Electromagnetic Momentum
A light beam carries no mass, yet it pushes: shine it on a surface and the surface feels a force. We trace that force back to the fields, which store energy with density and carry it along the Poynting vector .
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Field Energy and Poynting Flux
Electric and magnetic fields store energy locally. In vacuum, their instantaneous energy densities are
An ideal plane electromagnetic wave has . Substitution of gives
The equality holds point by point for a vacuum plane wave. Near an antenna, capacitor, waveguide wall, or material boundary, electric and magnetic energy densities can differ strongly. The plane-wave relation must be established from geometry and field data before it is used to combine energy terms.
The time average of a squared sinusoid is one half its peak square. With , the average energy density is
The RMS convention should be identified whenever energy, intensity, or pressure is computed from a measured field. A field meter can report peak, RMS, or detector-scaled amplitude. Mixing a peak electric amplitude with an RMS magnetic amplitude changes the result by a factor of or two, depending on the formula.
Energy density alone does not specify transport direction. A standing wave can have large local field energy while its time-averaged energy flux vanishes. A source-near field can store and return energy over each cycle without carrying the same energy to infinity. The flux calculation therefore requires both electric and magnetic components with their directions and relative phase.
The Poynting theorem
Take the dot product of the Ampère–Maxwell equation with and the dot product of Faraday's law with . Combining the two with the vector identity for the divergence of a cross product gives the local energy balance
where
is the Poynting vector. The term transfers energy between fields and charges. In a source-free vacuum region it is zero, so local field-energy change is balanced by the divergence of energy flux.
In a plane wave, , , and form a right-handed triad. The Poynting-vector magnitude is
The instantaneous flux oscillates at twice the field frequency because it contains a product of in-phase sinusoidal fields. Its cycle average is the intensity:
Intensity has units . Its definition requires a surface normal to the local propagation direction. A slanted detector of area intercepts power in the uniform-beam approximation, where is the angle between detector normal and .
The integral form over a fixed volume is
It distinguishes energy that enters a volume through its surface from energy converted to mechanical motion, internal excitation, or heat within the volume. A resistor absorbs electromagnetic energy through fields around its conductors; a capacitor stores field energy in its gap; a source delivers energy to fields through charge work. Circuit symbols omit those spatial paths, but the integral theorem keeps the energy accounting consistent across the entire apparatus.
Intensity and Energy Measurement
An intensity measurement needs an active area, an orientation, a response spectrum, and a calibration traceable to power or field. A thermal detector estimates absorbed power from temperature change or electrical substitution. A photodiode produces a current related to photon absorption and responsivity. An antenna or pickup loop measures a field-linked voltage that requires an effective-area or effective-height calibration before conversion to intensity.
Power is the surface integral
A broad uniform beam normal to a detector has . A Gaussian beam, a focused beam, a spherical wave, or a partially blocked aperture needs the measured spatial distribution. Scan the detector across the beam with a stated step size, correct background and detector nonlinearity, then integrate the corrected normal flux over area. A central maximum multiplied by aperture area overestimates a beam whose edges carry lower intensity.
Flux maps and pulse energy
The Poynting vector is a local quantity. A two-dimensional map of and can be converted into a map of only after both component directions and relative phases are known. A scalar intensity detector gives one projection of time-averaged flux. It cannot determine whether local energy circulates, returns from a boundary, or crosses the detector plane at an oblique angle. Vector field probes or a model constrained by component measurements are needed when the direction of energy transport matters.
A pulse crossing a plane of area has transmitted energy
A plane pulse with uniform transverse area and duration has when is the time-averaged intensity over a carrier cycle. A few-cycle pulse needs its instantaneous Poynting flux integrated directly; the carrier-average approximation can obscure envelope edges and detector bandwidth effects.
Field-energy maps need a volume convention. A numerical grid often stores electric and magnetic components at staggered positions and times. Interpolating both to a common cell center before forming , , and avoids artificial checkerboard patterns. The cell energy and net flux through its faces should satisfy a discrete Poynting balance up to source, loss, and numerical truncation terms. A displayed arrow field can look smooth while its cell-by-cell energy balance fails.
The volume integral exposes sign errors. If more Poynting flux enters a source-free cell than leaves during a time interval, stored field energy must increase. If net outgoing flux exceeds incoming flux, stored energy must decrease. A negative term means charges deliver energy to the fields; a positive term means fields deliver energy to charges. The sign depends on the definition of conventional current and electric field, so a circuit current arrow must be reconciled with the local direction before power is interpreted.
Time averaging requires a stated window. A continuous sinusoid has a period average that removes the oscillation in . A modulated signal has an envelope whose average depends on window length. A pulse train needs averaging over an integer number of repetitions or an explicit duty-cycle factor. A detector with a thermal time constant reports a long average; a fast electro-optic sensor can resolve carrier or envelope structure. Matching theoretical average to detector response prevents a comparison of unlike quantities.
A pulse-energy calibration may use electrical substitution. Deliver known electrical energy to a thermal absorber, establish the detector response, then expose the same absorber to the electromagnetic pulse under identical thermal conditions. Detector linearity must be checked across the pulse-energy range. Window transmission, surface reflection, aperture clipping, and absorber emissivity change the amount of incident energy that becomes the calibrated detector signal. Those factors belong in a throughput model, not in an unexplained detector constant.
Beam maps require sampling density tied to the narrowest spatial structure. A wide Gaussian beam may be represented by a coarse grid near its edges and a fine grid near its center. A beam with interference fringes, speckle, or aperture diffraction needs sampling fine enough to resolve the fringe spacing. Repeat the area integral after refining the scan. The change in integrated power provides a direct resolution uncertainty; a visually smooth color map provides no comparable error estimate.
The field-energy description also separates propagation loss from detector loss. A drop in measured power between two planes can arise from beam divergence, material absorption, scattering, reflection, or a detector aperture that clips the beam. Surveying the transverse flux at both planes identifies whether total flux has fallen or merely spread beyond one detector. The corresponding model must include the same surface area at both planes.
Momentum and Radiation Pressure
Electromagnetic energy carries momentum. In vacuum, the momentum density is
and a pulse of total energy traveling in one direction carries momentum magnitude
The result follows from the field momentum density and applies to the net energy that crosses a surface. A travelling wave transfers momentum to matter when it is absorbed, reflected, scattered, or redirected. The transferred momentum appears as mechanical force, deformation, or a support reaction. The local force distribution depends on beam shape, material response, and surface geometry.
For normal incidence on a perfectly absorbing surface, momentum flux per unit area is
The symbol denotes radiation pressure, with units . A perfectly reflecting mirror reverses the normal momentum of the wave, giving
An opaque surface with absorptance and reflectance , where , has normal-incidence pressure in the ideal specular model. Diffuse reflection, transmission, surface roughness, and heating-driven motion require a momentum balance using the actual outgoing angular distribution.
Oblique incidence introduces an area projection and a momentum projection. Let be the angle between the incoming wave direction and surface normal. The incident power crossing one unit area of the physical surface is . Its normal momentum fraction adds another . An absorbing plane therefore has normal pressure
An ideal specular reflector doubles that normal pressure. Tangential momentum remains with the reflected beam in the smooth-specular model; a rough or absorbing surface can receive tangential momentum and experience a lateral force. The surface normal, beam direction, and outgoing directions belong in the force diagram.
Radiation pressure is small for ordinary room illumination. An intensity of gives an absorbing-surface pressure of about . The force becomes measurable with large area, high intensity, low mechanical stiffness, or long averaging time. A laser beam can exert a detectable force on a lightweight mirror, while thermal expansion, air currents, and electrostatic attraction can easily exceed the radiation force in an unshielded setup.
Force measurement uses an independent mechanical calibration. A torsion balance, flexure, optical lever, or force transducer converts displacement into force through a stated stiffness or transfer function. Modulate beam intensity at a frequency away from ambient vibration, then demodulate the mechanical response with the same reference. A beam shutter test measures background drift. Reversing a mirror orientation or exchanging absorber and reflector targets tests the predicted momentum change while retaining the mechanical apparatus.
Beam momentum can also be inferred from force balance on an absorbing volume. A calorimeter measures absorbed power, while a force sensor measures the momentum rate. The ratio should approach for a stationary opaque absorber in vacuum after accounting for reflected and transmitted power. Measuring both quantities with separate calibrated instruments is stronger than inferring pressure from source power alone, because source-to-target coupling and aperture loss can be measured directly.
Near Fields and Scattering
Field-energy flow close to a source differs from far-zone radiation. A driven antenna or oscillating dipole stores electric and magnetic energy in its surrounding region. During one part of a cycle, source work increases that stored energy. During another part, some stored energy returns to the source circuit. The instantaneous Poynting vector can point inward, outward, or circulate locally. A nonzero instantaneous flux therefore does not by itself establish net radiation to infinity.
Integrate Poynting theorem over a closed surface surrounding a source. The outward power is
Average a periodic source over a full cycle. The mean outward flux through a surface in the far zone is radiated power. A small surface close to the feed can have large oscillatory flux associated with field storage. Its cycle average may include source loss, conductor loss, dielectric loss, and power delivered to nearby objects. The measurement surface and its distance from the source should be part of every reported radiated-power value.
The complex Poynting vector offers a frequency-domain description of this distinction. For sinusoidal phasors under one stated convention,
Its real part gives cycle-averaged power flow. Its imaginary part describes oscillatory energy exchange associated with reactive fields. The factor one half comes from phasor averaging. Using peak phasors in one equation and RMS values in another changes the numerical factor. The field belongs in the macroscopic material form; in vacuum .
The reactive component is large near many sources and resonators. It can change sign with position or frequency without violating energy conservation. A detector that measures only absorbed average power responds mainly to the real power flow. A field-sensitive probe can respond to stored energy and require careful interpretation. Separating real and imaginary Poynting components prevents a local high field from being labeled as a high radiated intensity.
Source efficiency compares radiated power with input power. A source can draw substantial current while radiating little if it has large conductor loss, dielectric loss, mismatched feed power, or energy returned to the drive circuit. Measure input power at a stated reference plane, measure or calculate loss paths, and integrate far-zone intensity over a closed surface or a sufficiently sampled angular pattern. The difference between input and radiated power should be assigned to measured loss or uncertainty, not left as an unexplained efficiency gap.
Angular intensity maps connect local Poynting flux with total radiated power. For an axisymmetric far-field pattern with intensity , integrate
The factor converts intensity at radius to power per solid angle. Uniform sampling in polar angle does not correspond to uniform solid-angle sampling because of the weight. A detector scan should therefore retain angular coordinates and solid-angle factors before a total power is estimated.
The source boundary also determines what counts as input work. A battery, RF amplifier, optical pump, or charged capacitor can supply energy through different mechanisms. The Poynting theorem handles each case when the volume includes the relevant charges and materials. A source circuit diagram alone does not determine how much power becomes radiated flux; field and loss measurements establish that connection.
Near-field probes perturb the field they sample. A metal loop changes local magnetic boundary conditions; an electric dipole probe loads the electric field; a calorimeter absorbs energy and can shadow a beam. Repeat a source measurement with probe distance, orientation, and size varied. A stable extrapolation to a small or distant probe supports a nonperturbative interpretation. A probe-induced change in source current or far-zone pattern belongs in the measurement uncertainty.
Scattering and momentum balance
Radiation pressure is a surface-momentum balance. An incident beam carries a momentum flux vector . Each reflected, transmitted, absorbed, or scattered portion carries an outgoing momentum flux. The net force on an enclosed target equals the incoming momentum rate minus the outgoing momentum rate, together with any change in electromagnetic momentum stored inside the enclosing surface. The balance remains valid for a curved target, a refracting particle, or a rough surface; simple formulas represent special geometries.
The Maxwell stress tensor gives a field-based surface calculation in vacuum:
A closed surface surrounding matter gives force from stress flux and the time rate of field momentum inside the volume:
The tensor expression becomes valuable when incident and outgoing beams have several directions or when a target bends a beam. It avoids assigning a scalar pressure to a surface whose local normal and local field direction vary across the illuminated area.
Absorption changes both mechanical force and thermal state. A blackened target can absorb most incident optical power, increasing radiation momentum transfer and heating. Heating can expand a mount, generate convection, or change material reflectance. A force measurement that follows beam modulation at a thermal time constant can contain photothermal motion as well as radiation pressure. Modulate at several frequencies: direct momentum force follows the mechanical transfer function, while thermal force often carries an additional slow phase lag and amplitude roll-off.
Specular reflection preserves beam coherence and yields a well-defined outgoing direction. Diffuse reflection distributes outgoing momentum over many angles. A Lambertian surface may have the same reflected power as a mirror while delivering a different normal force. Measure angular power distribution when target roughness, surface texture, or scattering medium prevents a specular model. Integrating only total reflected power loses the angular momentum information required for force.
Transmission through a transparent object also transfers momentum. Refraction changes the direction of the transmitted beam, so the object receives the opposite transverse momentum change. A symmetric beam can produce zero net lateral force while creating internal stress. Optical trapping and beam steering use such momentum redirection. The surface-force calculation must use the incident and transmitted media consistently; the field momentum convention in material media requires careful treatment of polarization and magnetization. Vacuum external-surface measurements provide a clear way to determine the total force without selecting an internal momentum partition.
Beam shape affects torque as well as net force. A centered symmetric beam on a symmetric target has zero torque about its center. A beam displaced by lever arm produces torque approximately when the force direction is normal to the target. A spatial intensity map and target coordinate survey identify the center of pressure. Torsion-balance measurements must distinguish a torque generated by beam offset from an apparent force generated by a linear displacement sensor.
The target may move appreciably during a long measurement. A moving mirror Doppler shifts reflected light and changes the mechanical power balance. For a slowly moving target, radiation force is still set primarily by the incident momentum flux, but mechanical work draws energy from the beam. A full moving-boundary calculation is needed when target speed is large enough to change frequency, angle, or source coupling over the measurement interval.
Mechanical resonance can magnify a small radiation force. A compliant target driven near its natural frequency has a displacement set by force, damping, stiffness, and drive phase. Calibration with an electrostatic or magnetic actuator at the same frequency tests the mechanical transfer function. The calibration force must act at the same location and direction as the beam force or a mode-shape difference can create a scale error.
Beam and Force Measurements
Many laboratory beams have an approximately Gaussian transverse profile,
where is the radius at which intensity has fallen to of its axial value. Integrating over the full transverse plane gives
The relation connects a local intensity measurement to total beam power only when the profile is known and the beam is adequately captured. A detector centered on the axis with radius intercepts
A detector aperture smaller than the beam therefore measures a specified power fraction, not the total emitted power. A clipped beam can still supply a reliable local intensity if its active area and position are documented.
Power calibration and profile calibration are separate measurements. A calibrated thermal power meter can set the total beam scale. A camera or scanning detector can set relative spatial intensity after correcting pixel response, saturation, dark signal, and optical attenuation. Normalize the spatial map so that its area integral equals the independently measured total power. This combined approach exposes a camera gain drift or a power-meter aperture loss that neither measurement alone identifies.
Detector responsivity may depend on wavelength, polarization, incidence angle, and temperature. A power meter calibrated at one wavelength cannot be assumed to have the same response at another wavelength. An optical window can add reflection that varies with angle and polarization. A detector placed in a converging beam can sample a different angular distribution from the calibration beam. Record wavelength, beam diameter, polarization, aperture, and calibration standard in the radiometry log.
Pulsed beams need energy and repetition rate. A detector that reports average power at repetition rate gives pulse energy
only when pulses are identical and background has been removed. Peak intensity further depends on pulse duration and temporal shape. A rectangular-pulse approximation uses ; Gaussian temporal and spatial profiles require both integrals. Reporting average power alone does not determine peak radiation pressure or peak field amplitude.
An energy-balance experiment can use three readings: source power, transmitted power, and absorbed power. For a target with negligible scattering outside the measured channels,
Measure each channel with a detector that has a compatible calibration and aperture. The residual gives a closure test. A residual that changes with target angle can indicate uncollected scatter; a residual that grows with source power can indicate detector nonlinearity or heating. An energy-balance result supports a momentum calculation because the same incident, reflected, and transmitted channels determine the outgoing momentum flux.
Uncertainty propagation should retain correlation. The same power-meter calibration can scale incident and transmitted readings together. A shared aperture-radius error can change every point in a beam map. Detector noise can be independent from point to point, while source-power drift correlates an entire scan. Present total power, captured fraction, intensity scale, and radiation force with the calibration model used to combine those effects.
The force prediction should therefore be attached to measured channel powers and an explicit surface-scattering model.
Measured force may be represented as a complex response under beam modulation. Suppose beam power is modulated at angular frequency , and a calibrated mechanical transfer function relates force to sensor output. Dividing the sensor phasor by produces a force estimate with amplitude and phase. The predicted radiation force is in phase with absorbed or reflected optical power at the target, apart from the mechanical response. A delayed thermal expansion signal has an additional material time constant and can be separated by a frequency sweep.
Mechanical calibration should span the beam-force range. A large calibration force applied to a flexure can shift its stiffness or excite a different mode. A calibration at one frequency may not transfer to a beam modulation near resonance. Compare the beam force estimate against at least two actuator amplitudes and several modulation frequencies. Store displacement records and phase references; an amplitude-only comparison cannot distinguish momentum force from delayed heating.
Residual patterns diagnose incomplete energy or momentum accounting. A force residual proportional to incident power but with the wrong slope can indicate an incorrect reflectance, intercepted-power fraction, or mechanical gain. A residual that depends on target angle can indicate omitted specular or transmitted momentum. A residual that follows beam position can indicate torque coupling or aperture clipping. A residual that remains with the beam shuttered belongs to mechanical drift, electrical pickup, or background light.
Plot residuals against incident power, target angle, modulation frequency, beam position, and time. Fit one parameter only when a physical calibration independently constrains the others. A flexible fit can force a force-versus-power line through the data while hiding a target reflectance error inside a gain factor. The data record should retain channel powers, detector calibration, mechanical displacement, source reference, temperature, and target orientation for every run.
The measurement should include a shuttered null configuration. Terminate the source or block the beam upstream of the target and record detector and mechanical channels under the same timing and modulation procedure. Background can contain electrical pickup, actuator leakage, ambient light, vibration, or thermal drift. Subtracting a single mean value without retaining the background spectrum can create an apparent force at the modulation frequency. Report the null amplitude and phase beside the beam-on result.
Limits and Time-Resolved Transfer
The vacuum Poynting vector gives a direct energy-flow description when fields are measured in free space around a target. Matter adds polarization, magnetization, and mechanical stress. A dielectric-filled region can store material energy in addition to . A magnetic material can exchange energy with its internal magnetization. A dispersive material can store energy in a frequency-dependent response. The total force on a body can still be measured from external momentum flow, while partitioning momentum between fields and material inside the body requires a specified macroscopic convention.
A force balance enclosing the entire target avoids many internal-model ambiguities. Place the integration surface in surrounding vacuum, include all incident and outgoing beams, and account for any electromagnetic momentum that changes inside the volume. The external surface then supports a measurement of total force regardless of whether the target is absorbing, refracting, magnetic, or structured. The surface must be far enough from evanescent source-near fields and close enough that unrelated objects do not cross it.
Finite beams require a local propagation direction. A focused beam has a spread of wave vectors. Its Poynting vector can have transverse components, especially near a focus or aperture. The scalar normal-incidence pressure formula gives a reference estimate at a small locally plane patch. A full beam-force calculation integrates vector momentum flux over the illuminated surface and uses the angular distribution of outgoing radiation. A target much larger than the beam can simplify the capture fraction; a target comparable to beam width needs a spatial overlap integral.
Surface temperature and environmental medium set practical limits. In air, absorption heats the target and surrounding gas. Convection can exert a force much larger than radiation pressure at low modulation frequency. Acoustic pressure from a pulsed laser can move a target through a separate mechanical pathway. Measurements in vacuum, rapid modulation, beam-size variation, and target-material exchange help separate these effects. Each control changes a physical mechanism and should be incorporated into the uncertainty model rather than treated as a cosmetic repeat.
The source may fluctuate in pointing, polarization, spectrum, and power. A detector sampling only one point of a moving beam can record apparent intensity fluctuations without a change in total power. Monitor a fraction of the beam with a reference detector, record beam position at the target plane, and normalize the force data only after verifying that the reference detector response is linear and stable. A reference monitor located before a lossy optical path does not detect downstream aperture clipping or target-surface changes.
The mechanical target can also alter the optical geometry. A tilted mirror changes the return-beam path. A translating particle moves through an intensity gradient. A deforming membrane changes its local surface normal. In a strong feedback regime, beam force, target position, and optical intensity must be solved together. A static pressure calculation serves only as the small-displacement approximation about one defined operating point.
Data reduction should preserve sign conventions. The Poynting vector direction, target normal, mechanical positive displacement, sensor polarity, and modulation reference all determine the reported force sign. A reflected beam reverses an outgoing momentum component; a detector cable inversion reverses only an electronics sign. Test the complete chain with a known mechanical displacement and a known optical power change before attributing a phase inversion to radiation momentum.
Several independent checks support a final energy-and-momentum result:
- The integrated detector map agrees with a calibrated total-power reading within the stated aperture and calibration uncertainty.
- Incident, reflected, transmitted, absorbed, and scattered power channels close the energy budget within uncertainty.
- The mechanical force changes linearly with delivered target power in the low-power, small-displacement regime.
- Replacing an absorbing target with a high-reflectance target changes the predicted momentum coefficient in the measured direction.
- Shuttered, rotated, and displaced-beam controls bound background, torque, and thermal mechanisms.
The reported conclusion names the incident power at the target, beam profile, target area and optical properties, field or detector calibration, averaging interval, force-transfer calibration, surface-momentum model, and uncertainty components. It also states whether the result concerns local intensity, integrated beam power, cycle-averaged Poynting flux, pulse energy, absorbing pressure, or reflecting pressure. These quantities share a common electromagnetic energy framework but answer different experimental questions.
Pulse impulse
Radiation pressure integrated over time gives impulse. A pulse of absorbed energy delivered normally to a target transfers momentum
An ideal reflected pulse transfers
The impulse result applies even when pulse duration is shorter than the target's mechanical response time. The target can receive a brief momentum transfer and then move slowly under inertia, suspension stiffness, and damping. A force sensor with bandwidth below the optical pulse bandwidth may record the mechanical response rather than the instantaneous pressure waveform.
A pulse train has average force equal to pulse impulse times repetition rate:
This relation agrees with average power divided by when pulses have equal energy and the target absorbs them fully. A changing pulse energy, beam overlap, or reflectance changes the force term on each pulse. Record the pulse-energy distribution instead of assuming a nominal repetition-rate product represents the delivered momentum.
Impulse measurements offer an independent mechanical route to optical energy. A freely suspended target with known mass acquires a velocity change when suspension forces are negligible during the pulse. A torsion pendulum can convert the impulse into an angular deflection. Both methods require a background measurement because acoustic shock, electrical pickup, and source recoil can produce a synchronized mechanical signal. A target swap between absorber and mirror tests the expected momentum coefficient under the same pulse energy.
The pulse field can have a broad spectrum. Detector response and target reflectance may vary across that spectrum, so a single wavelength calibration can misestimate absorbed energy. Measure or bound spectral content, use a broadband calibrated energy detector, and include spectral weighting in the target-power estimate. The force formula remains an energy-momentum relation; the experimental task is determining the energy and outgoing momentum channels that actually reached the target.
Consistency checks connect the energy and force records. The time integral of detected incident flux should reproduce the independently measured pulse energy after aperture and calibration corrections. The target-force impulse should scale with that delivered energy and with the selected absorption or reflection coefficient. Reversing beam direction reverses the mechanical impulse relative to the laboratory axis. Reducing the target aperture lowers captured energy and force together, provided beam position and target properties remain fixed. A mismatch in only one of these tests points to a specific part of the model: detector integration, mechanical calibration, momentum coefficient, or target overlap.
The same audit applies to continuous beams after replacing pulse energy with power and impulse with time-averaged force. Energy, momentum, and pressure then form one quantitative chain: measured fields or detector signals determine flux; flux integrates to power; power and outgoing direction determine momentum rate; momentum rate determines force on the target. Retaining each link in the data record prevents a force result from being separated from the electromagnetic energy measurement that supports it.
Unit checks provide a compact final screen. Energy density has units , Poynting flux has units , momentum density has units , and radiation pressure has units . Multiplying a flux by area and time gives energy; dividing that energy by gives momentum. These dimensional links expose an omitted area, an RMS-versus-peak factor, a missing time integral, or a pressure calculation that used source power instead of delivered target power. They also keep local field quantities distinct from detector-integrated quantities throughout a beam or pulse analysis.
Reference-plane discipline completes the audit. State where source power is measured, where beam power is measured, and where force is measured. Cable connectors, windows, apertures, and optical elements between those planes can store, dissipate, redirect, or clip energy. Each calibration factor therefore belongs to a named transmission or response term between two reference planes. The resulting energy–momentum balance can then be reproduced from the recorded measurements.
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