativistic in this mathematical sense; the electron's vacuum rest mass is not set to zero. Real spin and valley each contribute a degeneracy of two in the ideal low-energy model.
A single-walled carbon nanotube is a rolled graphene sheet with carbon nanotube chiral vector . Periodicity requires , selecting lines through graphene momentum space and producing one-dimensional transverse electronic modes. Near a valley,
A quantization line through one of the Dirac valleys in graphene gives a metallic branch; ideal nanotube zone folding gives the criterion . Otherwise the nearest line misses the valley and opens . The transverse momentum gives a carbon-nanotube Dirac mass, with . For a large-radius ideal semiconducting tube, and , showing the inverse-diameter gap. Curvature, strain, spin-orbit coupling and interactions can change the simple classification; nominally metallic non-armchair tubes can acquire small gaps. One-dimensional transverse electronic mode thresholds give Van Hove singularities, unlike graphene's low-energy density of states proportional to .
A gate changes occupation and the Fermi level in both systems. Ideal monolayer graphene can be tuned through charge neutrality from holes to electrons, but an ordinary scalar gate does not open a bulk band gap. Including spin and valley,
The gate relation includes geometric and quantum capacitances, so one should not equate gate voltage to Fermi energy without the capacitance model. A semiconducting carbon nanotube can instead be depleted when its Fermi level lies in a gap and turned on in electron or hole bands. Contact Schottky barriers can strongly influence the observed nanotube field effect. A truly gapless ideal metallic tube cannot be switched off simply by moving the Fermi level through its band crossing. These gate responses reflect band structure and contacts, not a change of wrapping indices.
Figure 1.
Original low-energy graphene cut and metallic or gapped nanotube subbands
. Details.
A trajectory-resolving ballistic experiment. Use a high-mobility modulation-doped GaAs-AlGaAs heterostructure with a two-dimensional electron gas. Grow the layers by molecular-beam epitaxy, separate the donor layer from the conducting interface with an undoped spacer, and pattern an isolated mesa with ohmic reservoir contacts. Electron-beam lithography defines metal split gates; negative gate voltage depletes the underlying electron gas, leaving narrow adjustable injector and collector quantum point contacts along an edge. Keep the relevant path shorter than the momentum-relaxation mean free path, cool to suppress phonon scattering and thermal smearing, and use a small excitation to avoid heating.
Inject a low-frequency current through one contact to a distant drain and measure the collector's open-circuit voltage with a high-input-impedance amplifier. Sweep perpendicular magnetic field and gate settings. The cyclotron radius is , with for a spin-degenerate single-valley gas. For contact separation , semicircular or skipping trajectories focus into the collector when
The appropriate field sign bends carriers toward the collector; the opposite sign suppresses the peaks. Density-dependent focusing positions, suppression with increased scattering and reproducible gate control distinguish directional ballistic propagation from an ordinary diffusive voltage. Quantum interference may add fine structure, but the basic focusing signal does not require phase coherence over every path. Split-gate injection and collection in a two-dimensional gas were directly demonstrated in the original focusing experiment.[ref]
Multi-probe current bookkeeping. For one directed spin-resolved mode, velocity times one-dimensional density of states gives a particle flux . A small reservoir electrochemical-energy shift therefore supplies excess flux . Let be the number of propagating modes at lead , their summed return probability, and the total transmission from reservoir into lead . Multiplying outgoing-minus-incoming electron flux by charge gives the source's convention,
The reservoirs equilibrate arriving carriers; an ideal voltage probe adjusts its chemical potential until its net current vanishes. Here is an energy, not a voltage. Choose the lead-voltage convention and positive conventional current injected into the junction. The working equation is then
Conservation of scattering probability and gauge invariance require both column and row balance: every outgoing channel is accounted for and equal voltages give zero current. The counts below include every occupied internal channel; an extra factor of two must not be inserted if spin is already counted. If one instead counts orbital channels with unresolved spin degeneracy, double all transmission counts consistently.
Zero-field routing. The original diagram labels lead 1 at the left, 2 above, 3 at the right and 4 below. With columns denoting injectors and rows collectors, straight-through ballistic routing and the stipulated excess-wide-channel rule give
There is no reflection in this ideal routing model. Set , , and . The two probe equations give
Thus
The derivation assumes . At , the ideal network splits into two disconnected opposite-lead pairs and cannot carry the imposed 1-to-4 current at finite voltage; the divergence diagnoses failure of that limiting transport configuration, not an infinite dissipative resistance of each channel. Negative bend resistance is a nonlocal voltage sign, compatible with positive total dissipated power.
Positive field. At , left-deflected incoming carriers go , , . Lead 4 supplies modes to narrow lead 1; the remaining enter wide lead 3. The balanced transmission matrix is
Therefore , and , giving
Negative field. Reversing the chirality gives , as expected from reciprocity for this spin-independent routing model. With , the zero-current conditions become and . Thus
This does not contradict reciprocity: the general relation interchanges the current and voltage lead pairs when reversing field; it does not require the same fixed-contact four-terminal resistance to be even in .
Figure 1.
Original transmission-matrix bookkeeping for the three ideal field limits; rows collect modes injected by columns
. Details.
Comparison with the measured trace. The PDF shows a negative region around zero field, approximately zero signal at sufficiently negative field, and a positive rising resistance near and above. These signs match the three routing limits. Near zero field the depth is roughly a few tenths of a kilohm; the graph does not supply , so there is no justified exact amplitude fit. Rounded corners, collimation and finite cyclotron radius continuously change which outgoing lead is reached between the ideal limits. Skipping trajectories and geometrical focusing can produce shoulders or resonances. At larger positive fields magnetic depopulation and spin resolution can change the mode counts, increasing the positive resistance or producing structure; disorder, incomplete equilibration and finite temperature round ideal features. These are candidate mechanisms, not uniquely established assignments of every small feature from one trace.
Integer Hall transport and filling. A clean two-dimensional electron gas at low temperature in a strong perpendicular magnetic field forms Landau levels with orbital spacing , where . Examples include semiconductor heterojunctions and inversion layers. On integer plateaus,
with integer plateau index . The density of states in one resolved Landau branch is per unit area, so the actual filling factor is
It varies continuously with density and field. Within a disorder-broadened plateau, localized states can change occupation without changing the integer number of transporting edge branches; the filling need not equal the plateau integer at every point in that interval.
At a boundary, the confining potential bends the Landau energies through the Fermi energy, giving chiral edge states, interpreted semiclassically as skipping orbits. Opposite edges carry opposite propagation directions. An ideal spin-resolved transmitted edge channel contributes ; such channels give . Chirality and suppressed backscattering between well-separated edges explain vanishing longitudinal voltage. Ideal reservoirs and appropriate probe equilibration are part of this edge-state transport model.
A gated antidot. A local repulsive gate potential depletes an island inside the Hall bar. Edge states circulate around its boundary as closed antidot orbits. When a localized orbit is weakly coupled to extended channels on opposite sides, resonance at the reservoir electrochemical potential permits backscattering and produces conductance dips on an otherwise quantized transmitting plateau. If the path instead adds a transmission route between otherwise disconnected channels, resonant peaks can occur: the sign depends on the device's tunnel connectivity and what conductance is measured. An isolated antidot too far from every conducting edge has negligible transport signature.
For the simplest opposite-edge backscattering picture with one active branch,
where branches would otherwise transmit. A gate moves the resonance through the Fermi energy by changing both confinement and orbit area. Stronger depletion of the constrictions also changes , producing broad conductance plateaus or pinch-off, with narrow resonances superposed where coupling is finite. Low temperature resolves individual resonances; thermal and tunnel broadening can merge them.
For a fixed-area single-electron orbit, a phase change of corresponds to
Sweeping gate voltage at fixed field shifts enclosed area and level energy, giving oscillatory resonance tracks. This period is not automatically set by the lithographic gate area. Charging energy, self-consistent screening and spin branches modify spacings; in particular coupled spin branches in a charging model can generate two resonances per cycle without changing the electron flux quantum.[ref]
Figure 1.
Original schematic antidot resonances on transmitting plateaus: varied coupling and gate-controlled channel opening; illustrative coordinates rather than experimental data
. Details.
No antidot dimensions, capacitances, lever arms or measured spectrum are supplied, so absolute periods and resonance voltages cannot be extracted. The sketch illustrates the mechanisms and regimes requested, rather than inventing a numerical device data set.
Improving the bare edge potential. A picture of noninteracting Landau levels simply intersecting a prescribed smooth confinement ignores the redistribution and screening of electron charge. A self-consistent electrostatic calculation combines gate and donor potentials, electron density and Coulomb interactions. Where a partially occupied Landau level has a large density response, electrons screen strongly and create a compressible strip with nearly pinned level energy. Regions with the chemical potential in a gap are incompressible and support much of the potential change. Consequently the screened edge alternates between compressible and incompressible strips, rather than preserving an arbitrary externally drawn slope. Finite temperature, disorder, exchange and edge reconstruction can require refinements beyond the simplest electrostatic model.[ref]
Fractional states and composite fermions. Very clean two-dimensional systems show plateaus at selected fractional fillings, with small longitudinal resistance and a many-electron excitation gap. Electron-electron correlations are essential; partial filling of a noninteracting Landau level is not enough. The simplest composite fermion binds two statistical flux quanta to each electron. This is a representation of correlated electron motion, not a physical solenoid attached to a particle. With , , and density , the mean effective field is
Define a signed effective filling . Then
For , filled composite-fermion levels produce . For reversed effective field write , giving ; the nontrivial fractional upper sequence starts with . If effective filling is defined as nonnegative using , retain these as separate field-direction branches instead of using the signed expression blindly. At the mean vanishes and the effective filling diverges, so it is not an integer composite-fermion Hall plateau in this simplest construction. Attaching two flux quanta preserves fermionic statistics; the emergent integer-like gaps organize a prominent sequence of fractional electronic states.[ref]
Carrier confinement changes both the energies and the available optical transitions of a semiconductor. A quantum well confines one direction and leaves two continuous momentum coordinates; a wire confines two directions and leaves one; a quantum dot confines all three and has discrete ideal levels. Confinement becomes important when its level spacing is comparable with thermal, lifetime and disorder energy scales, and strong excitonic confinement involves comparison with the exciton Bohr radius.
Transition energies. In a simple infinite-well effective-mass model of width , a same-index electron-hole transition has threshold
Thus decreasing generally blue-shifts interband absorption and emission through the confinement contribution. Finite barriers, band mixing, strain, nonparabolicity, dielectric environment and Coulomb interactions alter this elementary estimate. In dots, confinement shifts and exciton binding have different size dependences, so a single inverse-square law is not an exact nanocrystal spectrum.
Dimensional density of states. For a parabolic continuum the phase-space volume below kinetic energy scales as , hence the density of states scales as . Each subband threshold therefore contributes a square-root onset in three free dimensions, a constant step in two, and an inverse-square-root singularity in one. A zero-dimensional ideal dot has discrete lines rather than a continuum power law. Real temperature, disorder and lifetime broadening smooth singularities and lines. Optical absorption uses the joint electron-hole density of states multiplied by transition matrix elements and occupations; a bare electronic density of states is not the entire absorption spectrum.
Figure 1.
Original ideal dimensional joint-density-of-states comparison and confinement-induced optical-threshold scaling; arbitrary broadening shown for dot levels
. Details.
Selection and Coulomb effects. Envelope-function overlap and Bloch-state dipole selection rules determine allowed transitions and their polarization. For equal ideal infinite-well envelopes, orthogonality favors matching transverse indices; finite barriers and asymmetric fields can relax that envelope rule. Reduced dimensionality can enhance electron-hole attraction and oscillator strength near an exciton resonance, but the binding energy depends on the actual confinement and dielectric screening. Intersubband transitions within a conduction band are different from interband recombination; in a quantum well they require an electric-field polarization component along the confinement direction.
Devices. Quantum wells, wires and dots allow wavelength engineering, carrier localization and altered optical gain for LEDs and semiconductor lasers. Concentrating states near selected transition energies can improve differential gain and reduce thresholds under appropriate injection and loss conditions. Dot ensembles can instead have substantial inhomogeneous broadening from size variation; nonradiative surface traps and carrier capture can limit an otherwise attractive design. Material confinement does not alone ensure high quantum efficiency.
An applied field across a quantum well shifts electron and hole envelopes apart, usually red-shifting the exciton transition and reducing overlap: the quantum-confined Stark effect. This supports electroabsorption modulation and tuneable optical transitions. Conduction-band intersubband energies can also be engineered for infrared detectors and cascade-laser designs. Optical waveguides and cavities confine photons and affect mode overlap or spontaneous-emission rates, but that photonic confinement is distinct from the carrier quantization derived above. Both must be specified when predicting a real device's threshold, spectrum and output.
A high-mobility modulation-doped GaAs-AlGaAs electron gas is grown by molecular beam epitaxy as a clean layered semiconductor heterostructure. An undoped gallium arsenide region is followed by an undoped aluminium gallium arsenide spacer and a donor-doped barrier region, commonly with a protective cap. The closely matched crystal structures allow a high-quality heterojunction. The spacer supplies a crucial separation: the mobile electrons reside away from the ionized donors, reducing impurity scattering compared with putting the donors directly in the conducting layer.
The larger conduction band energy on the aluminium gallium arsenide side permits donor electrons to transfer into gallium arsenide. The resulting charge separation creates band bending; together with the band offset, it forms a roughly triangular quantum well at the interface. The normal-direction wavefunction is confined, while motion parallel to the interface remains approximately free:
When only the lowest confinement subband is occupied, this is a two-dimensional electron gas. It is the quantized normal motion, not a physically zero layer thickness, that makes the low-energy system two-dimensional.
Figure 1.
Remote donors supply a clean interface channel with quantized normal motion
. Details.
At zero magnetic field, one occupied spin-degenerate parabolic subband has constant density of states per area per energy, above its edge. A perpendicular field quantizes the in-plane orbital motion into Landau levels:
Here is the material's effective spin factor and is the positive elementary charge; no free-electron assumption is made for this semiconductor. Each resolved spin branch contains states per unit area. The ideal density of states becomes
with Landau-level broadening in a real sample. The Landau filling factor
counts the carrier density in units of one spin-resolved level's degeneracy. Two unresolved spin branches have twice that degeneracy; resolved branches must not each be counted twice.
Disorder localizes states in the broadened level tails, while extended states occur near level centres. As varies, occupation of localized states can change without changing the number of current-carrying edge channels. This produces a finite-width quantum Hall plateau, rather than quantization only at isolated fields. In a mobility gap, longitudinal resistivity approaches zero and the Hall magnitude is for occupied transmitting branches. When the chemical potential passes through extended states, longitudinal dissipation peaks and the Hall value changes to another plateau. A spectral density of states can remain nonzero where transport is localized. Very strong disorder can destroy the resolved quantum Hall regime; the statement is not that any amount of disorder improves it.
Figure 2.
Broadened Landau levels and an illustrative integer Hall staircase with longitudinal peaks
. Details.
The original plot is schematic, not fitted data. At fixed sheet density, increasing decreases Landau filling factor, so the Hall magnitude climbs through plateaus while longitudinal peaks separate the plateaus. The signed Hall voltage depends on carrier and probe conventions.
For the gate calculation, the target sheet density is fixed by the desired Landau filling factor:
Use top-gate density tuning in the parallel-plate approximation. The geometric capacitance per unit area is
Therefore
The gate must become more negative relative to the electron gas, reducing its density. The voltage is the change from the gate setting associated with the stated initial density; if that setting is defined as zero, it is the required gate voltage. Work-function offsets, trapped charge and quantum capacitance are neglected. An absolute voltage referenced to some other uncalibrated potential cannot be inferred from geometry alone. Numerical values use exact SI and , and .[ref]
For the subsequently specified five-channel plateau, the chemical potential between the fifth and sixth resolved branches means , not ten. The physical contact order in the PDF is along one side of the mesa. Use ideal equilibrating Ohmic contacts and the Landauer-Büttiker formula, rather than inferring a longitudinal measurement merely from the contacts being drawn on one edge.
Choose one field polarity so the chiral order is . With ,
Contacts 2 and 4 are voltage probes, so . With , this gives , , and . Hence
for this circulation. Reversing the field reverses the contact order and gives with the same voltage ordering. The resistance magnitude is ; it is not zero. Contact 2 samples the outgoing source potential and contact 4 the outgoing drain potential for the chosen chirality.
The antidot is a depleted island supporting closed quantum Hall edge states. Tunnelling between those states and opposite propagating edges can produce resonant backscattering and resistance peaks as varies. One electronic Aharonov-Bohm phase winds by when flux through a fixed effective orbit area changes by . Using the supplied area as that effective area,
With the two spin-split branches of the lowest orbital level occupied, the common Coulomb-dominated antidot oscillation model has two charge rearrangements per added flux. Both branches contribute to charge buildup; screening and their capacitive coupling can make tunnelling through the outer edge occur twice during the cycle. It then gives
This is two electron-tunnelling resonances per flux cycle, not evidence that the mobile particles have charge . The primary charging model specifically addresses this two-spin regime.[ref]
Figure 3.
Chiral reservoir potentials and the distinction between flux period and two-spin charging resonances
. Details.
The sketch shows resistance peaks in a weak-backscattering configuration, with arbitrary height and linewidth because tunnel couplings and temperature are unspecified. A two-spin count alone does not force two independent noninteracting resonance series to be exactly half a flux period apart: their relative positions also depend on spin splitting and confinement. Thus describes the stated charging-model interpretation; is the single-electron fixed-area flux period. The actual enclosed edge-orbit area can differ from the geometrically depleted area.
For bulk filling two and total forward transmission in spin-resolved units, ideal chiral probes give the longitudinal four-terminal resistance
Resonant loss of transmission therefore gives peaks. Their size, background and detailed shape cannot be calculated from the supplied area and bulk filling alone. If the gates instead make a tunnelling path that enhances forward transmission, the resonant contrast can be reversed; the plotted peak convention is explicitly the backscattering one.
A quantum point contact is made by using negative surface split gates to leave a short narrow channel in a clean two-dimensional electron gas. Its length should be smaller than the transport mean free path; transverse confinement should be strong enough that subband spacing exceeds thermal and lifetime broadening. Low-resistance Ohmic contacts connect large reservoirs. Apply a small source–drain bias, measure current and differential conductance, and sweep the gate to change the channel width or barrier height. Contact and wiring series resistance must be accounted for when comparing plateau values.
The Landauer formula explains the conductance without treating the short channel as a diffusive wire. For each propagating one-dimensional mode, the density of states and group velocity cancel in the incident flux, leaving per spin per energy interval. The reservoir occupation difference supplies the net current:
The factor two assumes unresolved spin degeneracy. In zero-temperature linear response,
A well-transmitted channel has , giving steps as modes open. A finite two-terminal resistance persists even for a perfectly ballistic channel because reservoirs inject only a finite number of modes; it is not evidence of resistive scattering inside the channel. Gate-controlled point-contact conductance quantization was demonstrated in a two-dimensional electron gas.[ref]
The saddle-point model of a quantum point contact resolves how modes open. Near the bottleneck, choose the channel direction as and write
Transverse harmonic confinement gives barrier tops . Scattering through the inverted longitudinal harmonic barrier gives
Small longitudinal curvature makes a sharp transmission threshold compared with the transverse subband spacing; finite curvature rounds each conductance step. This is the explicit smooth-barrier model developed for a saddle constriction.[ref]
Figure 1.
Mode thresholds and half-integer differential plateaus in a stipulated symmetric-bias model
. Details.
At larger source–drain bias, the current samples a finite energy window. For a rigid transmission spectrum at zero temperature,
With symmetric bias, , the nonlinear conductance of a quantum point contact is
If both window edges sample open modes, the usual plateau remains. If one edge samples and the other , differential conductance approaches : a half-integer plateau relative to the zero-bias step. It is a bias-window effect, not half an electron spin degeneracy. Ridges in gate–bias transconductance occur when a reservoir chemical potential crosses a subband threshold; their separations can measure subband energies.
The half-plateau expression assumes symmetric bias and an approximately bias-independent barrier. An asymmetric voltage drop or self-consistent shift of changes the numerical relation. At still larger biases, heating and inelastic scattering can invalidate a rigid elastic saddle model. Thus the zero-bias quantization counts transmitted modes, while nonlinear spectroscopy compares mode counts at the two ends of the bias window.
A straight line in against means . Reading its intercept and slope gives approximately and ; the graphical precision is only a few percent. Hence the molar heat capacity is approximately
The linear electronic heat capacity comes from conduction electrons within energy of order of the Fermi energy; the Pauli exclusion principle prevents deeply occupied states from contributing freely. The cubic lattice term is the low-temperature Debye heat capacity of three-dimensional acoustic phonons, whose low-frequency density of states is proportional to frequency squared. These are molar coefficients, so the temperature powers carry the extra kelvin factors indicated.
Put , with . For a single quantum state of energy , dilute Maxwell–Boltzmann statistics gives . For bosons this is the leading expansion of ; the occupation must be small for that expansion. Thus the grand potential is
With the ground-state energy set to zero, a dilute classical gas requires , giving negative . This sign is relative to the chosen energy zero. For an ideal Bose gas, approaches the ground energy from below at condensation, so it approaches zero with this convention.
The printed degeneracy formula requires , rather than strictly positive integers. With zero-point energy omitted these are the appropriate oscillator quantum numbers. The stars and bars count of three nonnegative integers summing to gives
There is one ground state at . If the integers were strictly positive, the count would instead be for , inconsistent with both the printed formula and its energy reference.
For large , . Consecutive energy shells are separated by , giving the continuum density of states
Use this when , and integrate the single-state grand potential over energy:
because the integral is . Particle number follows by differentiating at fixed temperature and trap frequency:
These are the high-temperature expressions for the classical grand potential in a harmonic trap.
Extrapolating to gives the requested transition scale
It is an order-one estimate because Maxwell-Boltzmann occupations cease to be accurate near condensation. The Bose-Einstein distribution gives the more precise ideal-trap result , and hence , about times the estimate. Excess particles populate the ground state after the excited-state capacity saturates: Bose condensation in a three-dimensional harmonic trap.
The observation of Bose-Einstein condensation in rubidium in 1995 implemented laser precooling followed by radio-frequency evaporation from a magnetic trap. Imaging the released cloud revealed a narrow anisotropic component within a broader thermal population. This provides an experimental connection to the population-counting argument; the measured expansion also reflects interactions and imaging resolution, not just the ideal-trap density of states.[ref]
Semiconductor doping introduces electrically active impurities. In gallium arsenide, silicon has one more valence electron than gallium but one fewer than arsenic. Silicon on a gallium site can therefore supply a shallow donor electron, while silicon on an arsenic site can accept an electron and leave a mobile hole. It is an amphoteric dopant, so its net effect depends on site occupation and growth conditions.[ref]
For isotropic parabolic bands, shift the energy origin in the given free-electron density of states to the appropriate band edge and use its effective mass:
and, for valence electron states,
The stated normalization includes the two spin states and assumes one effective valley. In a nondegenerate semiconductor, the conduction occupation is approximately and the probability of a valence hole is approximately . Substituting in the first integral, and the corresponding hole energy in the second, gives
where the effective density of states values are and . The factor comes from the supplied Gaussian-weighted integral. Multiplying cancels the shared thermodynamic equilibrium chemical potential and proves the semiconductor mass-action law:
For the given sample and . With complete donor ionization and occupied acceptors, charge neutrality gives . At the given masses and gap give
Solving the compensated semiconductor equations, or using , yields
The very small minority density is consistent with the wide gap and the strongly n-type balance. Also and , checking the nondegenerate approximation. The acceptor levels are occupied in this n-type regime; complete acceptor ionization in the compensation equation is appropriate to the model.
At low temperature dopant freeze-out reduces the conduction-electron population; a quantitative curve would require dopant binding energies and occupation factors. Once donors are ionized while intrinsic excitation is negligible, gives an extrinsic plateau. At higher temperature intrinsic pairs eventually dominate, so if the gap and masses are treated as constant. Real gap and mass changes modify that last expression.
An intrinsic semiconductor has negligible electrically active impurity doping, and thermal excitation across its band gap produces equal electron and hole densities . In an extrinsic sample, semiconductor doping supplies donor impurities or acceptor impurities, so one carrier species dominates over a range of temperatures. Doping does not remove the possibility of low-temperature dopant freeze-out or high-temperature intrinsic behavior.
Assume parabolic isotropic band edges, spin degeneracy two, a single valley, thermal equilibrium and nondegenerate carriers. Write for the Fermi level, and measure conduction-band energy by . Counting momentum states gives the density of states per unit volume
The low-occupation Maxwell–Boltzmann statistics gives
The substitution and give the coefficient. Similarly and . Multiplication eliminates , proving the semiconductor mass-action law
Here the supplied effective masses are treated as the masses entering the effective density of states. A detailed multivalley silicon model would require the appropriate valley degeneracy and density-of-states masses consistently; adding an extra factor without changing the stated model would alter the requested expression.
A pentavalent arsenic impurity supplies a weakly bound excess electron. In the hydrogenic donor state approximation, dielectric screening reduces the Coulomb attraction and the band effective mass replaces the free mass. Hence the donor binding energy is
This is the effective-mass estimate, without a material-specific central-cell correction.
For the temperature plot use donor density and no acceptors. The charge neutrality with partial donor ionization model puts and includes the twofold spin degeneracy of an occupied donor:
These equations give three regimes. At low temperature, is negligible and strong dopant freeze-out gives . At intermediate temperature, the donors are almost ionized and intrinsic holes remain rare, so . At high temperature, . Thus the log-density plot against inverse temperature has a steep intrinsic segment on the left, a nearly horizontal extrinsic plateau, and a freeze-out decline on the right; the and factors give slight curvature.
Figure 1.
Carrier freeze-out, extrinsic plateau and intrinsic excitation in the specified donor model
. Original charge-neutral calculation using , constant , the supplied single-valley effective masses and donor degeneracy factor two. Dotted lines show limiting expressions where they apply; the shaded temperature interval uses a stated ten-percent plateau tolerance. Details.
To quantify “approximately constant”, require . At , the specified model gives , and . The full neutrality equations give the ten-percent plateau interval
The lower boundary is set by donor ionization and the upper boundary by intrinsic electron-hole production. The large ratio allows substantial donor ionization even when ; using only would incorrectly exclude much of the plateau. The quoted interval depends on the chosen tolerance and the constant-gap band model, rather than being an exact measured range for arsenic-doped silicon.
Angle-resolved photoemission spectroscopy maps occupied energy bands: ultraviolet or x-ray photons eject electrons, and an energy- and angle-resolving analyzer measures and emission direction. The photoelectric effect gives the binding energy ; the parallel momentum follows from , up to surface reciprocal vectors. Clean surfaces and controlled photon energy are needed, and an occupied-state measurement alone does not map an empty conduction band.
Scanning tunneling spectroscopy instead brings a conducting tip close to a surface and modulates the bias while recording the differential tunnel current. At low temperature with a smooth tip density of states and tunnelling matrix element, probes the local density of states near energy . The signal is thermally broadened and depends on tunnelling selection, so it is not an unqualified map of the whole bulk band structure.
Bulk probes complement these surface measurements. In the de Haas-van Alphen effect, a low-temperature magnetization or torque measurement versus magnetic field gives quantum-oscillation frequencies , measuring extremal Fermi surface sections; temperature damping gives a cyclotron effective mass. The linear electronic heat capacity gives the density of low-energy excitations at the Fermi level. Optical absorption measures transition thresholds and matrix-element-weighted joint densities, rather than a unique full dispersion by itself.
Only states within an energy window of order around the Fermi energy can change occupation in a degenerate metal. A Sommerfeld expansion gives electronic energy above its zero-temperature value proportional to , hence . Three-dimensional linear-dispersion acoustic phonons have density of states proportional to ; integrating their Bose occupations gives thermal energy proportional to and the Debye heat capacity . Thus at sufficiently low temperature in the normal state.
Reading the straight low-temperature fit gives approximately and . These estimates agree with the reported fit to this material in the original experiment.[ref] Treating the graph values as approximate, the molar density of states is
The stipulated two electrons per formula unit give . For a single spin-degenerate parabolic band, the molar density of states is . Hence
These are model-dependent effective parameters inferred from the measured heat capacity and assumed carrier count, rather than an independent determination of a unique band structure.
Using the Debye prefactor stated in the question gives
This prefactor counts three effective modes per formula unit. Consistently choosing the same count for the Debye wavevector gives . The corresponding average sound speed is
There is a normalization choice here: a formula unit has 31 atoms. With the conventional full atomic-mode count, the molar Debye coefficient contains an additional factor 31, and both and increase by . That convention gives and , while leaving the inferred sound speed unchanged. The mode count in the Debye model must be used consistently; mixing the printed temperature with an atomic-count wavevector gives an erroneous sound speed.
The upward curvature above about indicates low-energy vibrations missing from a pure acoustic model. In this cage compound, the original analysis fits an additional localized mode with , assigned to a rattling mode of a barium guest atom.[ref] At temperatures high compared with all relevant phonon energies, the full lattice approaches the Dulong-Petit law, . The reduced three-mode model alone approaches and omits the other branches. An approximately linear electronic term can still be added while the carriers remain degenerate, but cannot be extrapolated beyond their Fermi temperature.
A solid stores thermal energy in lattice vibrations and, when available, electronic and other excitations. For a nonmagnetic insulating crystal at sufficiently low temperature, the gap suppresses mobile electronic excitations and the leading bulk contribution normally comes from acoustic phonons. The three-dimensional Debye heat capacity is
The vibrational density of states scales as , so only a fraction proportional to of the modes is thermally active at low temperature. The two limiting forms are
The high-temperature value is the Dulong-Petit law, or per mole of atoms. Optical phonons add thermally activated contributions as their characteristic energies become accessible. A multiatom cell has more branches, but still three vibrational degrees of freedom per atom.
A normal metal has an additional low-temperature electronic heat capacity. The Pauli exclusion principle restricts excitations to a shell of width about around the Fermi energy. The number of thermally active electrons is therefore proportional to , rather than the total electron number contributing a classical heat capacity. With spin-summed electronic density of states for the whole specimen,
For a three-dimensional free-electron gas, and . Only a small fraction of the classical electronic value is accessible when , even though the electronic term dominates the phonon term as in a normal gapless metal.
Figure 1.
Debye lattice heat capacity and the low-temperature electronic intercept in a normal metal
. Details.
Plotting against gives a straight line with intercept and slope in the appropriate low-temperature range. This separates the electronic density-of-states information from the acoustic-phonon scale. In a Fermi liquid, the interacting quasiparticle density of states replaces the free value, so an enhanced effective mass enhances .
The qualifications matter experimentally. Superconductivity can gap electronic excitations, magnetic order adds magnetic excitations, defects can generate additional low-temperature terms, and low-dimensional or very small specimens need not obey the bulk cubic law. The Debye expression is for constant-volume heat capacity; constant-pressure heat capacity differs through thermal expansion, although the difference is often small at low temperature. Thus the normal-metal and ordinary insulating limits are useful leading behaviors, not universal formulas for every solid in every phase.
A normal Fermi liquid describes an interacting fermion system whose low-energy excitations remain continuously connected to adding particles to or removing particles from a Fermi gas. The elementary long-lived excitation is a Landau quasiparticle: adding a particle also changes the surrounding many-body state. Its energy, velocity and interactions are renormalized, even though its electric charge and spin remain those appropriate to the excitation.
Near an isotropic Fermi surface,
Residual interactions make the quasiparticle energy depend on the occupations of other quasiparticles, expressed by the Landau quasiparticle energy functional. Its angular components give the Landau parameters controlling density and spin responses. Thus the successful particle picture does not mean that interactions have become zero.
Pauli blocking restricts the final states available for low-energy collisions. In an ordinary three-dimensional Fermi liquid with regular interactions, a representative decay law is
At , the width vanishes faster than , so an excitation becomes increasingly sharp as it approaches the Fermi surface. Its coherent spectral weight is the quasiparticle residue , and the physical electron occupation has a discontinuity of height at zero temperature. Incoherent spectral weight accounts for the remainder. The quasiparticle occupations themselves obey a Fermi-Dirac distribution.
Several leading thermodynamic signatures retain their gas-like form but have interaction-dependent coefficients. In particular,
for an isotropic spin-one-half model, with the spin-summed quasiparticle density of states per volume. effective mass changes , while the dimensionless interaction parameters separately change the spin susceptibility and compressibility. Collisionless collective density motion can propagate as zero sound, distinct from the single-particle excitations.
The quasiparticle scattering rate often underlies a low-temperature contribution to metallic electrical resistivity, but a mechanism relaxing electrical electric current is needed. In a clean Galilean-invariant continuum, electron-electron collisions conserve total momentum and do not alone give a finite dc electrical resistivity. Crystal Umklapp scattering or other current-relaxing processes change that conclusion.
Normal liquid helium-3 and many metals motivate the Fermi-liquid framework. Pairing, magnetic ordering or other transitions can reconstruct the low-energy states. Generic interacting one-dimensional fermion systems instead form a different low-energy state, so the three-dimensional quasiparticle conclusions should not simply be transferred to a chain.
Why degenerate perturbation theory is needed. If several unperturbed states have equal or nearly equal energy, a perturbation can mix them at leading order. In that subspace, diagonalize the perturbation matrix rather than using nondegenerate formulas with small energy denominators. The resulting eigenvectors identify the combinations selected by the coupling, and the eigenvalues give the leading splitting. Other remote states can then be included perturbatively.
For the linear combination of atomic orbitals description of molecular hydrogen, equivalent atomic states on the two nuclei supply the nearly degenerate starting functions. In an orthonormal two-state model, equal diagonal energy and real hopping give and symmetric/antisymmetric combinations. For actual overlapping atomic functions with overlap and Hamiltonian coupling , one instead solves a generalized eigenvalue problem:
The bonding state has enhanced density between the nuclei and the antibonding state a separating node. Two opposite-spin electrons occupying the bonding molecular orbital describe the simplest closed-shell hydrogen-molecule bond. Electron-electron interaction and nuclear repulsion are needed to calculate a realistic total binding energy; the two-state splitting alone is not the full molecular energy.
In the nearly-free electron model, the analogous degenerate states are plane waves and at a Bragg scattering. A Fourier coefficient of the periodic potential couples them. At exact degeneracy , diagonalizing their two-by-two matrix gives
The associated standing waves place electronic density differently relative to the ionic potential. These are the same gap-opening combinations illustrated in Q1(b). The labels of the two starting basis states survive as mixed orbital or plane-wave character, rather than independent crossing eigenstates.
Origin of broad and narrow bands. Spatially extended s/p-derived orbitals have substantial overlap and therefore large hopping amplitudes and broad bands. More localized d orbitals overlap less strongly and produce narrower bands. A multiorbital tight-binding calculation assigns the on-site orbital energies and hopping matrices, forms Bloch sums, and diagonalizes the resulting matrix at each wavevector. Different hopping ranges and orbital symmetry determine the bandwidths and allowed interband coupling. The two-band description retains one broad combination and one nearly flat d-derived combination; a real transition metal contains several d orbitals and more complicated dispersions.
Hybridized eigenvalues and eigenstates. Let , in an orthonormal basis. Hermitian operator fixes the reverse coupling to be . Projection onto the two components gives
Solving this quadratic yields the band hybridization dispersion
For nonzero , one eigenvector representation is , followed by normalization. Thus the wavefunctions exchange broad-band and d-band character through the avoided crossing; the levels are equal mixtures at the uncoupled crossing.
At , the parabola crosses the horizontal level at , with . For small nonzero , the curves avoid crossing with minimum direct separation . The lower branch follows the parabola below the crossing and flattens toward above it; the upper does the opposite. The lower branch satisfies everywhere and tends to from below as , while the upper branch always lies above . This is the perfectly flat-band continuum approximation, with zone-boundary intersections excluded as requested.
Figure 1.
Uncoupled and weakly hybridized broad/flat bands, with the shifted Fermi radius and small lower-band slope
. Details.
Fixed particle number and the larger Fermi sphere. Denote the uncoupled broad-band Fermi radius by to distinguish it from the new one . With two spin states, the broad-band number density at is . The stipulated equal population in the flat sector makes the total density twice that value. At zero temperature and any nonzero hybridization, all occupied states fit into the monotonic lower branch below , while the upper branch is empty. Therefore
This is the stated factor increase. It uses fixed total particle number, equal spin counting, an exactly flat unhybridized band and enough available states below any Brillouin-zone restriction. In generic pairs of dispersive bands both hybridized pockets can remain occupied; then Fermi-volume conservation in two hybridized electron bands fixes a sum of volumes rather than this one radius. The exactly flat band is degenerate at , so its initial occupation must be specified, as it is here.
Fermi-velocity suppression. Set . The exact derivative of the lower branch is
At , and . For , the square bracket divided by two is . Since group velocity is and the broad-band reference velocity is ,
so the flat-band hybridization Fermi-velocity suppression is
The reference velocity is that of the original broad-band Fermi sphere, not the broad-band slope at the larger ; omitting the radius change loses the factor .
The low-temperature qualification becomes more stringent as : the new chemical potential approaches with , and the relevant thermal energy must be small compared with this hybridization scale. At fixed nonzero temperature the singular flat-band redistribution is not automatically resolved for arbitrarily small coupling. A small but finite narrow-band dispersion can also change the occupation topology.
Density of states and magnetism. For an isotropic three-dimensional branch with spin degeneracy two,
A small Fermi velocity therefore produces a large density of states. The localized, partially filled d-derived bands in iron, cobalt and nickel place many states close to the Fermi level; broad s/p-derived conduction bands in copper, silver and gold coexist with filled d bands lying below it. This explains the substantially larger Fermi-level density of states of the former group within the band picture. An exact factor of ten requires the actual band parameters and is not fixed by the two-band toy model.
A high density of states lowers the kinetic-energy cost of spin polarization. A repulsive exchange interaction can then satisfy the Stoner criterion and stabilize ferromagnetism. With a single-spin density of states and an on-site interaction normalization, the criterion is ; with spin-summed , it is . The large d-state contribution favors this instability in Fe, Co and Ni. The noble metals do not satisfy the corresponding instability condition in the same ordinary state; this does not imply that they have no weak magnetic response whatsoever.