Edge AI

Neural Model Suite

8 Specialized Neural Networks for Real-Time HVAC Diagnostics

Our Neural Model Suite powers NexusEdge, NexusApollo, and NexusBms with intelligent diagnostics. APOLLO coordinates 7 domain specialists, each optimized for specific HVAC subsystems, delivering sub-10ms inference on Hailo-8 NPU hardware.

Edge-Optimized

INT8 quantized models designed for Hailo-8 NPU acceleration on Raspberry Pi 5.

Real-Time Inference

Sub-10ms latency for immediate fault detection and predictive maintenance.

Hierarchical Architecture

Domain specialists feed into APOLLO for unified, context-aware decisions.

Certified Models

Each model includes official Certificate of Authenticity with full specifications.

Hierarchical Architecture

Domain specialists analyze their respective HVAC subsystems independently, then feed normalized outputs to APOLLO for unified coordination and decision fusion.

APOLLO - Master Coordinator

Decision fusion & unified output

AQUILO
Airside
BOREAS
Air
COLOSSUS
Chiller
GAIA
Ground-Source
NAIAD
Fluid
VULCAN
Heating
ZEPHYRUS
VRF

Model Specifications

Each model is certified and optimized for edge deployment with Hailo-8 NPU

APOLLO

Master Coordinator

Central orchestrator integrating outputs from all specialist models for unified decision-making.

99.92%
Accuracy
20.8M
Parameters
~100MB
Size
Multi-task LSTM9 output headsINT8 Quantized
View Certificate of Authenticity

AQUILO

Airside Specialist

Analyzes AHU, RTU, and air-side equipment performance with advanced thermal diagnostics.

99.14%
Accuracy
9.2M
Parameters
~44MB
Size
Dual-path LSTM-Transformer10 output headsINT8 Quantized
View Certificate of Authenticity

BOREAS

Air Quality Specialist

Monitors IAQ, ventilation effectiveness, and environmental comfort parameters.

99.47%
Accuracy
7.6M
Parameters
~36MB
Size
Multi-scale CNN-LSTM8 output headsINT8 Quantized
View Certificate of Authenticity

COLOSSUS

Chiller Plant Specialist

Optimizes chiller plant operations, staging, and efficiency across multiple units.

99.38%
Accuracy
12.1M
Parameters
~58MB
Size
Attention-enhanced LSTM11 output headsINT8 Quantized
View Certificate of Authenticity

GAIA

Ground-Source Heat Pump Specialist

Analyzes geothermal systems, ground loop performance, and heat pump efficiency.

99.21%
Accuracy
8.4M
Parameters
~40MB
Size
Temporal CNN-LSTM9 output headsINT8 Quantized
View Certificate of Authenticity

NAIAD

Fluid Systems Specialist

Monitors hydronic systems, pumps, valves, and water-side equipment performance.

99.33%
Accuracy
8.8M
Parameters
~42MB
Size
Bidirectional LSTM10 output headsINT8 Quantized
View Certificate of Authenticity

VULCAN

Heating Systems Specialist

Optimizes boilers, furnaces, and heating equipment for maximum efficiency.

99.28%
Accuracy
9.5M
Parameters
~46MB
Size
Residual LSTM10 output headsINT8 Quantized
View Certificate of Authenticity

ZEPHYRUS

VRF Systems Specialist

Analyzes Variable Refrigerant Flow systems, zone balancing, and refrigerant optimization.

99.19%
Accuracy
10.2M
Parameters
~49MB
Size
Graph-attention LSTM11 output headsINT8 Quantized
View Certificate of Authenticity

Deployment

Target HardwareRaspberry Pi 5 + Hailo-8 NPU
QuantizationINT8 Edge-optimized
Inference Latency<10ms combined
FrameworkPyTorch 2.x
Total Parameters~86M across all models
Integrated ProductsNexusEdge, NexusApollo, NexusBms

Experience Real-Time AI Diagnostics

See how the Neural Model Suite powers intelligent HVAC diagnostics across our product line.