Data that supports decisions
Field sensing and data validation supply a trustworthy starting point for optimization.
AI for Energy Redefining How Energy Systems Operate with AI
2025–2026 heating season · Full-season AI-managed operation at Zhengzhou Airport Zone
200+Projects delivered
400M+ m²AI-controlled area
Complete seasonFull-season AI-managed heating
From models and hydraulics to operating decisions
The advantage is not an AI dashboard; it is a physically constrained, executable control loop.
PROVEN OPERATIONAL AI
AI that participates in operations
A dashboard shows what happened. Operational AI helps decide, execute and verify what happens next.
Physics-aware simulation
FinTwin provides computation-ready models while FinSim solves hydraulic operating conditions.
AI inside the control loop
FinGo and edge controls support dispatch execution and feedback within existing safety limits; the Nuanliu Energy AI Agent Platform carries this decision and execution layer.
APPLICATIONS
Four energy systems, one verifiable operating method
The same modelling, simulation and control loop applied to four operating domains. Scope and measured outcomes are reported per project, within its own engineering boundary.
01 · DISTRICT HEATING
District heating
Full-season AI-managed substation operations, long-distance pumping, multi-source dispatch, and secondary-network balancing.
02 · LOW-CARBON PARKS
Low-carbon energy parks
Demand forecasts, equipment constraints and multi-energy scheduling for cooling, heating, electricity and storage.
03 · DATA CENTERS
Data centers
Physics-based cooling optimization with rack-hotspot forecasts, cooling-air control and equipment constraints.
04 · MANUFACTURING
Advanced manufacturing
Model-driven dehumidification, plant cooling and utilities optimization within process quality limits.
SELECTED PROJECTS
AI in real district-heating operations
Three different operational projects, each reported within its own scope.
ENGINEERING
Qingdao West Coast
FinMe links multiple heat sources, long-distance pipelines and substations. Service work orders fall 65%, with approximately RMB 50 million in first-year economic benefit.
ENGINEERING
Zhengzhou Airport Zone EMC
AI-managed operation through a complete heating season across 87 substations and 135 systems. Energy savings are 13.70% and 17.95% for two different heating seasons.
EMC · HEATING OPERATIONS
Zhongyuan Environmental EMC Heating Upgrade
An EMC upgrade integrating intelligent substation controls and operational coordination across 261 substations and 357 systems. First-year average heat savings: 16.4% under the project's own measurement scope.
Start with a real operating challenge.
Share the network, operating constraints and control objectives. We will discuss technical fit and the required evidence.