2.4 GHz vs 5 GHz for Wi-Fi CSI: coverage, subcarriers and interference

By Wu Jun · Updated 2026-10-29 · 5 min read

After bandwidth, the next choice is 2.4 GHz or 5 GHz. A rough summary is that 2.4 GHz propagates farther and 5 GHz usually offers wider channels and cleaner spectrum. For CSI, however, coverage, subcarrier count, measurement rate, interference and client compatibility must be tested together. Signal bars are not enough.

This page provides a reproducible A/B process. The 5 GHz side has a complete 10-minute capture; the 2.4 GHz side has one unresolved field anomaly, which we will not turn into a fake apples-to-apples benchmark.

0. Bottom line

1. What the band changes

Physical property 2.4 GHz 5 GHz Effect on CSI
wavelength longer shorter lower frequency diffracts more; higher frequency is more directional
material loss usually lower usually higher [1] a 5 GHz link is more likely to weaken after walls
available bandwidth usually narrower usually wider 5 GHz can expose more subcarriers and finer frequency resolution
common interference Bluetooth, microwave, neighbour APs neighbour APs, DFS radar both can make CSI quality change abruptly
non-overlapping channels usually 1/6/11 many 20/40/80 MHz combinations 5 GHz has more planning room, but DFS matters

"Usually" is not a device guarantee. Chip, firmware, regulatory domain, channel and antennas matter. Count data_num, measurement rate, RSSI/SNR and loss in your own capture.

2. Numbers from this project

Item 2.4 GHz example 5 GHz measured
typical width here HE20 HE80
subcarriers 64 (HE20) 256
range bin (c/2B) about 7.5 m about 1.875 m
record/MAC rate link/device dependent 57,293 chain records over 600 s
independent groups no complete public dataset yet 7,609 groups
independent rate not established about 12.68 closed groups/s; 12.64 after filtering
long run only an unresolved anomaly no gap > 5 s

The complete 5 GHz capture, checksum and scripts are public [2] [3]. We do not have an equivalent 2.4 GHz dataset, so the two columns are not a fair throughput or recognition-accuracy comparison.

3. The 2.4 GHz anomaly we observed

In one home environment, 2.4 GHz downlink entered a low-rate state around 5.6/8.7 Mbps even after CSI was disabled. An adjacent AP was present and the environment was congested. We confirmed the slow link, but not whether the cause was interference, client power save, rate control or the band itself. We also did not establish whether another 2.4 GHz channel would reproduce it or how CSI recognition accuracy changed.

That is what "unresolved" means. Turning one field observation into a firmware root cause would mislead later reproducers.

4. A fair 2.4 GHz vs 5 GHz A/B

4.1 Fix variables

4.2 Scan before selecting a channel

# record neighbour APs, channels, RSSI and width
iw dev <iface> scan | grep -E "SSID|signal|freq|HT operation|VHT operation|HE operation"

# current interface and station state
iwinfo <iface> info
iw dev <iface> station dump

On 2.4 GHz compare 1/6/11 rather than accepting auto-selection. On 5 GHz record 20/40/80 MHz, primary/secondary channel, DFS state and any radar/channel-switch event.

4.3 Capture per run

Metric How
RSSI / SNR repeated iw station dump
record rate raw records / duration
independent group rate bit-15 groups / duration
subcarrier count data_num distribution
gaps timestamp p95, maximum and >1 s count
throughput six 6-second LAN downloads
retries/loss AP/client byte accounting
direction downlink and uplink separately
environment empty, occupied, walking and appliance events

Run at least three 10-minute sessions per band and alternate the order (2.4, 5, 5, 2.4) to reduce time drift.

5. What RSSI misses

A strong RSSI does not prove:

A 2.4 GHz link can have higher RSSI while suffering bursts from neighbour APs, Bluetooth or a microwave. A weaker 5 GHz link can still provide more stable frequency features because it has 256 subcarriers and cleaner spectrum. Keep signal strength and data quality separate.

6. Interference checklist

Do not accept "it felt faster after changing channel" as evidence. Repeat six throughput runs and a 10-minute capture.

7. When to choose each

Goal First choice What must be validated
long range / one light wall 2.4 GHz neighbour interference and fewer subcarriers
respiration / fine frequency features 5 GHz HE80 SNR, DFS and client compatibility
low-latency home networking 5 GHz coverage holes and legacy clients
legacy compatibility 2.4 GHz or separate 40 MHz 5 GHz do not put legacy clients in a sensing BSS
whole-home long capture 5 GHz AP plus 2.4 GHz fallback multi-AP/multi-link fusion

8. Common errors

Claim Problem
"2.4 GHz penetrates, so CSI is automatically better" fewer subcarriers and interference can cancel the advantage
"5 GHz is wider, so it can measure respiration" packet rate, link, posture and gating still decide
"high RSSI means complete data" subcarriers, gaps, chain choice and phase can still be bad
"one fast speed test after a channel change is enough" repeat runs, directions and long stability are needed
"our 2.4 GHz anomaly proves a firmware bug" interference and client power save were not excluded

9. Conclusion

Related: 80 versus 40 MHz · OpenWrt troubleshooting · dataset · reproduction guide

References and data sources

Every external claim carries a source and an evidence grade (grading scheme). Grade E marks first-party, reproducible measurements from this project.

  1. Grade B · peer-reviewed Measurement and Modeling of Penetration Loss in the Range from 2 GHz to 74 GHz
    Y. Du, C. Cao, X. Zou, J. He · 2016 IEEE Globecom Workshops (GC Wkshps) · 2016
    doi:10.1109/glocomw.2016.7848958 · citations 18 · verified: CrossRef API, 2026-10-11 · Measured and modelled penetration loss for common building materials above 2 GHz — used here to bound how much a wall attenuates.
  2. Grade E · first-party measurement This project's 10-minute raw capture (57,293 records / 600.0 s, SHA-256 00373f83…95e2)
    Router CSI Lab · 2026
    okwujun.pw/en/datasets/ · verified: Reassembled chunks verified byte-identical (2026-10-11) · The local raw master has SHA-256 00373f83…95e2; the public de-identified derivative has SHA-256 527466ce…a440. They must not be confused.
  3. Grade E · first-party measurement Router CSI Toolkit — capture/analysis/watchdog scripts (MIT, public repository)
    Router CSI Lab · 2026
    github.com/jjjwu/router-csi-toolkit · verified: GitHub API verified the public repository, capture-quality preflight, successful CI and the v0.1.3 release on 2026-11-02; the archive SHA-256 is 59f144c0…adea7 · The public repository includes a dependency-free capture preflight; the browser checker uses the same container definition and evidence boundaries.