Hardware Platform

Zynq UltraScale+ 1EG — A Generational Leap

The move from the Zynq 7000 series to Zynq UltraScale+ is not an incremental upgrade — it is a generational leap that transforms the banknote counter from a simple mechanical device into an intelligent, connected, display-capable system.

Mythic M1076 Analog Matrix Processor mounted on PCB — the AI engine at the heart of the new platform

The Mythic M1076 NPU connects to the Zynq UltraScale+ 1EG via PCIe, forming the AI processing core of the new platform.

SoC Comparison: Zynq 7010/7020 vs Zynq UltraScale+ 1EG

Specification Zynq 7010 / 7020 (Old) Zynq UltraScale+ 1EG (New)
CPU CoreDual-core ARM Cortex-A9Quad-core ARM Cortex-A53 + Dual-core Cortex-R5F
CPU Clock667 / 866 MHzUp to 1.5 GHz
Architecture32-bit ARMv764-bit ARMv8
GPUNoneMali-400 MP2
Display OutputNoneDisplayPort 1.2a
PCIeNonePCIe Gen2 x4
MemoryDDR3 / DDR3LDDR4
FPGA Fabric28K / 85K Logic Cells23K Logic Cells + UltraRAM

Key Advantages

1. Dramatically Faster CPU

The Cortex-A53 at 1.5 GHz is roughly 4–5× faster than the Cortex-A9 at 667 MHz — not just from higher clock speed, but from a fundamentally more efficient 64-bit architecture. The additional dual-core Cortex-R5F handles dedicated real-time tasks such as motor control and sensor timing, freeing the main CPU entirely for image processing and system management.

2. Mali-400 MP2 GPU

The previous SoC had no GPU at all. The Mali-400 MP2 enables:

  • External display output via DisplayPort — the machine can now drive a monitor or touchscreen directly
  • Hardware-accelerated 2D/3D graphics rendering for rich user interfaces
  • Potential for GPU-assisted pre-processing of images before NPU inference

3. External Display Support

With a display output, entirely new possibilities open up:

  • Real-time banknote image viewer — operators can see what the machine "sees" under each spectral mode (IR, UV, visible)
  • Detailed rejection reason display — show exactly why a note was rejected (tape location, counterfeit area, fitness defect) with visual highlighting
  • Diagnostic and training interface — technicians can monitor machine performance, view statistics, and troubleshoot directly on-screen
  • Customer-facing display — show counting progress, denomination breakdown, or branding in retail/casino environments

4. PCIe Interface

Without PCIe on the previous SoC, connecting an external AI accelerator was not possible. PCIe Gen2 x4 provides the bandwidth needed to stream full-resolution CIS images to the M1076 NPU in real time. This single interface is what makes the entire NPU architecture possible.

5. DDR4 Memory

Higher bandwidth and capacity than DDR3, essential for buffering high-resolution multi-spectral images before and after NPU processing.

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