Revolutionizing HVAC Reliability with Edge AI
AXLE-Accelerators develops dedicated AI hardware for predictive maintenance in HVAC and industrial systems. Our ultra-low-power ASICs enable real-time vibration analysis to detect equipment faults before failure, reducing downtime and maintenance costs by up to 40%.
-
HVAC-Specific AI Accelerators
Custom ASIC/FPGA designs optimized for vibration-based fault detection in chillers, compressors, and rooftop HVAC units. -
Edge Intelligence for Industrial IoT
Battery-powered wireless sensors with 5-year operation life, delivering real-time analytics at ≤10 mW. -
Certified Reliability
Designed for ISO 10816 compliance and industrial environments (-40°C to +85°C operation).
AXLE Vibration Analytics ASIC Features
- On-chip FFT/STFT processing (1-10 kHz range)
- MEMS sensor fusion interface (I²C/SPI)
- Lightweight CNN/SVM accelerator (8-bit quantized)
- LoRaWAN/Bluetooth LE connectivity
- ≤2 ms inference latency
Target Applications
- Bearing wear detection in HVAC fans
- Rotor imbalance identification
- Fan blade misalignment alerts
- Pump cavitation monitoring
/rtl: SystemVerilog source for:- AI Accelerator Core
- Memory Subsystem with DMA
- Predictive Maintenance Unit
- Synthetic Vibration Simulator
/sim: Icarus/GTKWave testbenches/docs: Architecture diagrams & validation reports
# Run simulation with synthetic vibration data
make simulate SENSOR_TYPE=HVAC
- HVAC-Optimized Architecture
First ASIC specifically designed for HVAC vibration analytics.
Q3 2025 - FPGA Prototype Release
Q4 2025 - Pilot Program with HVAC OEMs
Q1 2026 - ASIC Tapeout
AXLE-Accelerators - Predictive Maintenance. Perfected.