The LEO Channel Model: Path Loss, Doppler, Time-Variance
What Is Different About the LEO Channel
Section 23.1 pinned down the orbital geometry. We now zoom in on the radio link itself. The LEO link has four salient features that make it unlike any terrestrial channel.
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It is strongly line-of-sight. For any elevation above the terminal has a clear sky view of the satellite. Shadowing and multipath exist but are dominated by a single specular path.
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The free-space path loss is enormous. At Ka band ( GHz) and a slant range of km, the FSPL is dB. Closing the link at all requires high-gain terminal antennas and multi-Watt satellite EIRPs.
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The channel is fast-varying through Doppler. The terminal sees velocity ratio, so at GHz the peak Doppler is kHz. This is two to three orders of magnitude larger than the peak Doppler on any terrestrial channel ( kHz at GHz / km/h).
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Doppler is deterministic. Unlike terrestrial Doppler spectra (Jakes, classical), the LEO Doppler shift is known from the satellite ephemeris and the terminal position. Almost all of it can be pre-compensated. The uncompensable residual is much smaller but still hundreds of Hz.
The signal model throughout this section uses for the narrowband channel vector from a single satellite to the terminal. At Ka band and LEO distances, is essentially a steering- vector response scaled by a slow complex gain plus a residual Doppler-induced phase rotation.
Definition: LEO Link Budget and Received SNR
LEO Link Budget and Received SNR
The narrowband received SNR on a clear-sky LEO link is
where is the satellite (or terminal) transmit power, and are the end antenna gains, is the wavelength, is the slant range, is the rain-fade loss, accounts for clear-air gaseous absorption, is the polarization mismatch, is the Boltzmann constant, is the receiver system noise temperature, and is the signal bandwidth. The ratio (dB/K) is the terminal figure of merit used in every link-budget table. For a Starlink-class Ka-band terminal, dB/K; for a phased-array UE on a car roof it is closer to dB/K.
Theorem: LEO Doppler Shift vs Elevation Angle
Consider a LEO satellite of circular-orbit velocity passing through the zenith of a fixed terminal along a ground track aligned with the terminal meridian. At elevation angle during the approaching half of the pass, the instantaneous one-way Doppler shift at carrier frequency is
and the peak value at the horizon () is
so that at Ka band ( GHz, km/s) the peak is approximately kHz one-way, MHz two-way. At S band ( GHz) the peak drops to kHz one-way.
The instantaneous Doppler is the radial velocity divided by wavelength. At zenith the satellite's velocity is entirely tangential, so the radial component is zero and (the Doppler sign flips here, from approaching-positive to receding-negative). At the horizon the radial component is nearly the full , so the Doppler peaks. The closed-form expression uses the sine rule to express the radial projection in terms of , , and , and the small--over- approximation gives the familiar upper bound.
Radial velocity from geometry
In the Earth-centered inertial frame, the satellite moves at speed tangent to its circular orbit. The line from the terminal to the satellite makes an angle with the orbit tangent. By the sine rule in the triangle formed by the Earth's center, the terminal, and the satellite, , giving . The radial velocity is .
Convert to frequency shift
The one-way narrowband Doppler is (approaching-positive convention). Substituting and (keeping only the leading term for the small-angle expansion) gives the stated formula.
Horizon limit
At , and , so and . For km this evaluates to β essentially the plain bound.
LEO Doppler vs Elevation Angle at S, Ku, and Ka Bands
The one-way Doppler shift of a LEO satellite swings from at horizon-approach to at horizon-departure, passing through zero at zenith. The amplitude is linear in the carrier frequency , which is why S band ( GHz) is an order of magnitude friendlier than Ka band ( GHz) on this axis alone. We plot the full elevation sweep for a single overhead pass and mark the minimum-elevation cutoff where operational service actually starts.
Parameters
Ka Band
The Ka-band radio spectrum, nominally β GHz, with β GHz typically used for satellite downlinks and β GHz for uplinks. The main attraction of Ka band for NTN is the β GHz of contiguous bandwidth; the penalty is rain fade (dominant excess loss) and the largest Doppler shifts of any current satcom band. Starlink, OneWeb, and Kuiper all operate on Ka band as their primary broadband spectrum.
Related: LEO Link Budget and Received SNR, Rain Fade, Doppler Shift
Doppler Shift
The frequency offset induced by relative radial motion between transmitter and receiver. For a LEO satellite at km/s and GHz, the peak one-way Doppler is approximately kHz β two orders of magnitude larger than any terrestrial case. Unlike terrestrial Doppler, LEO Doppler is deterministic: it can be computed from satellite ephemeris and pre-compensated open-loop.
Related: Ephemeris, LEO Link Budget and Received SNR, Ka Band
Rain Fade
Atmospheric attenuation due to precipitation along an Earth-space path, dominant above about GHz. Modeled statistically by ITU-R Recommendation P.618. At Ka band, typical rain-fade exceedance levels are dB for of year and β dB for of year. Mitigations include static margin, adaptive coding and modulation, gateway site diversity, and β the topic of this chapter β macro-diversity across multiple simultaneously serving satellites.
Related: Ka Band, Macro-Diversity Gain, Itu R
Definition: Narrowband Satellite Channel Vector
Narrowband Satellite Channel Vector
Consider a single LEO satellite with an on-board digital array of elements illuminating a single-antenna user at angular position (relative to the satellite's bore-sight). The narrowband downlink channel at a given time instant is
where is the slow complex gain (incorporating path loss, rain fade, and polarization), is the instantaneous Doppler shift of the dominant path, is the satellite array's steering vector, and collects diffuse scatter contributions with total variance . The Rician K-factor is typically β dB for Ka-band LEO with the terminal outdoors.
The key structural feature β and the one Section 23.3 exploits β is that the dominant LOS direction is deterministic from the satellite ephemeris. The array response can be computed offline, and the Doppler phasor is pre-compensated before OFDM processing. What remains is a slowly varying amplitude and the residual diffuse term.
This is a drastically simpler model than the terrestrial multipath channels of Chapters 2 and 10. The simplification is real: LEO channels genuinely look like this, with Rician factors well above dB for typical Ka-band deployments.
Example: Doppler Numbers at S, Ku, and Ka Bands
A LEO satellite at km orbits with km/s. Compute the peak one-way Doppler shift and the peak Doppler rate of change at zenith for carriers GHz (S, Ku, Ka bands). Compare with a typical OFDM subcarrier spacing of kHz (5G NR FR2 numerology ).
Peak Doppler
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- S band: kHz.
- Ku band: kHz.
- Ka band: kHz.
Doppler rate at zenith
At zenith the Doppler crosses zero but its derivative is maximal: . Plug numbers (using km):
- S band: Hz/s.
- Ku band: kHz/s.
- Ka band: kHz/s.
Compare to OFDM subcarrier spacing
With kHz, the uncompensated Ka-band peak Doppler of kHz is β far beyond the tolerable bound for OFDM (Section 23.4). Pre-compensation via ephemeris therefore is mandatory. After pre-compensation the residual uncertainty on is Hz, comfortably below .
Rain Fade at Ka Band
Rain fade is the single largest source of variable excess loss on a Ka-band satellite link and is the reason operators run careful link-margin calculations. The ITU-R P.618 model predicts rain attenuation from local rainfall rate statistics. Representative numbers at GHz, elevation, temperate climate:
- 0.01% of year exceedance (heavy rain): β dB.
- 0.1% exceedance (moderate rain): β dB.
- 1% exceedance (light rain): β dB.
- Clear sky: dB (atmospheric absorption only).
A dB rain fade reduces the SNR to a tenth of its clear-sky value and can kill the link entirely if the terminal is operating near its sensitivity threshold. Mitigation strategies:
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Static link margin β design the link for a worst-case rain event. Wastes spectral efficiency during the of time the sky is clear.
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Adaptive modulation and coding (ACM) β drop to a lower-rate MCS when rain attenuation is detected. Standard in modern DVB-S2X.
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Site diversity β route traffic through a gateway at a different geographic location. Gateways are cheap relative to satellites, so large operators deploy several per region.
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Macro-diversity across satellites. If a terminal can pick from visible satellites at different elevation angles, the rain path is different for each, and the effective rain margin improves by a factor roughly proportional to . This is one of the payoffs of the cell-free architecture of Section 23.3.
- β’
Ka-band link margin must budget dB for rain at availability
- β’
Terminal drops during rain due to increased sky noise temperature
- β’
Rain fade affects both uplink and downlink independently
Doppler Shift Profile During a LEO Pass
Satellite Coverage Footprint vs Altitude
The slant range at a given minimum elevation sets the radius of the coverage footprint on the ground. We plot how this footprint radius grows with altitude for three minimum-elevation thresholds. Lower elevation means a larger footprint per satellite (fewer satellites needed for global coverage) but higher path loss and more rain margin. Operators pick the threshold depending on whether they want few expensive satellites (GEO-like) or many cheap satellites (LEO- like). This trade-off is the reason the Starlink shell sits at km rather than further out.
Parameters
Common Mistake: Jakes Spectrum Does Not Apply to LEO
Mistake:
A common mistake is to apply the Jakes / classical Doppler spectrum (Chapter 2, terrestrial fading) to the LEO channel, assuming a U-shaped distribution of Doppler around a peak . Under this assumption the channel is modelled as rich scatter with rapid decorrelation and the system designer reaches for OFDM subcarrier spacings in the tens of kilohertz.
Correction:
Jakes assumes isotropic scatter around a moving terminal in a dense multipath environment. The LEO channel has almost no scatter β β dB Rician K β and a single dominant LOS component with a deterministic Doppler shift set by ephemeris. The right picture is not a Doppler spectrum but a Doppler line whose frequency varies predictably over the pass. After pre-compensation, the effective spectrum is a narrow peak near zero with Hz residual. Design OFDM for the residual, not for the raw Doppler, and budget for open-loop pre-compensation as a first-class processing step.
Quick Check
A LEO constellation at km operates at GHz (downlink Ka). Using the small--over- approximation, what is the peak one-way Doppler shift at low elevation? (Take km/s.)
kHz
kHz
kHz
MHz
kHz. A more careful calculation with the exact formula at elevation yields kHz, confirming the simple bound.
Why This Matters: Why Ka Band for LEO Despite the Doppler Penalty
Ka band (β GHz downlink, β GHz uplink) is the main broadband spectrum for Starlink, OneWeb, and Kuiper despite incurring a larger Doppler than S band. The reason is bandwidth: the Ka band offers contiguous β GHz chunks, compared to the β MHz typical of L/S-band satcom. Bandwidth beats Doppler because Doppler is a per-symbol effect (a few hundred Hz residual after pre-compensation) while bandwidth determines the system throughput directly. The design challenge β which this chapter addresses β is to handle the Doppler with open-loop pre-compensation and robust waveform choices so that the Ka-band bandwidth translates into actual delivered data rate.
Key Takeaway
The LEO channel is LOS-dominated with a large but deterministic Doppler shift and a manageable residual. Ephemeris-driven pre-compensation removes almost all of the raw Doppler, leaving Hz of residual that OFDM can tolerate. The remaining engineering effort goes into (a) closing the Ka-band link budget (rain fade and path loss), and (b) exploiting macro-diversity across multiple visible satellites, which is the subject of Section 23.3.