01
From spectrum to radio link: understanding what we are trying to protect
Before discussing electromagnetic warfare or cyber resilience, we need to return to a few fundamental concepts. Their relationship explains why the spectrum can become an attack surface.
The electromagnetic spectrum encompasses all frequencies associated with electromagnetic phenomena. Part of it is used for radiocommunications, broadcasting, mobile networks, satellite systems, radar, radionavigation and sensing. This portion is generally described as the radio-frequency or radio spectrum. The ITU treats it as a limited natural resource requiring national and international management, since wave propagation does not stop at political borders.
An electromagnetic wave allows energy to propagate through space as varying electric and magnetic fields. In a radio communication, this property allows information to travel between transmitting and receiving antennas without a continuous physical connection. Frequency is the number of oscillations per second, expressed in hertz, and is directly related to wavelength:
Here, λ is the wavelength, c is the propagation speed of an electromagnetic wave in a vacuum, and f is its frequency. This relationship has practical consequences for propagation, antenna dimensions, losses, penetration and directivity. A frequency is therefore not simply a number in a frequency plan.
Within a band, a radio channel is a defined portion of spectrum. A signal occupies a measurable bandwidth, which contributes both to transmission capacity and to coexistence with neighbouring systems. A radio link is broader still: it includes signal processing, the transmitter, RF stages, antennas, propagation, attenuation and interference, followed by the entire reception chain that reconstructs the information.
Modern radio equipment is no longer necessarily fixed electronics. Modulation, filtering, decoding and adaptation are increasingly software-defined. This flexibility also brings two historically separate surfaces closer together: radio and software. A radio communication is therefore never just a frequency; it is a complete chain of trust from information production to reconstruction.
03
When the spectrum becomes an attack surface
The transition from interference to electromagnetic warfare introduces intentionality. NATO now favours the term Electromagnetic Warfare, emphasising the entire electromagnetic environment and spectrum. Its effects may concern communications, radar, navigation and detection functions.
Several outcomes must be distinguished. Denial makes a resource unavailable. Degradation allows the service to continue with reduced quality, accuracy or availability. Deception is subtler: the system still receives information and may regard it as valid even though it no longer represents reality correctly.
An outage is often visible and may trigger an alarm or fallback mode. Plausible but false information can continue through the processing chain, be accepted by the receiver, converted into data, fused with other observations and ultimately drive an action.
A failure is often visible; plausible but false information can continue through the entire processing chain.
04
The spectrum as the first layer of a trust chain
The issue becomes clearer when we consider the full path between an electromagnetic wave and a digital decision: spectrum, signal, receiver, data, estimation, fusion, decision and action. At every transition, information changes form.
Applications rarely use the raw physical signal. They use a digital representation derived from it. Even with protected software, controlled access, intact firmware and authenticated networks, a system can make the wrong decision if its physical inputs no longer correspond sufficiently to the real world.
I call this the cyber-electromagnetic chain of trust. The concept does not merge cybersecurity and radio artificially; it recognises that a weakness at the physical layer can cross several transformations before producing a software or physical effect.
05
PNT: when signal presence no longer guarantees information integrity
Positioning, Navigation and Timing systems provide the clearest illustration. GNSS constellations do more than display a position: they provide navigation and timing references on which telecommunications, distributed infrastructures and other critical functions may depend.
NIST explicitly treats PNT services as a cybersecurity dependency. Its Foundational PNT Profile addresses the identification of dependencies, protection, anomaly detection, response and recovery. Civil aviation likewise shows that the issue is operational: EASA and EUROCONTROL have documented increasing GNSS jamming and spoofing and updated mitigation guidance in 2026.
Jamming and deception must be distinguished. Loss of position can be detected; a coherent but false position may continue to guide decisions.
“Am I receiving something?” is not the same as “Can I still trust what I infer from it?”
06
Autonomous systems: when signal disruption becomes perception disruption
A drone, robot or autonomous vehicle does not fundamentally seek a GNSS signal or a radar value. It seeks to reconstruct a state: position, orientation, speed, obstacle location or environmental dynamics. A simplified observation model is:
Here, x is the real state, h(x) the theoretical sensor observation, v normal measurement uncertainty and a an additional abnormal or potentially adversarial contribution. The system does not observe reality directly; it reconstructs it from measurements.
This distinction opens the field of resilient estimation. Fawzi, Tabuada and Diggavi showed, for the linear systems they studied, that state reconstruction can remain possible under certain conditions even when some sensors or actuators are corrupted. Pajic, Lee and Pappas extended this reasoning to noisy dynamic systems under attack.
Multi-sensor fusion can then confront several representations of the same world: GNSS with inertial navigation, radar with cameras, or trajectories derived from independent physical phenomena. I describe perceptual resilience as the ability to maintain a usable representation of reality when some information sources become unavailable, uncertain or potentially deceptive.
Redundancy is not the same as diversity. Three sensors sharing the same external GNSS dependency are not necessarily three independent sources. The objective is not merely to add sensors, but to organise confidence across genuinely different sources.
07
Cyber and electromagnetic domains: distinct domains with converging effect chains
A cyberattack and an electromagnetic action are not the same. NATO distinguishes cyber operations from electromagnetic operations: the former act within digital systems, while the latter exploit the electromagnetic environment.
Modern systems nevertheless make their effects interdependent. A radio may contain firmware, programmable components, DSP functions, an operating system and network configuration. A cyber vulnerability can alter radio behaviour without an initially hostile RF signal. Conversely, an RF disturbance may compromise no software component while producing data later consumed by software.
I therefore use cyber-electromagnetic convergence to describe a convergence of effect chains, not a doctrinal fusion of the two domains. Protecting the complete system requires understanding the continuity between physical interactions and digital processing.
08
Artificial intelligence and the emergence of more cognitive electromagnetic warfare
The electromagnetic environment is increasingly dynamic. Traditional architectures can compare observations with known signature libraries and apply predefined rules, but this approach reaches its limits when waveforms adapt, behaviours change rapidly and signal density grows.
Cognitive Electronic Warfare describes an evolution towards systems with more autonomous capabilities for sensing, interpretation, reasoning and adaptation. Machine learning may improve signal classification and environmental understanding, but it also introduces new dependencies on observations, extracted features, models and adaptation mechanisms.
A system that learns from its environment can potentially be led to learn an incorrect representation of that environment. The confrontation may then shift from a frequency or power contest towards an interaction between mechanisms of perception, decision and adaptation. This connects electromagnetic security with adversarial machine learning, estimation and game-theoretic reasoning at a conceptual level.
NATO DIANA’s 2026 challenge on contested electromagnetic environments illustrates the demand for resilient communications, navigation and surveillance, alternative navigation and more intelligent spectrum management. These ideas remain defensive and conceptual here; they do not provide operational parameters for designing or optimising interference systems.
09
From spectrum monitoring to electromagnetic situational awareness
A monitoring station can detect an emission, measure its level, analyse characteristics and sometimes contribute to location. A single observation remains ambiguous: equipment failure, non-compliant use, propagation, local interference or deliberate action can all be possible explanations.
Correlation changes the analytical value. Compatible events observed by geographically separated, synchronised stations within a related period provide more context than isolated measurements. Value emerges from interoperability, temporal and geographic context and shared event descriptions, not only from sensor quality.
Spectrum monitoring asks: ‘What am I observing here?’ Electromagnetic situational awareness asks: ‘What do observations made at different places and times mean together?’ This broader interpretation must preserve a crucial discipline:
Detection ≠ attribution
An anomaly can be detected without immediately determining whether its origin is accidental or deliberate, civilian or military. That distinction prevents a technical monitoring capability from becoming a mechanism for over-interpreting events.
10
Regional cooperation already has a technical foundation in Africa
Cross-border spectrum cooperation already exists on the continent. The HCM4A Agreement, developed through work involving the ITU and African Union, coordinates frequencies for fixed and land-mobile services, helps prevent harmful interference and improves shared spectrum use. Niger, Mali and Burkina Faso are participating administrations.
This framework is primarily regulatory, but it establishes an important principle: a radio event observed in one country may have causes or effects beyond its borders. ICAO work on GNSS interference adds a further step. In March 2026, an AFI regional workshop addressed procedures for reporting GNSS radio-frequency interference events.
A logical progression therefore appears: frequency coordination, event sharing, then regional correlation. This creates a technical bridge towards the question of electromagnetic resilience in the Sahel.
11
AES: from resource pooling to coordinated electromagnetic awareness
The Confederation of Sahel States is built around sovereignty, solidarity and collective capacity. Official presentations describe three pillars—Defence, Diplomacy and Development—and a transition from a defence pact to a sovereign confederation. Official publications also document the Unified Force and the pooling of air-force resources.
This raises a technically legitimate question: could the same philosophy support a coordinated electromagnetic situational-awareness capability? This is my personal conceptual proposal; it does not describe an existing, unpublished confederal capability.
A federated architecture would be consistent with sovereignty. Each State would retain its national stations, sensitive technical information, monitoring capabilities and institutional responsibilities. Confederal value would arise from sharing a sufficiently characterised event when it has cross-border relevance: detection time, affected area and band, probable phenomenon, observed impact and analytical confidence.
Raw RF data would not necessarily leave the collecting State. The sequence would be national observation, national analysis, normalised event, AES correlation and shared warning. An anomaly observed in Mali could alert Burkina Faso and Niger; simultaneous observations could be qualified with greater confidence; aviation reports could be compared with telecommunications or national spectrum-monitoring observations.
Mutual detection could therefore become mutual early warning and, with common doctrine, collective resilience. The starting point need not be expensive new equipment. It can begin with common terminology, reliable synchronisation, compatible data formats, comparable confidence levels and shared notification procedures.
Coordination can produce information that did not exist in any individual State.
12
Thinking about the Sahelian cyberspace also means examining its electromagnetic infrastructure
This reasoning directly complements my forthcoming book, Le cyberespace sahélien, un nouveau front. Cyberspace is often associated with information systems, IP networks, cloud platforms and data, but it has a physical infrastructure. Mobile networks use spectrum, microwave links carry traffic, satellites provide communications, digital systems depend on GNSS references and connected equipment exchanges information wirelessly.
Part of digital sovereignty therefore rests on an electromagnetic infrastructure that is less visible than data centres or IP networks but just as structural. My book addresses threats, dependencies and sovereignty at a strategic Sahelian scale; my parallel work on cyber-electromagnetic security moves towards physical and cyber-physical layers such as spectrum, radio, PNT, resilience and autonomous systems.
These levels should not be confused, but they answer the same underlying question: which dependencies actually support our digital capacity for action, and how can that capacity be maintained when those dependencies are contested?
C
Conclusion: protecting not only the signal, but the reality constructed from it
The electromagnetic spectrum is invisible, and so is much of its contribution to digital society. Yet a considerable share of our infrastructure depends on transmitting, receiving, measuring and interpreting electromagnetic phenomena correctly.
A frequency is not merely a value in hertz, a channel is not merely an assigned resource, and a radio link is not merely a connection between two antennas. They can become the first components of a chain connecting the physical world to a digital decision.
Electromagnetic warfare shows that the radio environment can be deliberately contested. PNT shows that a system may continue operating while the integrity of its estimate deteriorates. Autonomous systems show that incorrect data can become incorrect perception and then physical action. Multi-sensor fusion shows that part of the response lies in observation diversity and dynamic confidence reassessment.
At a wider scale, a national monitoring station observes part of the environment; coordinated stations produce better knowledge; States that share and correlate selected events can begin to build regional resilience. An AES capability could therefore begin with doctrine, definitions, formats, trust between sources and interoperability—then correlation, warning and resilience.
The central challenge is no longer only to protect spectrum from interference or a signal from jamming. It is to protect the chain connecting spectrum, signal, information, perception and decision. In cyber-physical and autonomous systems, protecting computation will no longer be enough; we must also preserve confidence in the reality from which the machine computes.
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Further reading
This reflection forms one of the themes of my forthcoming work, Cyber-Electromagnetic Security of Radio Infrastructures: Spectrum, Resilience, Threats and Autonomous Systems.
I will examine radio-infrastructure security, spectrum dependencies, PNT resilience, spectrum monitoring and situational awareness, cyber-electromagnetic convergence, multi-sensor fusion, autonomous systems and the shift towards more adaptive detection and decision mechanisms.
This work extends, at a more technical level, the reflection begun in Le cyberespace sahélien, un nouveau front: understanding the infrastructures and dependencies from which the Sahel can build digital sovereignty and maintain its capacity for action when those infrastructures are contested.
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Public sources and key references
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Author’s note
This publication develops a personal scientific and technical reflection based on open sources. The discussion of a coordinated electromagnetic situational-awareness capability within the Confederation of Sahel States is a personal conceptual proposal and neither describes nor claims to reveal any operational capability that has not been publicly documented. The analyses and proposals expressed in this article do not represent any institution, authority or organisation with which I may be affiliated.