We propose a minimal path from complex baseband to 3D situational volumes: voxelizing In-phase/Quadrature(IQ)-derived spectrograms into time×frequency×channel cubes(I/Q). On a synthetic anomaly-benchmark, voxelized volumesoutperform 2D spectrogram baselines for surfacing rare burstsand narrowband spikes, with peak…
Insurance companies often reduce costs through exclusionary regulation by limiting coverage, segmenting risk pools, and leveraging price controls that favor lower-risk populations. These tactics can improve profitability but may restrict access for vulnerable groups. Here’s…
How Your Paper’s Hybrid Gate Enables AI-Native, Zero-Touch Spectrum Arbitration in 7-24 GHz By Benjamin J. GilbertSpectrcyde RF Quantum SCYTHEbgilbert2@com.eduFull Paper PDF · Reproducible Code 6G Unlicensed: The New Frontier (2028+) Massive shared spectrum across…
How FFT-Only Triage Enables Real-Time, Low-Latency Spectrum Sharing in the 3.5 GHz Band By Benjamin J. GilbertSpectrcyde RF Quantum SCYTHEbgilbert2@com.eduFull Paper PDF · Reproducible Code What Is CBRS? Citizens Broadband Radio Service — the U.S.…
How a 1.5 ms FFT + Hybrid Gate Enables Real-Time Dynamic Spectrum Access By Benjamin J. GilbertSpectrcyde RF Quantum SCYTHEbgilbert2@com.eduFull Paper PDF · Reproducible Code Cognitive Radio in 2025: The Core Loop Triage must be…
A Practical Guide for RF Engineers in 2025 By Benjamin J. GilbertSpectrcyde RF Quantum SCYTHEbgilbert2@com.eduFull Paper PDF · Reproducible Code What Is Spectrum Sensing? Detecting, classifying, or localizing active RF transmissions in a frequency band…
FFT-Only vs Tiny CNNs: Who Wins at Rapid RF Triage? A 48× compute win with zero deep learning — and a hybrid trick for the edge cases By Benjamin J. GilbertSpectrcyde RF Quantum SCYTHEbgilbert2@com.eduGitHub Repo…
RF operators juggle signal, asset, and network overlays undertime pressure. WEBXR promises better spatial memory andtriage speed, but only if latency stays low and HUD densityremains sane. We ask: where are the useful operating pointsfor…
Visualization servers that subscribe to live intelligencetopics face adversarial traffic: malformed payloads (poison),bursts (flood), and stale replays. Heavy cryptographic defenses are effective but often incompatible with latency andinteroperability constraints. We ask: how far can we…
Modern RF sensing applications increasingly demand widearea coverage with high spatial resolution, driving the adoptionof distributed sensor networks over traditional monolithicsystems [1]. However, distributed RF arrays face fundamentalchallenges: ensuring reliable inter-node communication acrossvariable network conditions…