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.

Data Center
Data Center Liquid Cooling Simulation - Modelon

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.

Open-Standard Simulation Framework

Use clear, physics-based models that grow with your engineering needs. Collaborate with data center owners, cooling solution providers, and equipment vendors while keeping your critical IP protected.

Cloud-Native Simulation Platform

Run large design studies, multi-case simulations, and optimization workflows directly in the browser. Collaborate across teams and easily scale computing resources.

Industry-Proven Component Libraries

Use Modelon’s Liquid Cooling Library, Energy System Library, Vapor Cycle Library, Heat Exchanger Library, and the Modelica Buildings Library to model pumps, valves, heat exchangers, coils, piping networks, controls, and HVAC systems.

Comprehensive Multi-Physics Modeling

Seamlessly simulate electrical systems, thermal networks, hydraulic loops, and control strategies together for accurate 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.

  • 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

David Danesi

Project Manager & Technical Proposal Leader, Turboden

If we get stuck, it’s refreshing to be able to directly reach out to the developers of the technology to get the support and direction that we can trust. This level of support helps us make quicker decisions in our product development cycle.

Arne Knoblauch

Chief Technology Officer, 1W1 GmbH

We trust that Modelon and Modelon Impact will help us change the world of power production for a more sustainable future.

Emmanuel Jacquemoud

Technical Project Lead ETES, MAN Energy Solutions

Modelon reviewed our requirement and developed a model with uninterrupted communications through bi-weekly online meetings with project updates. Modelon Impact was the right choice.

Dr. Koji Moriyama

Principal Engineer, American Honda Motor Company, Inc.

We selected Modelon Impact because the platform has many aspects that set it apart from other tools in the market including its Modelica-based language, physics-based modeling capabilities, and quick support team.

Koji Matsushita

Kyocera Corporation

Using a system modeling tool like Modelon offers a means to generate the results we want and provide them to our members in a quick and accurate way.


Jim Harper

Principal Technical Lead, EPRI

Modelon’s libraries are giving us more confidence in our early system designs and enable us to build and run simulations more quickly than ever before.

Kruno Hrvatinić

Head of Control and Simulation, Rimac

Modelon stood out with its reliable simulation capabilities, offering comprehensive component libraries that helped us analyze the behavior of air conditioning systems before prototyping.

Jun Young Choi

CAE Engineer, Hanon Systems

Working with Modelon Impact has been a seamless process. I easily followed the instructions, logged in, and simulated the heat pump model without any problems.

Anna Sjunesson

Dynamic Simulation Expert, Siements Energy

    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