Machine learning integration
Couple machine learning algorithms with NetSim for closed-loop control, optimisation and decision-making inside the simulation.
We extend, customise and build simulations beyond the standard features of our products. Our engineers can help with a protocol that NetSim does not model yet, or a Monte Carlo study for 5G/6G. They can also build a cyber-physical attack scenario for your grid, or a satellite coverage analysis.
We enhance, modify and extend NetSim.
Couple machine learning algorithms with NetSim for closed-loop control, optimisation and decision-making inside the simulation.
Develop protocols, devices and models that NetSim does not support yet, and build them into the simulation engine.
Write utilities to generate and run large scenarios with thousands of nodes, with repeatable, scripted configuration.
Design tools for data collection, logging and analytics, for the metrics that your study needs.
Optimise NetSim speed and memory usage so very large-scale models run within practical time and resource limits.
Develop emulation connectivity, so that you can test real devices and protocol stacks against the simulated network.
Beyond NetSim, we build custom Monte Carlo simulation frameworks for complex 5G/6G studies. Prior work includes:
These studies helped clients validate designs, assess vendor solutions and make measurable performance improvements.
Built around NetSim Cyber, our protocol-aware attack simulator for electric power systems.
Add a protocol that NetSim Cyber does not cover yet, such as MMS, OPC-UA, PROFINET or EtherNet/IP. Or build new field-level attack modules for an existing protocol.
Connect NetSim Cyber to your power-system simulator, such as RTDS, OPAL-RT, Typhoon HIL or Simulink. Together they form a closed-loop cyber-physical twin of your substation or grid.
Reproduce historical campaigns such as the 2015 Ukraine grid attack or Industroyer2 against your topology, and quantify the physical impact of specific attacks.
Produce labelled malicious-versus-benign protocol traffic to train and benchmark intrusion detection systems and machine learning models.
Hands-on cyber-physical security workshops with reproducible experiments, for utility, defence and academic teams.
Built around NetSim Astra, our studio for constellation design, link budget, and coverage prediction.
Size a Walker constellation to a coverage or availability target, and compare altitude, inclination and plane trade-offs.
Coverage heatmaps and link-availability maps for your band and ground terminals, with ITU-R P.618 propagation.
Add your measured antenna pattern, a custom propagation or interference model, or new analysis outputs to Astra.
Carrier-to-interference-plus-noise (CINR) studies for multibeam GEO or NGSO payloads with frequency reuse.
Link feasibility for Direct-to-Cell and 5G non-terrestrial networks, with a bridge to packet-level performance in NetSim NTN.
Tell us what you want to model, with NetSim or with a custom tool. We are glad to discuss scope, feasibility and how we can help.
Contact us