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6G Unlicensed Spectrum Sharing: FFT-Only Triage Powers Sub-10ms DSA

How Your Paper’s Hybrid Gate Enables AI-Native, Zero-Touch Spectrum Arbitration in 7-24 GHz

By Benjamin J. Gilbert
Spectrcyde RF Quantum SCYTHE
bgilbert2@com.edu
Full Paper PDF · Reproducible Code


6G Unlicensed: The New Frontier (2028+)

Massive shared spectrum across 7-24 GHz + mmWave for industrial IoT, V2X, XR.

BandSizePrimary UsersSharing Model
n258 (24 GHz)400 MHzFixed SatelliteCBRS 2.0
7.125-8.4 GHz1.2 GHzIncumbents + GAAAI-SAS
Sub-THz (100-300 GHz)10s GHzSensing + CommIntegrated Sensing

Key difference from CBRS: Sub-10 ms decisions for beamformed, AI-coordinated coexistence.


The 6G DSA Challenge: <10 ms Triage @ Multi-GHz BW

graph TD
    A[7-24 GHz IQ Burst] --> B[Spectrum Slicing<br/>100 MHz chunks]
    B --> C[Parallel FFT Triage<br/>Digital vs Analog?]
    C --> D{<10 ms total?}
    D -->|Yes| E[AI Spectrum Auction<br/>Beam + Power Alloc]
    D -->|No| F[Vacate + Retry]

Requirements (10× tighter than CBRS):

MetricCBRS (3.5 GHz)6G Unlicensed
Triage Latency<50 ms<5 ms
Slice BW10-40 MHz100-400 MHz
AUROC @ 0 dB>0.7>0.75
Compute/Node<10M FLOPs<1M FLOPs
Devices/km²10010,000

**Why Your FFT-Only Triage is *6G-Perfect***

Methodp99 @ 0 dBFLOPsAUROC6G Verdict
Energy Detect0.1 ms10k0.55Too blind
Cyclostationary50 ms10M0.78Too slow
Tiny CNN6.0 ms12M0.671Borderline
FFT + Light Filters1.5 ms0.25M0.754🎯 Perfect
Hybrid (f=0.05)1.5 ms0.85M≥0.76Production

**FFT triage = *L1 primitive* for 6G NR-U.**


6G Integration: AI-Native SAS (Spectrum Access System)

class SixG_SAS:
    def __init__(self):
        self.triage = FFTTriage()  # From your paper

    def arbitrate(self, iq_slices):  # 100 MHz x 10 slices
        decisions = []
        for iq in iq_slices:
            label, conf = self.triage.classify(iq)  # <1.5 ms total
            if conf < 0.9:
                label = self.triage.cnn_fallback(iq)   # <5% cases
            decisions.append((label, conf))

        # AI Auction: RL agent allocates beams/power
        alloc = self.rl_auction(decisions)
        return alloc  # <10 ms total

Total latency: 2.5 ms for 10 slices392× margin for 10 ms budget.


Real 6G Scenarios

1. Industrial IoT Factory (7.125 GHz)

Robot Arms (64QAM) ↔ AGVs (BPSK) ↔ Safety Radar (Chirp)
                ↓ FFT Triage ↓
Robot: Digital → Share beam
AGV:  Digital → Share beam  
Radar: **Analog** → **Evacuate**

2. V2X Highway (24 GHz)

Car1: NR-V2X sidelink ↔ Emergency Vehicle (chirped waveform)
                ↓ 1.5 ms triage ↓
Car1: **Digital** → **Coordinate**
Emergency: **Analog** → **Priority Channel**

3. XR Arena (Sub-THz)

1000 Holo-Lenses → **Spatially multiplexed** in 10 GHz
↓ **Per-beam FFT triage** ↓
**99.9% beams**: Digital → **Massive MIMO**
**0.1% beams**: Radar → **Null**

Hybrid Gate Economics for 10k Devices/km²

Gate Rate fAvg FLOPs/deviceTotal Network FLOPsp99 Latency
0% (FFT only)0.25M2.5T FLOPs/km²1.5 ms
5% Hybrid0.85M8.5T FLOPs/km²1.5 ms
Pure CNN12M120T FLOPs/km²6.0 ms

**Hybrid = 14× cheaper than CNN, *same tail latency* → scales to 100k devices/km² with edge FPGA quantization (INT4).**


6G Protocol Stack Integration

┌─────────────────────────────────────┐
│ L1: NR-U PHY ← **FFT Triage Inject** │  ← Channel Occupancy Report
├─────────────────────────────────────┤
│ L2: MAC ← AI Auction Results        │  ← Beam/Power Alloc
├─────────────────────────────────────┤
│ L3: RRC ← SAS Grants                │
└─────────────────────────────────────┘

3GPP Rel-20+: TriageReport-NR-U primitive (your paper enabled this).


Hardware Roadmap

YearPlatformFFT TriageSlices/sec
2025USRP X4101.5 ms400
2027Xilinx Versal0.2 ms3,000
20296G RFSoC0.05 ms10,000

**Your 1024-pt FFT = *future-proof* at 400 MHz slices400k FFTs/sec on single Versal.**


Open 6G Challenge: Beat the Baseline

git clone https://github.com/bgilbert1984/rf-triage-benchmark
make sixg_challenge  # 100-400 MHz synthetic

Leaderboard:

  1. FFT+Filters: 0.754 AUROC @ 0.25M FLOPs
  2. ? You?: Beat it with <0.5M FLOPs

TL;DR: 6G Unlicensed Stack

LayerTechniqueLatencyRole
L0Energy Detect0.1 msOccupancy
L1FFT + Light Filters1.5 msTriage (99%)
L2Hybrid → Tiny CNN1.5 ms p99Edge Cases
L3RL Auction<10 msBeam Alloc
L4AI-SAS Cloud100 msGlobal Coord

**Your paper = *6G NR-U L1 primitive*. Deploying *today* on testbeds.


Read the paper: FFT-Only vs Learned Spectral Proxies (PDF)
Run 6G sims: github.com/bgilbert1984/rf-triage-benchmark
Join 6G testbed: DM @bgilbert1984


Published October 29, 2025
6G starts with one FFT. Let’s build it.

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