Data Center Liquid Cooling Simulation
Design high-performance, resilient data center cooling systems with confidence. Modelon Impact enables engineering teams to virtually test, validate, and optimize liquid and hybrid cooling architectures from concept through commissioning—reducing development time, minimizing operational risk, and improving energy efficiency at scale.
Modelon Impact supports advanced cooling architectures such as pumped two-phase loops and refrigerant-based heat rejection, enabling engineers to evaluate phase-change dynamics, heat exchanger performance, and control strategies within a full system model.

Built for Engineering Teams and Complex Cooling Systems
With Modelon Impact and its validated libraries, simulation engineers, thermal and controls engineers, and data center designers responsible for high-density and AI infrastructure can:
- Accelerate design decisions: assess cooling capacity vs. ambient + IT loads, identify limiting components, and compare loop sizing and equipment options.
- Optimize efficiency (PUE/WUE): test staging and control strategies (setpoints, pump/valve behavior, heat-exchanger performance, air–liquid split) and quantify tradeoffs.
- Run transient what-if studies: understand response to workload spikes and weather variation; quantify temperature excursion range/duration.
- Support resilient operations: explore degraded-performance scenarios and control sensitivity to reduce risk of overheating and throttling.
- Improve reporting readiness: connect engineering results to measurable outcomes (energy/water use, PUE/WUE trends) for internal targets and stakeholder communication.
- Design for compliance and operational readiness: align with ASHRAE thermal guidelines and deliver traceable, explainable simulation results engineers and stakeholders can trust.
Proven Impact of Virtual Design Optimization
20-50%
Reduction in Development Time
25%
Reduction in Energy Use
$1M
in Risk Avoidance
300x
More Water Efficiency
Shorten development cycles, reduce risk, and improve energy efficiency across the entire cooling ecosystem.
As data centers scale in power density and complexity, liquid cooling becomes a necessity. But managing it efficiently poses new operational risks. Modelon Impact delivers a physics-based system simulation platform purpose-built to optimize liquid cooled infrastructures.
A unified, cloud-based multi-physics software platform for 1D system simulation, optimization, and control, Modelon Impact provides:
- Multi-case studies and design-of-experiments via Experiment View
- Live plotting for real-time monitoring of simulation outputs
- Intuitive drag-and-drop modeling canvas that help visualize system layout
- Access to model source code with a modern, AI-enabled text editor for
maximum customization flexibility - Integrations for customized, automated workflows
- Link sharing for quick and easy model deployment
- Model export compliant with the FMI (Functional Mock-up Interface) standard for integration with control design and digital twin platforms
Why Engineering Teams Choose Modelon for Liquid Cooling
Validated libraries. Open standards. Rapid modeling. System-level insight.
From Chip to Facility: What Engineers Can Solve with Modelon Impact
End-to-end liquid cooling systems in a single, open-standard environment.
Modelon provides validated, physics-based component models and complete system templates for designing, testing, and optimizing liquid cooling architectures.
- Model with Accuracy and Speed
- Commission with Confidence
- Operate with Insight
- Reduce Energy and Water Use
- R&D: Plan for Growth and Change
- Accelerate model development with AI-assisted tools
- Leverage high-accuracy, calibrated physics-based models
- Use supplier-certified components from a reusable model library cooling capacity scales with compute load, even as densities rise and cooling
What customers are saying about Modelon
Related Blogs and Resources
Danfoss Case Study: Bridging the Gap Between Simulation and Sales
System Simulation Applications for Data Center Liquid Cooling
Liquid cooling systems are complex, interconnected ecosystems where thermal, hydraulic, and control decisions directly impact performance and uptime. System simulation enables engineers to evaluate these interactions holistically reducing risk and accelerating confident design decisions.
Coolant Distribution Units (CDUs)
- Primary/secondary cooling loops
- Plate heat exchangers for single phase and two-phase cooling
- Pump staging and variable-speed control
- Valve actuation and bypass configurations
Rack & Server Cooling Loops
- Flow balancing and flow network behavior
- Temperature and pressure gradients across racks
- User-defined transient thermal load Microchannel cold plates
- Condenser, receiver, flow restrictions for pumped two-phase cooling
Control Systems
- Supervisory control strategies for chiller and free-cooling economizer
- Pump speed and sequencing control
- Valve position optimization
- Temperature and pressure regulationSensor noise
Facility-Level Cooling Systems
- Chilled-water loops
- Heat exchangers, dry coolers, cooling towers
- Free cooling and hybrid cooling integration
- Heat recovery / district heating
- Failure simulations
Modeling Resources for Data Center Cooling
Modelon Libraries
Start Building Better Cooling Systems Today
Whether you’re scaling AI compute infrastructure, transitioning from air to liquid cooling, or designing and selling innovative liquid cooling technologies, Modelon accelerates your design process and strengthens engineering confidence.











