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 what our products do out of the box. Whether you need a protocol NetSim does not yet model, a Monte Carlo study for 5G/6G, a cyber-physical attack scenario for your grid, or a satellite coverage analysis, our engineers can help.
Specialised work to 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 not currently supported in NetSim, built into the simulation engine.
Write utilities to generate and run large scenarios with thousands of nodes, with repeatable, scripted configuration.
Design tools for unique data collection, logging, and analytics tailored to the metrics 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 real devices and protocol stacks can be tested against the simulated network.
Beyond NetSim, we build custom Monte Carlo simulation frameworks for complex 5G/6G studies. Prior work includes:
These studies have helped clients validate designs, assess vendor solutions, and drive measurable performance improvements.
Built around NetSim Cyber, our protocol-aware attack simulator for electric power systems.
Add a protocol you use that is not yet covered, 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, to 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 under 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 are trying to model, NetSim-based or custom. We are glad to discuss scope, feasibility, and how we can help.
Contact us