Sensor Data
Parent: EX-0014
Description
The attacker presents fabricated or biased measurements that estimation and control treat as ground truth. Targets include attitude/position sensors (star trackers, gyros/IMUs, sun sensors, magnetometers, GNSS), environmental and health sensors (temperatures, currents, voltages, pressures), and payload measurements used in autonomy. Spoofs may be injected electrically at interfaces, optically (blinding/dazzling trackers or sun sensors), magnetically, or by crafting packets fed into sensor gateways. Even small, consistent biases can drive filters to incorrect states; stepwise changes can trigger fault responses or mode switches. Downstream, timestamps, quality flags, and derived products inherit the deception, creating uncertainty for operators and potentially inducing temporary loss of service as autonomy reacts to a world that never existed.
Mappings
EU regulation articles
Integrity protection on sensor-data interfaces resists fabricated-measurement injection between sensors and FSW.
Security testing of estimation pipelines and outlier-rejection logic surfaces fragility that fabricated sensor data exploits.
Sensor-data integrity is part of network-and-information-system properties under 84(2)'s Annex VII point 5.1; spoofed sensor frames at gateways must be filtered.
84(3)'s authorized-devices rule governs sensor gateways — limiting which sensor sources can write into estimation/control pipelines.
Sensor-derived state inconsistencies (estimator divergence, abrupt mode transitions, contradictions between fused sources) are detectable via cross-correlation; Art. 21(2)(b)'s incident-handling capability must surface those anomalies even when individual readings pass sanity checks.
Security testing of estimation pipelines, sensor-fusion sanity checks and outlier-rejection logic surfaces fragility that fabricated sensor data exploits.
Sensor-data-spoofing testing scope (sensor-fusion sanity checks, outlier-rejection logic, estimator robustness under fabricated measurements) is what Annex 6.5.2 requires the entity to define for its security-testing policy.
Sensor-data spoofing reaches estimation and control through several distinct injection surfaces (electrical interfaces, optical blinding of trackers, magnetic, and crafted packets at sensor gateways), so the planned-interval review obligation in Annex 6.5.3 is the duty that keeps the testing policy's coverage current as those surfaces are characterized. The obligation is to review and where appropriate update the testing policy itself, which is governance over what gets tested rather than detection of the fabricated measurements, supporting an addresses relationship at moderate confidence.
Network-security obligations cover the protection of sensor-data interfaces between sensors and FSW; integrity protection on those interfaces resists fabricated-measurement injection.
ENISA controls
Real-time physics-model verification of sensor inputs to bus and payload is the named defense against fabricated/biased measurements.
Anomaly detection with established baseline and event correlation flags consistent biases or stepwise sensor changes that EX-0014.03 introduces.
Reinforcement-learning agents detecting anomalous events and ignoring malicious data are an explicit control against fabricated sensor measurements.
Cross-reference controls
Supported by two independent derivations that agree, neither of them SafeMode's invention. Through NIST 800-53: SafeMode's curated mapping records EX-0014.03 against IA-3 Device Identification and Authentication, and CSF 2.0's own crosswalk names that control as an informative reference for PR.AA-03. Through SPARTA: SPARTA's catalog maps EX-0014.03 to countermeasure CM0031 Authentication, and that countermeasure's own CSF references include PR.AA-03. Recorded as `addresses` rather than `mitigates` because a CSF subcategory states an outcome to be achieved while the underlying control states the mechanism that achieves it, which is the mechanism-versus-mandate ceiling in decisions entry 15.
Derived by composition, not from a source that names this pair. D3FEND publishes that Application Protocol Command Analysis counters T1565.002 Transmitted Data Manipulation; SafeMode's curated mapping records EX-0014.03 as addressing that same adversary behaviour in the space domain. Analysing application-protocol remote commands is directly the telecommand-validation problem: on-board command handlers and the ground command chain both inspect opcode, argument, and sequencing structure before acting. Recorded at moderate confidence because the supporting chain is two documented edges rather than one source attesting the pair directly.
Derived by composition, not from a source that names this pair. D3FEND publishes that Protocol Metadata Anomaly Detection counters T1565.002 Transmitted Data Manipulation; SafeMode's curated mapping records EX-0014.03 as addressing that same adversary behaviour in the space domain. Protocol metadata anomaly detection applies to the telecommand and telemetry link and to internal bus framing, both of which carry structured, baselineable metadata. Recorded at moderate confidence because the supporting chain is two documented edges rather than one source attesting the pair directly.
Spoofing sensor data (injecting falsified readings on sensor lines or in transit between sensor and OBC) is transmitted-data manipulation at the sensor-bus level; T1565.002 covers this exact concept.
T1692.002 'Reporting Message' specifically addresses unauthorised reporting/telemetry messages; SPARTA EX-0014.03 'Sensor Data' spoofing creates exactly this kind of unauthorised reporting message (falsified sensor readings injected on sensor lines). Cross-tactic moderate (evasion/impair vs execution); direct sub-technique concept match.
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- nist-80053-rev5AC-17(2)Protection of Confidentiality and Integrity Using Encryptionrelates tomoderate
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IA-3 mitigates EX-0014.03 by authenticating sensor sources where the bus supports peer authentication.
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RA-9 (Criticality Analysis) addresses identification of critical sensor paths whose spoofing requires highest-rigor controls.
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SI-10 mitigates EX-0014.03 by validating sensor inputs against physically plausible ranges.
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- nist-80053-rev5SI-19(4)Removal, Masking, Encryption, Hashing, or Replacement of Direct Identifiersrelates tomoderate
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T2054.003 covers runtime data manipulation — addresses EX-0014.03's injection of fabricated sensor measurements at sensor-gateway interfaces that estimation/control treat as ground truth at runtime.
SPARTA countermeasures
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Cite as SafeMode Space, EX-0014.03 (SPARTA v3.2).