RefrigerationAutonomous Cooling Efficiency
Autonomous compressor dispatch adapting to load changes, keeping cooling efficiency close to the optimal COP curve — significantly reducing refrigeration system operating energy.
Industry Pain Points
Dramatic Load Changes
Cooling load varies dynamically with outdoor temperature and usage scenarios — fixed control strategies cannot maintain efficient operation.
Complex Multi-device Group Control
Compressors, cooling towers, pumps coordinated operation — start/stop and load allocation rely on manual experience.
Efficiency Deviation from Optimum
Systems often operate at non-optimal working points — actual COP significantly deviates from theoretical optimum.
High O&M Costs
Refrigeration systems run 24/7 — night and holiday staffing costs are high with inconsistent operational quality.
Hard to Quantify Savings Potential
Lacking global energy efficiency analysis — unable to accurately assess subsystem savings potential and optimization direction.
Carbon Emission Pressure
Under dual-carbon policies, refrigeration systems as high-energy consumers face continuous requirements for energy saving and carbon reduction.
Our Approach
RL-driven autonomous decision-making for refrigeration systems — keeping compressor clusters operating near the optimal efficiency curve.
Intelligent Compressor Dispatch
RL-based autonomous compressor start/stop and load allocation decisions — real-time optimization based on ambient temperature, load changes, and equipment status.
Cooling System COP Optimization
Intelligent adjustment of chilled water temperature, cooling tower fan speed, and other parameters — maximizing system COP while meeting cooling demand.
Load Prediction & Pre-scheduling
Based on historical data and environmental forecasts, proactively plan equipment states — avoiding energy waste and equipment wear from frequent start/stop cycles.
Efficiency Monitoring & Analysis
Real-time monitoring of system COP, per-device efficiency, and other key metrics — automatically generating efficiency analysis reports to support O&M decisions.
Engineering & Business Value
Redefine Refrigeration Energy Standards
Keep cooling efficiency near the optimal curve — achieving true autonomous energy saving.