Doppler Effect and Temporal Fading Statistics
Fading in the Time Domain
Section 6.3 characterised the distribution of the fading envelope — but not how fast it changes. A pedestrian at 3 km/h and a vehicle at 120 km/h experience the same Rayleigh distribution, yet the temporal behaviour is completely different. The Doppler effect governs how rapidly the channel changes, which determines whether the channel is "fast fading" or "slow fading" relative to the symbol duration.
Definition: Doppler Shift
Doppler Shift
A mobile moving at velocity receives a signal from a scatterer at angle relative to the direction of motion. The Doppler shift on that path is
where is the maximum Doppler shift (or maximum Doppler frequency).
| Velocity | ||
|---|---|---|
| 3 km/h (pedestrian) | 2 GHz | 5.6 Hz |
| 60 km/h (urban) | 2 GHz | 111 Hz |
| 120 km/h (highway) | 2 GHz | 222 Hz |
| 300 km/h (train) | 3.5 GHz | 972 Hz |
Theorem: Clarke/Jakes Doppler Spectrum
Under the Clarke model (2D isotropic scattering, uniform angle of arrival , many scatterers), the Doppler power spectrum of the fading process is
This is the characteristic U-shaped (bathtub) spectrum: the power density diverges at and has a minimum at .
Scatterers at and produce the extreme Doppler shifts . Since and changes slowly near , many angles map to Doppler shifts near , creating the peaks. Near (), changes rapidly, so fewer angles contribute, creating the dip.
Change of variables
The scattered power arriving from angle is (uniform).
The Doppler shift is , so and .
There are two solutions ( and ), so:
.
Clarke/Jakes Doppler Spectrum
Adjust the mobile velocity to see how the maximum Doppler shift changes the width of the U-shaped spectrum and the corresponding autocorrelation function.
Parameters
Definition: Coherence Time
Coherence Time
The coherence time is the time duration over which the channel's fading coefficient remains approximately constant (correlation ).
Under the Clarke model, the autocorrelation of the fading process is
where is the zeroth-order Bessel function of the first kind. The coherence time is approximately
(defined as the time where ).
A common engineering approximation is
Classification:
- : slow fading — channel constant over one symbol
- : fast fading — channel changes within one symbol
Definition: Level Crossing Rate and Average Fade Duration
Level Crossing Rate and Average Fade Duration
The level crossing rate (LCR) is the expected number of times per second the fading envelope crosses a threshold in the positive direction:
where is the normalised threshold.
The average fade duration (AFD) is the average time the envelope stays below :
These quantities are critical for designing error-correction coding and interleaving depth.
Example: Coherence Time at Highway Speed
A vehicle at km/h communicates at GHz.
(a) Compute the maximum Doppler shift .
(b) Compute the coherence time .
(c) If the OFDM symbol duration is s (5G NR), is this slow or fast fading?
Maximum Doppler shift
m/s.
Hz.
Coherence time
ms.
Classification
ms.
The channel is slow fading — it remains approximately constant over one OFDM symbol. However, over a slot of 14 symbols ( ms), the channel changes appreciably, requiring channel estimation updates.
Common Mistake: Fast Fading Does Not Mean Deep Fading
Mistake:
Assuming "fast fading" means the fading is more severe or deeper.
Correction:
"Fast" and "slow" refer to how quickly the channel changes relative to the symbol duration, not to the depth of fades. A slow-fading channel can have deep Rayleigh fades; a fast-fading channel averages them out within a symbol (which can actually improve performance through time diversity).
Quick Check
A pedestrian at 5 km/h uses a 900 MHz phone. What is the maximum Doppler shift?
4.2 Hz
15 Hz
42 Hz
1.5 Hz
m/s. Hz Hz.
Doppler Estimation in Practice
In real systems, the maximum Doppler shift is not known a priori and must be estimated from the received signal. Practical considerations:
-
Pilot-based estimation: 5G NR uses DMRS (Demodulation Reference Signals) spaced in time. The pilot spacing in the time domain must satisfy (Nyquist criterion on the fading process). For 120 km/h at 3.5 GHz ( Hz), this requires pilots every ms — hence NR places DMRS in every slot.
-
Doppler ambiguity: If pilot spacing violates Nyquist, the estimated Doppler is aliased, causing catastrophic channel estimation errors. This limits the maximum supportable velocity for each numerology: 15 kHz spacing supports up to km/h at 2 GHz, but 120 kHz spacing (used at mmWave) supports only km/h at 28 GHz.
-
Numerical issues: The Clarke/Jakes spectrum has integrable singularities at . In simulation, clip the spectrum at or use the sum-of-sinusoids approach to avoid numerical overflow.
- •
Pilot spacing in time:
- •
Maximum velocity per numerology is limited by pilot density
Doppler Shift
Frequency shift experienced by a signal arriving at angle relative to the mobile's direction of motion.
Related: Doppler Spread, Coherence Time, Confusing Resolution with Maximum Unambiguous Range/Velocity
Coherence Time
: the time duration over which the channel remains approximately constant. Inversely proportional to maximum Doppler shift.
Related: Doppler Shift, Slow Fading, Fast Fading