Passive network discovery · Digital twin platform

NotLine maps your network. Zero packets sent.

A non-intrusive, automated platform that builds and keeps updating a digital twin of your ICT/OT infrastructure — just by listening to the traffic that is already there. Live topology and risk assessment, with nothing injected into the network.

Illustrative simulation · click to let traffic through
An animated network diagram: hosts and links appear one by one as NotLine observes the packets they exchange, while the count of probes sent stays at zero.
Hosts found
0/14
Links mapped
Packets observed
0
Probes sent
0

Listening… nothing observed yet.

What is NotLine

A digital twin of the network, built by listening.

NotLine is a non-intrusive, automated platform that constructs and updates a digital twin of ICT/OT infrastructures through continuous passive monitoring. From the traffic it observes it derives a structural and behavioural model of the system — which hosts exist, how they are connected, how they talk — and gives you network visibility without touching the live systems.

0

Probes sent

No scans, no agents on the devices, no traffic injected. NotLine only reads what is already on the wire.

Always current

A twin that moves with the network

A scan is a photograph that starts ageing the moment it is taken. NotLine monitors continuously, so new hosts and new conversations enter the twin as soon as they show up in the traffic.

ICT + OT

Made for systems that must not be scanned

Industrial and cyber-physical systems often cannot tolerate active probing. Because NotLine never transmits, it can be used where conventional discovery is ruled out.

Auto

No hand-drawn diagrams

The model is built automatically from observation instead of interviews and spreadsheets.

How it works

From raw traffic to risk, in four moves.

Passive network discovery turns ordinary traffic into a model you can reason about.

  1. Observe

    NotLine watches traffic passively, building on the open-source monitors Zeek and ntopng. Nothing is sent back.

  2. Reconstruct

    Hosts and the links between them emerge from who talks to whom, forming the network topology and its behaviour.

  3. Update

    Monitoring never stops, so the digital twin follows the network as it changes instead of drifting out of date.

  4. Assess

    The twin supports risk assessment and feeds a Security Twin, where attacker moves can be simulated safely.

Passive vs active

Why not just scan the network?

Active scanning asks every address a question and waits for answers. Passive discovery never asks — it listens. Switch the simulation above to Active scan to see the difference.

Active network scanning compared with NotLine passive discovery
Active scanningNotLine · passive discovery
Traffic injected into the networkProbes to every address and portNone
Effect on fragile OT devicesCan disturb devices not built to be probedNone — it only listens
Who talks to whomNot visible: a scan finds hosts, not conversationsObserved directly from real traffic
FreshnessA snapshot taken at scan timeUpdated continuously
Hosts that never communicateFound, if they answer the probeInvisible until they send or receive traffic

The last row is the honest trade-off of any passive approach: a silent host stays unseen until it talks. In exchange, everything in the twin reflects what the network actually does.

Where it fits

Visibility for networks you can't afford to touch.

OT / ICS

Industrial control systems

Discover what is on a plant network that must keep running and must not be probed.

Asset inventory

Living network topology

Replace stale diagrams with a topology reconstructed from, and kept in step with, real traffic.

Cyber risk

Risk assessment on a twin

Run what-if and attack-path analyses on the model instead of on production infrastructure.

Research

Published research from the University of Pisa.

NotLine is part of the Security Twin research line on non-intrusive modelling for proactive cyber defence.

2025 · IEEE · DS-RT 2025

NotLine: A Non-Intrusive Automated Platform to Build a Digital Twin

F. Baiardi, V. Sammartino, S. Ruggieri — 29th International Symposium on Distributed Simulation and Real Time Applications

DOI ↗

2025 · Poster · FAIR General Conference, Rome

NotLine: Dynamic Network Topology and Risk Assessment Through Passive Discovery

V. Sammartino — 10–12 December 2025

Open access ↗

Thesis · University of Pisa, Department of Computer Science

Zeek and ntopng: Comparison and Integration in NotLine

Comparative analysis of the two monitors and their integration into NotLine for non-intrusive traffic detection.

Cite NotLine · BibTeX
@inproceedings{baiardi2025notline,
  author    = {Baiardi, Fabrizio and Sammartino, Vincenzo and Ruggieri, Salvatore},
  title     = {NotLine: A Non-Intrusive Automated Platform to Build a Digital Twin},
  booktitle = {29th International Symposium on Distributed Simulation and
               Real Time Applications (DS-RT 2025)},
  publisher = {IEEE},
  year      = {2025},
  doi       = {10.1109/DS-RT68115.2025.11185873}
}

FAQ

Questions, answered.

What is NotLine?

NotLine is a non-intrusive, automated platform developed at the University of Pisa that builds and continuously updates a digital twin of an ICT/OT network through passive monitoring. It reconstructs the network topology and supports risk assessment without sending any traffic into the monitored network.

What does non-intrusive mean?

NotLine only listens to traffic that is already flowing on the network. It sends no probes and runs no active scans, so the monitored systems keep operating exactly as they would without it.

How is NotLine different from an active network scanner?

An active scanner sends probes to every address and records what answers, which gives a snapshot of hosts at scan time and can disturb fragile industrial devices. NotLine observes real traffic instead, so it learns which hosts exist and which hosts talk to each other, and it keeps the model up to date as the network changes. The trade-off is that a host becomes visible only once it communicates.

What is a digital twin of a network?

It is a software model of a real network: its hosts, the links between them and the way they behave. Analyses that would be risky on the live infrastructure, such as simulating an attacker or testing a countermeasure, can be run on the twin instead.

Which monitoring tools does NotLine build on?

NotLine integrates the open-source network monitoring tools Zeek and ntopng as passive sources of traffic information for building the digital twin.

How does NotLine relate to the Security Twin?

A Security Twin is a digital twin built for security: it simulates how an attacker could move through an infrastructure so that defences can be evaluated before deployment. NotLine automates the construction of the network model that this kind of analysis needs.

Who develops NotLine and how can I get access?

NotLine is a research platform by Fabrizio Baiardi, Vincenzo Sammartino and Salvatore Ruggieri at the University of Pisa. For access, demonstrations or collaborations, contact the authors.

Team & contact

Stop probing. Start listening.

NotLine is developed at the University of Pisa. Interested in a demo or a research collaboration?

Fabrizio Baiardi Vincenzo Sammartino ↗ Salvatore Ruggieri