What is SmartCool Technology?

SmartCool Technology is an AI-powered chiller plant optimization platform that combines Bayesian Neural Networks, XGBoost load forecasting, and Dynamic Programming to minimize energy consumption while maintaining optimal cooling performance. Built on Brick Schema for rapid deployment across different buildings.

Core Technologies

Bayesian Neural Networks

Probabilistic chiller COP prediction with uncertainty quantification

XGBoost Forecasting

Accurate cooling load prediction with weather and temporal features

Dynamic Programming

Optimal sequencing algorithm reducing computation from minutes to seconds

Brick Schema

Semantic metadata framework enabling deployment to any building in days

LLM Assistant

Natural language interface for deep data exploration and automated reporting

Key Capabilities

Rapid Deployment

From survey to optimization in less than 1 week. Brick Schema enables algorithm-building decoupling for zero custom coding.

Zero Capital Cost

Pure software solution requires no hardware upgrades. Deploy on existing BMS infrastructure with API-only integration.

Real-Time Optimization

Dynamic programming delivers optimized chiller sequences in seconds. Continuous monitoring with automated alerts for abnormal conditions.

Proven Energy Savings

10%+ energy reduction in real deployments. Online bias correction maintains accuracy without retraining.

Architecture Overview

Building Systems

Chillers • Pumps • Cooling Towers • Sensors

Brick Schema Layer

Semantic Metadata • Equipment Models • Relationships

Data Layer

InfluxDB 3.0 • Real-time Streams • Historical Storage

AI Engine

BNN • XGBoost • Dynamic Programming • Bias Correction

Control & Visualization

Dashboard • AI Assistant • Recommendations • Reports

Proven Performance

10%
Energy Savings
Typical reduction in chiller plant energy consumption
<10%
Prediction Error
MAPE for load forecasting and COP prediction
24/7
Autonomous Operation
Continuous optimization without human intervention
<1 Week
Deployment Time
From initial assessment to full operation

Ready to Optimize Your Chiller Plant?

Access the dashboard to explore real-time performance and optimization recommendations.

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