Edge AI & FPGA Hardware Capstone Architectv2.4 Lab

Quantitative graduation project design workbench for Computer Engineering students.

Hardware Configuration
8 x 8
100 MHz
Capstone Feasibility Index
High Feasibility (92/100)

Suitable for two-semester Senior Project. RTL systolic array synthesizes cleanly into DSP48E slices with low timing closure risk.

RTL Dataflow & Streaming Pipeline Animation RUNNING @ 100 MHz
DSP48E Slices
32 / 80
BRAM Blocks
28 / 120
Throughput
84.7 FPS
11.8 ms
Intensity
14.2
OPs / Byte
Thermal Power
1.85 W
Active Dissipation
Roofline Operational Intensity
Operating Point: Compute-Bound (Saturating DSP MAC capability).
Graduation Project Milestone Roadmap
  • W1-W4
    Quantization & Golden Model: PyTorch/TensorFlow quant training and C++ software emulator golden vectors.
  • W5-W8
    Line-Buffer & PE RTL: Verilog / VHDL dual-port BRAM sliding window & MAC systolic interconnect.
  • W9-W12
    AXI DMA & Driver: Vivado Block Design, AXI4-Stream DMA integration, and Linux PYNQ MMIO driver.
  • W13-W16
    Verification & Defense: Real-time camera feed benchmarking, power validation, thesis writeup.
Ready for Capstone Committee review.