AUTOMATANEXUS LLC
Certificate of Authenticity
Artificial Intelligence Model Certification

This is to certify that the following neural network model represents a genuine implementation of artificial intelligence technology, developed and trained by AutomataNexus LLC using industry-standard deep learning techniques and validated for production deployment.

BOREAS
Refrigeration System Fault Detection
North Wind of Cooling Excellence

Technical Specifications

Version: v2.0
Test Accuracy: 91.91%
Parameters: 1.2M
Model Size: ~100MB
Architecture: Deep NN + Self-Attention
Framework: PyTorch 2.x
Fault Types: 17 refrigeration
Quantization: INT8 Edge

This model has been rigorously tested and validated using comprehensive test datasets. The model demonstrates genuine artificial intelligence capabilities including:

  • Detection of 17 refrigeration fault types
  • 16 out of 17 fault types achieve >85% accuracy
  • Perfect detection of liquid slugging, low refrigerant, oil logging
  • 3-stage progressive fine-tuning approach
  • Real-time refrigeration diagnostics

BOREAS specializes in refrigeration system analysis within the Nexus BMS Neural Network Suite, providing critical insights for optimal cooling performance and preventive maintenance.