Signal Distortion: Amplitude, Phase & Nonlinear

Distortion is any deterministic change that prevents a signal from emerging as a scaled, delayed copy of itself. This entry separates amplitude and group-delay distortion from nonlinear compression and intermodulation, then connects each mechanism to the measurement and correction that can actually reveal or repair it.

A signal is undistorted when the receiver gets the same waveform, multiplied by a constant and shifted in time. Anything else changes relationships among the signal's components. A linear channel does that by applying unequal gain or unequal delay across frequency; a nonlinear device does it by making gain or phase depend on instantaneous level and thereby creates frequencies that were never present at its input.

Those mechanisms demand different tests and different repairs. A frequency-response sweep cannot characterize compression, a two-tone IP3 test cannot reveal group-delay ripple, and a single EVM number cannot identify either root cause by itself.

The reference definition #

For an input x(t)x(t), the ideal output is

y(t)=Kx(t−τ0),y(t)=Kx(t-\tau_0),

where KK is a constant gain and τ0\tau_0 a constant delay. Gain and delay may be inconvenient, but they do not change shape. Distortion is the residual after those two harmless freedoms are removed.

For a linear time-invariant (LTI) path with transfer function

H(f)=∣H(f)∣ejϕ(f),H(f)=|H(f)|e^{j\phi(f)},

the distortionless condition over the occupied signal band of a real waveform is

H(f)=Ke−j2πfτ0.H(f)=Ke^{-j2\pi f\tau_0}.

It requires two things at once:

  • ∣H(f)∣=K|H(f)|=K: constant magnitude, so every spectral component is scaled equally;
  • ϕ(f)=−2πfτ0\phi(f)=-2\pi f\tau_0 (up to a sign inversion): linear phase, so every component receives the same delay.

For a complex baseband envelope, the equivalent condition may include a constant rotation, Hbb(f)=Kejϕ0e−j2πfτ0H_{bb}(f)=Ke^{j\phi_0}e^{-j2\pi f\tau_0}, because a coherent receiver can absorb one carrier-phase offset. Applying an arbitrary common phase to all positive-frequency components of a general real waveform is not the same freedom: conjugate symmetry constrains the negative-frequency response. In either representation, phase curvature across the occupied band is what produces frequency-dependent delay.

Linear distortion changes existing components #

An LTI path never invents frequencies. It changes the complex coefficient multiplying each frequency already present.

Mechanism What varies across the occupied band Time-domain result
amplitude distortion $ H(f)
phase distortion ϕ(f)\phi(f) is not affine components no longer line up in time
group-delay distortion τg(f)\tau_g(f) is not constant envelopes spread; transients ring; symbols leak into neighbours

Amplitude distortion #

Suppose

x(t)=cos⁡(2π⋅1 MHz t)+cos⁡(2π⋅4 MHz t).x(t)=\cos(2\pi\cdot1\,\text{MHz}\,t)+\cos(2\pi\cdot4\,\text{MHz}\,t).

If the path is 0 dB at 1 MHz and −6.02-6.02 dB at 4 MHz, its output, after removing common delay, is

y(t)=cos⁡(2π⋅1 MHz t)+0.5cos⁡(2π⋅4 MHz t).y(t)=\cos(2\pi\cdot1\,\text{MHz}\,t)+0.5\cos(2\pi\cdot4\,\text{MHz}\,t).

No new line appears in the spectrum, yet the peaks, zero crossings, and crest factor of the sum change because one component is now half as large relative to the other. The same mechanism rounds digital edges: a transition needs a weighted set of harmonics, so attenuating the high-frequency terms changes the transition rather than merely making it smaller.

Phase and group-delay distortion #

Group delay is the negative slope of unwrapped phase:

  τg(f)=−12πdϕ(f)df  .\boxed{\;\tau_g(f)=-\frac{1}{2\pi}\frac{d\phi(f)}{df}\;}.

Linear phase gives constant τg\tau_g and therefore only a time shift. Phase curvature makes τg\tau_g frequency-dependent. Different portions of a pulse spectrum then emerge at different times and cannot reconstruct the original pulse shape.

Why delay ripple becomes ISI #

After the transmit filter, channel, and receive filter, symbol-rate samples obey

y[m]=∑kakh[(m−k)T+τ]+n[m].y[m]=\sum_k a_k h[(m-k)T+\tau]+n[m].

A Nyquist pulse has h(nT)=0h(nT)=0 for nonzero integer nn at the intended sampling phase. Amplitude tilt or group-delay ripple changes the composite impulse response, moves energy away from the main sample, and makes those neighbouring samples nonzero. That is inter-symbol interference (ISI): linear distortion observed at the decision instants. Timing recovery can choose the best sampling phase, but it cannot make a dispersed impulse response collapse back to one sample; that requires equalization. See symbol timing and ISI for the receiver loop and equalizer choices.

Nonlinear distortion creates new components #

A memoryless weak nonlinearity can be expanded around its operating point:

y(t)=a0+a1x(t)+a2x2(t)+a3x3(t)+⋯ .y(t)=a_0+a_1x(t)+a_2x^2(t)+a_3x^3(t)+\cdots.

For a single tone x(t)=Acos⁡ωtx(t)=A\cos\omega t,

x2(t)=A22(1+cos⁡2ωt),x^2(t)=\frac{A^2}{2}\left(1+\cos2\omega t\right),

x3(t)=A34(3cos⁡ωt+cos⁡3ωt).x^3(t)=\frac{A^3}{4}\left(3\cos\omega t+\cos3\omega t\right).

The second-order term creates DC and a second harmonic; the third-order term changes the fundamental gain and creates a third harmonic. Those harmonics may fall outside a narrow channel and be filtered. With multiple tones, however, intermodulation products can land beside or inside wanted channels.

For equal tones at f1f_1 and f2f_2, third-order terms include

2f1−f2and2f2−f1.2f_1-f_2 \qquad\text{and}\qquad 2f_2-f_1.

P1dB and IP3 answer different questions #

1 dB compression point, P1dB
The input or output power where gain has fallen 1 dB below the extrapolated small-signal gain. It is an observed large-signal point and must be labelled IIP1dB or OIP1dB when the reference side is not obvious.
Third-order intercept, IP3
The hypothetical intersection of extrapolated fundamental and third-order-product lines: slopes of 1 and 3 dB per dB of input. IIP3 refers the intersection to input; OIP3 refers it to output.

AM-AM, AM-PM, and memory #

For a narrowband RF signal represented by complex envelope x(t)=r(t)ejθ(t)x(t)=r(t)e^{j\theta(t)}, a memoryless power amplifier can be described as

y(t)=A(r)ej[θ(t)+Φ(r)].y(t)=A(r)e^{j[\theta(t)+\Phi(r)]}.

  • AM-AM is A(r)A(r): output magnitude as a function of input magnitude. Compression is AM-AM distortion.
  • AM-PM is Φ(r)\Phi(r): phase shift as a function of input magnitude. Envelope peaks rotate differently from small samples even when average carrier phase is correct.

Real wideband amplifiers also have memory. Transport delay, rapid thermal time constants in active devices, and envelope-dependent behaviour in biasing components make the present output depend on previous envelope values. A memoryless AM-AM/AM-PM curve then becomes a thick loop rather than a single-valued curve.

The Volterra series is the general extension of a power series to nonlinear systems with memory: each order contains a multidimensional convolution kernel. Its full term count is impractical for a wideband transmitter. Memory-polynomial and generalized-memory-polynomial (GMP) models retain selected delayed envelope terms such as

y[n]≈∑k∈{1,3,5,… }∑m=0Mak,m x[n−m]∣x[n−m]∣k−1y[n]\approx\sum_{k\in\{1,3,5,\dots\}}\sum_{m=0}^{M} a_{k,m}\,x[n-m]|x[n-m]|^{k-1}

plus lagging and leading envelope cross-terms. This is why a two-tone IP3 measured at one spacing can look excellent while a wideband modulated waveform still has poor EVM or spectral regrowth: the wider waveform excites memory that the test did not represent.

Four measurements, four different questions #

The diagram is a first split, not a full test plan. Noise can obscure every branch, and a nonlinear DUT can corrupt a multitone group-delay measurement itself.

Test Stimulus and result Reveals Does not prove
complex frequency response calibrated swept tone or VNA; S21(f)S_{21}(f) magnitude and phase gain tilt, notches, phase curvature, mismatch interactions behaviour at large modulated peaks
group delay derivative or finite difference of unwrapped phase differential arrival time across frequency absolute latency unless timing reference and ambiguity are controlled
harmonic / two-tone one or two CW tones plus power sweep harmonic orders, IM2/IM3, P1dB, IIP3/OIP3 wideband memory under the deployed waveform
EVM known digitally modulated reference against measured I/Q aggregate in-band residual error at a declared reference plane a unique cause; out-of-band emissions

Frequency response and group delay #

Measure both magnitude and phase across the actual occupied band, including transition margin. A VNA estimates group delay from the phase difference over a finite frequency aperture:

τg≈−12πΔϕΔf.\tau_g\approx-\frac{1}{2\pi}\frac{\Delta\phi}{\Delta f}.

A wider Δf\Delta f improves delay stability for a given phase-noise error but smooths narrow delay features; a smaller aperture improves frequency resolution but amplifies phase noise. Phase must be unwrapped before differentiation. Near a deep notch, low SNR and rapid phase rotation can make the numerical delay huge or meaningless, so inspect ∣S21∣|S_{21}| beside τg\tau_g rather than reading delay alone.

Rohde & Schwarz documents a second trap: a multicarrier stimulus gives fast simultaneous group-delay measurement, but the DUT and instruments can create intermodulation products exactly on other carrier bins. What looks like delay ripple may then be nonlinear contamination. Repeat at lower total power or with stepped CW before blaming the channel.

Two-tone test #

Use equal tones, state their spacing and power per tone, and sweep level through the intended operating region. Verify that the sources, combiner, fixtures, and spectrum analyser have more linearity than the DUT. The close-in IM3 products give IP3; a separate single-tone gain sweep gives P1dB.

Tone spacing is part of the test condition. Closely spaced tones probe slow envelope variation; wider spacing excites different electrical and thermal memory. For a wideband PA, repeat with representative spacings and then with the real modulated waveform.

EVM #

For ideal complex symbols sks_k and aligned measured symbols zkz_k,

EVMrms=∑k∣zk−sk∣2∑k∣sk∣2.EVM_{rms}=\sqrt{\frac{\sum_k|z_k-s_k|^2}{\sum_k|s_k|^2}}.

EVM collects noise, residual frequency/phase error, I/Q imbalance, linear distortion left after allowed correction, clipping, and nonlinear memory into one in-band number. Error-vector magnitude versus time, phase versus magnitude, and the error-vector spectrum are more diagnostic than the scalar average.

The reference plane and allowed corrections are part of the definition. ETSI TS 138 104 V19.5.0 measures NR base-station EVM after the FFT and a zero-forcing per-subcarrier amplitude/phase equalizer. Its Release 19 limits for PDSCH are 17.5% for QPSK, 12.5% for 16-QAM, 8% for 64-QAM, 3.5% for 256-QAM, and 2.5% or 2.8% for 1024-QAM depending on whether frequency is at or below 4.2 GHz or above it. Those are compliance numbers for that defined procedure, not universal constellation thresholds.

Correct the mechanism #

Linear equalization #

If the path is stable and LTI, estimate H(f)H(f) or its impulse response and apply an inverse-shaped filter at the transmitter or receiver. A linear equalizer can correct magnitude and phase together; an analog all-pass network is a narrower tool for group-delay shaping with ideally unchanged magnitude.

The literal zero-forcing inverse,

GZF(f)=1H(f),G_{ZF}(f)=\frac{1}{H(f)},

is dangerous near a channel null: it amplifies noise and model error without bound. An MMSE form regularizes the inversion,

GMMSE(f)=H∗(f)∣H(f)∣2+Sn(f)/Sx(f),G_{MMSE}(f)=\frac{H^*(f)}{|H(f)|^2+S_n(f)/S_x(f)},

and deliberately leaves residual distortion where exact inversion would cost more noise than it removes. Equalizer length must cover the significant channel impulse response; a short filter cannot undo a long echo.

Pre-emphasis spends transmit headroom to boost frequencies that the path attenuates. Receive equalization does not spend transmitter headroom but boosts in-band noise wherever it boosts the signal. Severe sampled channel memory belongs with the DFE or sequence-estimation methods described in symbol timing and ISI.

Nonlinear correction #

There are three practical levers:

  1. Back off the drive. Peaks remain in the small-signal region, reducing compression and intermodulation at the cost of average RF power and efficiency.
  2. Choose a more linear device or architecture. This moves P1dB and IP3 rather than trying to invert them later.
  3. Predistort. Apply an approximate inverse ahead of the nonlinear device so that predistorter plus amplifier is close to linear.

A memoryless lookup table can invert stable AM-AM and AM-PM curves. A wideband PA generally needs a memory polynomial or GMP identified from a time-aligned observation of actual amplifier input and output. The observation receiver must sample enough bandwidth to represent the modeled nonlinear products, not merely the wanted channel. When the amplifier transfer changes, the model must be identified again or adapted; an inverse fitted to the old transfer is no longer its inverse.

In a transmitter, evaluate in-band EVM and out-of-band spectral regrowth together. A correction that makes constellation points look better while worsening adjacent-channel emissions is not a successful linearization.

Diagnostic signatures #

Observation Most likely mechanism Decisive next test Corrective direction
$ S_{21} $ tilts, phase is nearly affine, no new tones amplitude distortion
magnitude is flat but τg(f)\tau_g(f) ripples; impulse has pre/postcursors phase/group-delay distortion phase-unwrapped VNA sweep plus impulse/eye view phase-aware FIR/all-pass equalization
eye closes as symbol rate rises but reopens at lower rate channel memory relative to TT measure impulse response in symbol periods longer/equalized pulse response or lower rate
harmonics appear with one tone memoryless nonlinearity or clipping single-tone power sweep backoff, bias/device change, harmonic filtering where applicable
close-in IM3 rises 3 dB for each 1 dB of input weak cubic nonlinearity two-tone sweep; calculate IIP3/OIP3 improve linearity or reduce level
EVM and adjacent-channel leakage improve rapidly with backoff PA compression / nonlinear memory modulated power sweep backoff or DPD
two-tone result is good, wideband EVM is poor untested memory, crest factor, or bandwidth-dependent path representative modulated stimulus and several tone spacings memory-aware DPD or wider linear path
group-delay ripple disappears when multitone power is reduced measurement-generated intermodulation repeat with stepped CW lower stimulus or use a more linear setup
pre-equalizer waveform is poor but standards EVM is good compliance equalizer removed linear channel response compare before/after defined equalizer decide whether system, component, or compliance plane matters
equalizer coefficients explode around one frequency deep notch / near-nonminimum usable channel inspect magnitude, noise gain, and impulse response MMSE regularization, diversity, or change the physical path

The shortest reliable workflow is: declare the signal band and reference plane → measure complex small-signal response → sweep power with one and two tones → measure the deployed waveform's EVM and adjacent-channel emissions → apply only the correction that matches the observed mechanism. Distortion is not one scalar defect; it is a family of transformations, and diagnosis succeeds when the test preserves that distinction.

Sources

  1. paperNyquist — Certain Topics in Telegraph Transmission Theory
  2. docsRohde & Schwarz 1EF98 — Group Delay Measurements with Signal and Spectrum Analyzers
  3. articleAnalog Devices — Understand Wireless Data Sheet Specifications, Part 1
  4. paperMorgan et al. — A Generalized Memory Polynomial Model for Digital Predistortion of RF Power Amplifiers
  5. articleAnalog Devices — Digital Predistortion for RF Communications: From Equations to Implementation
  6. docsETSI TS 138 104 V19.5.0 — NR Base Station Radio Transmission and Reception
  7. docsKeysight 5989-3144 — Making and Interpreting EVM Measurements

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