Files
ZephCore/zephcore/ADAPTIVE_CAD.md
T

9.9 KiB
Raw Blame History

Adaptive CAD — Site-Calibrated Listen-Before-Talk

ZephCore's listen-before-talk (LBT) runs a hardware Channel Activity Detection (CAD) before every transmission: the radio's LoRa correlator searches the channel for chirps, and TX is deferred while activity is detected. How sensitive that search is comes down to one register value, cadDetPeak — and the right value depends on where the node lives.

  • Too sensitive (detPeak too low): chirp-like interference — other LoRa networks, other spreading factors on the same frequency — triggers false positives. The node keeps deferring TX for nothing, wasting 100200 ms retry cycles and adding latency; in bad cases it hits the 4-second CAD watchdog.
  • Not sensitive enough (detPeak too high): real transmissions are missed and the node transmits over ongoing packets, causing on-air collisions.

A quiet valley node and a 50-network hilltop node need different values. Adaptive CAD measures the site and finds the value, instead of shipping one hardcoded number to everyone.

Important physics note: cadDetPeak is a correlation peak-to-noise threshold inside the radio's despreader — not a dBm level. The RSSI noise floor cannot be converted into a detPeak value, which is why this feature measures CAD behaviour directly instead of deriving it from RSSI.

How it works

Every cad.probe.interval seconds (default 15), when the radio is idle in receive mode, the firmware runs one calibration CAD probe and immediately re-arms RX. A probe takes one CAD duration — about 4 ms at SF7/250 kHz, up to ~130 ms at SF12/125 kHz — so the added radio deaf time is roughly 0.1%. Probes also run in RX duty-cycle (sniff) mode: the duty cycle is briefly interrupted and re-armed, within the same preamble-catch budget philosophy the sniff-mode math already accepts.

Each probe tests one level: a signed offset from the chip family's per-SF base detPeak (SX126x: SF+13; LR11xx/LR2021: the 5668 table). Results accumulate per level:

  • probes — how many CADs ran at this level
  • busy — raw "activity detected" verdicts
  • fp — suspected false positives: busy verdicts where no packet materialised right after (see filtering below)
  • tptrue positives: busy verdicts confirmed by actual RX activity immediately after the probe

Filtering, because a "busy" verdict during apparent silence may be a real below-noise-floor packet (detecting those is CAD's whole purpose):

  1. Probes are skipped entirely when the channel is visibly busy (RSSI more than 7 dB above the learned noise floor) or a packet is being received — those teach nothing about false positives.
  2. After a busy verdict, RX is restarted and the firmware waits ~8 symbol times: a real transmitter is still on the air and trips the receive path. If nothing shows up, the verdict counts as a suspected false positive. Residual contamination by real traffic biases the estimate conservative (higher detPeak), which is the safe direction.

Statistics decay (halve) every 6 hours so the picture stays fresh, and reset completely whenever the radio parameters change (frequency, SF, BW — the data is only valid for one configuration).

Auto mode (staircase) — ON by default

cad.auto ships on, on repeaters and companions alike. A one-sided staircase controller acts on the probe stats:

The controller is knee-seeking. The false-positive-vs-detPeak curve falls as detPeak rises (less sensitive → fewer false detects) and flattens past a knee; the sweet spot is that knee — the most sensitive detPeak whose FP has already bottomed out. Probes sample the operating level and both neighbours (op1 more sensitive, op+1 less sensitive; op weighted half, each neighbour a quarter) so the staircase can read the local curve slope:

  • Step up (less sensitive) when the level above is markedly cleaner — FP drops ≥5%/level (CAD_KNEE_SLOPE_PERMILLE). That means we're on the steep part below the knee; climb toward it.
  • Step down (more sensitive) only on a flat plateau (frontier no worse than operating, slope <5%/level) that is already clean (FP ≤5%, CAD_PLATEAU_CLEAN_PERMILLE) — reclaim sensitivity that costs nothing.
  • Otherwise hold — either at the knee (steep below, flat above) or on a noisy flat plateau.

Using slopes rather than an absolute FP target makes convergence independent of a site's FP floor (which varies with traffic and with the classifier's residual false-positive rate). The clean-plateau guard is what stops a flat-but-noisy curve from walking to the sensitive rail: there, holding is the least-bad move, while a genuinely quiet flat-low site correctly descends to the floor. Each involved rung needs ≥120 samples (CAD_STEP_MIN_PROBES) before a step, so a decision lands roughly every 12 hours at the default interval.

A step decision requires the operating rung (and, for the direction chosen, its neighbour) to be warm; get cad's three-rung window shows exactly those levels, so the slope the controller is acting on is visible directly. The offset is persisted to flash whenever it steps.

The offset is clamped to 8…+12 levels around the family base — wide enough that a dense hilltop can settle much less sensitive and a quiet valley node much more sensitive. The driver additionally clamps the absolute detPeak (SX126x 1540, LR11xx/LR20xx 4890). That absolute clamp is a firmware guardrail, not a chip limit — cadDetPeak is a full 8-bit register (0255) — it simply stops the staircase from wandering into "CAD never fires" (detPeak too high → LBT effectively off) or "CAD always busy" (too low → node can't transmit) territory. Quiet sites converge below the standard value — more sensitive LBT than any fixed-config firmware, meaning fewer TX-over-RX stomps. Noisy sites ratchet up until false positives vanish.

To watch or hand-tune instead of letting it self-adjust, set cad.auto off (see below).

Reading the status

Out of the box the node calibrates itself — you don't have to do anything. To see what it's doing:

get cad

Compact output (kept short so it survives a truncated LoRa reply):

> a:on o:-1 pk:20(b21/4s) iv:15s
-2(19) 241p 9b 7f 2t 3%
-1(20) 900p 5b 3f 2t 0%
+0(21) 300p 2b 0f 2t 0%

Header: a auto on/off · o operating offset · pk operating detPeak · b family base · 4s 4 symbols · iv probe interval. Per level: level(peak) probes busy fp tp fp%%fp = suspected false positives, tp = busy verdicts confirmed by a real packet, fp%% = integer false-positive rate. Only levels that have been probed print, so in auto mode you'll usually see the operating level and its frontier.

Here the staircase has already stepped to offset 1 (peak 20): the 1 level is clean (0%) over 900 probes while 2 shows a 3% jump, so 1 is this site's knee.

Dry-run / manual tuning

Prefer to observe or pin the value yourself? Turn the staircase off:

set cad.auto off

Probing continues (stats keep updating) but the operating offset no longer moves. In dry-run the probe sweep covers levels 4…+4 evenly, so get cad shows the whole false-positive-vs-detPeak curve. Read it bottom-up: the level where fp%% jumps from ~0 is the knee; sit one step above it. Then pin it:

set cad.offset -1

Negative offset = more sensitive LBT (catches weaker signals, risks false busy); positive = less sensitive. Range 8…+12. Re-enable the staircase any time with set cad.auto on. Offset changes (manual or automatic) appear in the log as cad: step down/up -> offset N.

To collect dry-run data faster, drop the interval (probing is temporary then): set cad.probe.interval 10. At the default 15 s, allow ~a day for a knee to resolve clearly, longer to capture day/night variation.

Command reference

Command Default Description
get cad Status + per-level statistics (see above).
set cad.auto <on|off> on Staircase controller acts on the stats. Off = observe/hand-tune.
set cad.offset <n> 0 Operating offset, 8…12. Negative = more sensitive. Applied live.
set cad.probe.interval <sec> 15 Probe cadence; 0 disables probing (and freezes auto), 10255 otherwise.
set cad.reset Clear accumulated statistics (RAM only).

All settings persist in prefs and apply to every role — repeater, room server, and companion (companions reach the CLI via the v-contact admin chat or USB serial). Command keywords are case-insensitive (Get cad works); command values like passwords and node names are not, so on /off must be lowercase.

Notes and limits

  • SX127x boards (TTGO LoRa32, T-Beam classic) have no hardware CAD; get cad reports not available and the settings are inert. Their LBT remains the RSSI-based int.thresh gate.
  • The false-positive side is measured; the miss side mostly is not. A too-high detPeak shows up as on-air collisions, which a single node cannot observe. That is why the workflow is "find the lowest clean level and sit at it", never "raise it until problems stop being visible". The tp column is the one local miss-side signal: probes that detected real below-noise-floor traffic.
  • detPeak is the only adaptive knob. cadDetMin stays at Semtech's universal 10; the symbol count is fixed at 4 (better mid-payload detection than 2 — most of a mesh packet's airtime is payload, and that is where a pre-TX CAD usually lands). The drivers scale their CAD timeout with symbol count and preset automatically.
  • Statistics are RAM-only and restart after a reboot; the learned offset is persisted. Mixed fleets are fine — this feature changes only when this node decides the channel is busy, not anything on the air.
  • Related but separate: int.thresh (RSSI-above-floor software gate) and dc.restarts (sniff-mode false-preamble counter) still work as before; adaptive CAD complements them.