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Engineered forthe mission.

From AI-powered signal enhancement to professional rackmount hardware, Apexia products are built to operate where performance is non-negotiable.

NeuroRF AI signal processing visualization
R&D Stage

Flagship Product

NeuroRF

A convolutional denoising autoencoder that reconstructs clean waveforms from noisy IQ data.

NeuroRF is trained on synthetic signal–noise pairs and runs on the RF hardware you already own — as host software today, as an FPGA IP core on the roadmap. On a held-out test set of QPSK and 8-PSK signals at 3–10 dB SNR, it delivers a measured mean SNR improvement of +11.3 dB with no meaningful phase distortion.

Key Capabilities

Measured SNR Improvement

On a 256-window held-out test set — QPSK and 8-PSK in AWGN at 3–10 dB input SNR — NeuroRF improves measured SNR by +9.4 dB at the lowest input levels, rising to +13.7 dB at 10 dB. Phase bias under 1 degree.

+11.3 dBMean SNR Improvement (Measured)

Modulation Recovery

Denoising as the front stage for modulation classification and recovery. The current prototype trains directly on complex IQ data; recovery performance is active R&D, and numbers will be published when they clear our own benchmarks.

R&DIn Development

Zero Additional Hardware

Pure software/IP core solution that enhances existing RF infrastructure. No new antennas, amplifiers, or front-end modifications required.

$0Hardware Cost

FPGA Deployment

The prototype denoises a 2,032-sample IQ window in 3.9 ms on a desktop CPU. Real-time inference on RFSoC programmable logic is the design target; hardware latency figures will be published when measured on silicon.

3.9 msPer Window, CPU (Measured)

Measured figures: IQ prototype model, 256-window held-out synthetic test set (seed-controlled, no overlap with training data), QPSK and 8-PSK at 4 samples/symbol, AWGN channel at 3–10 dB SNR. SNR improvement computed as 10·log₁₀(P_signal / P_residual) over the symbol region. CPU latency measured at batch 1; not an FPGA figure.

DSP IP Cores

Production-grade radar DSP, ready to integrate.

VHDL cores delivered with simulation harnesses and verification reports. Built for latency-deterministic operation on the Xilinx Zynq UltraScale+ RFSoC family. Licensable per-program or as part of a larger engagement.

CFAR Detection Cores

Constant False-Alarm Rate detection cores with CA-CFAR, OS-CFAR, and GO/SO-CFAR variants. Configurable guard / reference window depth, threshold scaling, and output formatting.

ZCU111 · ZCU208 · ZCU216 · RFSoC 4x2

Pulse Compression / Matched Filter

Latency-deterministic matched filter cores with NLFM-aware coefficient generation, configurable taps, and sidelobe-aware windowing. Streaming AXI4 interface.

Zynq UltraScale+ RFSoC family

Polyphase Channelizer

Wideband channelization core with configurable channel count, decimation ratio, and prototype filter design. Production-grade implementation with verification harness.

Zynq UltraScale+ RFSoC family

Digital Down-Conversion + Decimation

DDC chains with NCO-driven mixing, CIC plus FIR/FIR-halfband decimation stages, and bit-true Simulink reference for system-level verification.

Zynq UltraScale+ RFSoC family

NCO / DDS Reference Designs

High-spurious-free dynamic range numerically controlled oscillators and direct digital synthesis blocks. Dithered, tunable, and synthesis-portable.

Zynq UltraScale+ RFSoC family

MTS-Aware Multi-Channel Ingest

Reference design for multi-tile, multi-channel coherent ingest with MTS sequencing, per-channel calibration hooks, and AXI4-Stream output to PL fabric or DDR4.

ZCU208 · ZCU216 · RFSoC 4x2

Hardware

RFSoC Enclosures

Professional rackmountable enclosures that transform development boards into deployment-ready hardware. Board not included.

1U / 2U Form Factors
Thermal Management
Professional Grade
Tool-less Install
ZCU216 Enclosure
Coming Soon2U Rackmount

ZCU216 Enclosure

Compatible with Xilinx ZCU216

From $2,500

  • 2U rackmount form factor
  • Designed for Xilinx ZCU216 evaluation board
  • Integrated thermal management system
  • Front-panel I/O access
  • Tool-less board installation
Pre-Order Inquiry

Running this board? Read the Xilinx ZCU216 field guide

RFSoC 4x2 Enclosure
Coming Soon1U Rackmount

RFSoC 4x2 Enclosure

Compatible with RealDigital RFSoC 4x2

From $2,500

  • 1U compact rackmount form factor
  • Designed for RealDigital RFSoC 4x2 board
  • Optimized airflow design
  • RF connector panel access
  • Professional deployment ready
Pre-Order Inquiry

Running this board? Read the RealDigital RFSoC 4x2 field guide

Custom Solutions

Need something purpose-built?

Our engineering team designs custom enclosures, FPGA solutions, and AI integrations tailored to your specific platform and deployment requirements.

Discuss Your Requirements