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Spanghero, M. (2025). Data verification for GNSS systems and protection of GNSS services. (Doctoral dissertation). Stockholm: KTH Royal Institute of Technology
Open this publication in new window or tab >>Data verification for GNSS systems and protection of GNSS services
2025 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

 Global Navigation Satellite Systems (GNSS) provide ubiquitous precise localization and synchronization for a wide gamut of applications, spanning from location-based service to core industrial functionalities in communications and large infrastructure. Civilian use of GNSS relies on publicly available signals and infrastructure designed to operate at a high level of interoperability. Nevertheless, such systems proved to be vulnerable to voluntary and involuntary interference aiming to deny, modify, and falsify the GNSS-provided solution. This poses a significant threat to the robustness of satellite-based timing and localization. A decreasing entry threshold from the knowledge and tools accessibility perspective makes mounting such attacks feasible and effective even against low-value targets. In this work, this issue is targeted, with a practical approach, from three directions, by cross-checking the navigation solution with alternative providers of time, by localizing the interference source and characterizing it, and by relying on specific receiver dynamics to eliminate falsified signals. We discuss protection mechanisms targeting the consumer market based on available infrastructure or on sensing supported by sensors embedded in the GNSS-enabled platform itself. These efforts collectively aim to improve the robustness of consumer GNSS solutions, without modifying the GNSS receiver or the signal structure, to provide secure and reliable navigation and timing in an increasingly adversarial environment.

Abstract [sv]

Globala system för satellitnavigering (eng. global navigation satellite systems, GNSS) tillhandahåller allestädes närvarande precis platsbestämning och synkronisering för ett brett spann av tillämpningar, från platsbaserade tjänster till industriella kärnfunktioner i kommunikation och stora infrastrukturer. Civil användning av GNSS förlitar sig på allmänt tillgängliga signaler och infrastruktur som är designad att användas på en hög nivå av interoperabilitet. Dessa system har visat sig sårbara för störningar som söker att neka, modifiera och falsifiera GNSS-lösningar. Detta utgör ett allvarligt hot mot tillförlitligheten av satellitbaserad tids- och platsbestämning. En sänkning av tröskeln för tillgängligheten av kunskap och verktyg gör det möjligt och effektivt att inleda sådana attacker, även mot lågvärdesmål. I detta verk angrips problemet praktiskt via tre tillvägagångssätt: genom dubbelkontroll av navigationslösningen med alternativa internettidsleverantörer, genom lokalisering av störningskällan och karaktärisera den, och genom att förlita sig på specifik mottagardynamik för att eliminera falsifierade signaler. Vi diskuterar skyddsmekanismer ämnade för konsumentmarknaden baserat på tillgänglig infrastruktur eller m.h.a. mätningar från inbyggda sensorer i GNSS-plattformen i sig. Dessa ansträngningar söker att gemensamt förbättra tillförlitligheten hos konsument GNSS-lösningar, utan att modifiera GNSS-mottagaren eller signalstrukturen, för att erbjuda säker ochpålitlig navigation och tid i en alltmer fientlig miljö

Place, publisher, year, edition, pages
Stockholm: KTH Royal Institute of Technology, 2025. p. xxvi, 62
Series
TRITA-EECS-AVL ; 2025:36
National Category
Other Electrical Engineering, Electronic Engineering, Information Engineering
Research subject
Information and Communication Technology
Identifiers
urn:nbn:se:kth:diva-361272 (URN)978-91-8106-231-1 (ISBN)
Public defence
2025-04-15, https://kth-se.zoom.us/j/62121217840, Sal C, Kistagången 16, Stockholm, 14:00 (English)
Opponent
Supervisors
Note

QC 20250317

Available from: 2025-03-17 Created: 2025-03-17 Last updated: 2025-10-30Bibliographically approved
Spanghero, M., Geib, F., Panier, R. & Papadimitratos, P. (2025). GNSS jammer localization and identification with airborne commercial GNSS receivers. IEEE Transactions on Information Forensics and Security, 20, 3550-3565
Open this publication in new window or tab >>GNSS jammer localization and identification with airborne commercial GNSS receivers
2025 (English)In: IEEE Transactions on Information Forensics and Security, ISSN 1556-6013, E-ISSN 1556-6021, Vol. 20, p. 3550-3565Article in journal (Refereed) Published
Abstract [en]

Global Navigation Satellite Systems (GNSS) are fundamental in ubiquitously providing position and time to a wide gamut of systems. Jamming remains a realistic threat in many deployment settings, civilian and tactical. Specifically, in Unmanned Aerial Vehicles (UAVs) sustained denial raises safety critical concerns. This work presents a strategy that allows detection, localization, and classification both in the frequency and time domain of interference signals harmful to navigation. A high-performance Vertical Take Off and Landing (VTOL) UAV with a single antenna and a commercial GNSS receiver is used to geolocate and characterize RF emitters at long range, to infer the navigation impairment. Raw IQ baseband snapshots from the GNSS receiver make the application of spectral correlation methods possible without extra software-defined radio payload, paving the way to spectrum identification and monitoring in airborne platforms, aiming at RF situational awareness. Live testing at Jammertest, in Norway, with portable, commercially available GNSS multi-band jammers demonstrates the ability to detect, localize, and characterize harmful interference. Our system pinpointed the position with an error of a few meters of the transmitter and the extent of the affected area at long range, without entering the denied zone. Additionally, further spectral content extraction is used to accurately identify the jammer frequency, bandwidth, and modulation scheme based on spectral correlation techniques.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE), 2025
National Category
Signal Processing Control Engineering
Identifiers
urn:nbn:se:kth:diva-361264 (URN)10.1109/tifs.2025.3550050 (DOI)001457502700002 ()2-s2.0-105002263966 (Scopus ID)
Funder
Swedish Research Council, 2020-04621
Note

QC 20250520

Available from: 2025-03-14 Created: 2025-03-14 Last updated: 2025-05-20Bibliographically approved
Spanghero, M. & Papadimitratos, P. (2025). UnReference: analysis of the effect of spoofing on RTK reference stations for connected rovers. In: Proceedings of the 2025 IEEE/ION Position, Localization and Navigation Symposium (PLANS), Salt Lake City, UT, USA: . Paper presented at IEEE/ION Position, Localization and Navigation Symposium (PLANS), Salt Lake City, Utah, US, April 28 - May 1, 2025 (pp. 1-12).
Open this publication in new window or tab >>UnReference: analysis of the effect of spoofing on RTK reference stations for connected rovers
2025 (English)In: Proceedings of the 2025 IEEE/ION Position, Localization and Navigation Symposium (PLANS), Salt Lake City, UT, USA, 2025, p. 1-12Conference paper, Published paper (Refereed)
Abstract [en]

Global Navigation Satellite Systems (GNSS) provide standalone precise navigation for a wide gamut of applications. Nevertheless, applications or systems such as unmanned vehicles (aerial or ground vehicles and surface vessels) generally require a much higher level of accuracy than those provided by standalone receivers. The most effective and economical way of achieving centimeter-level accuracy is to rely on corrections provided by fixed reference station receivers to improve the satellite ranging measurements. Differential GNSS (DGNSS) and Real Time Kinematics (RTK) provide centimeter-level accuracy by distributing online correction streams to connected nearby mobile receivers typically termed rovers. However, due to their static nature, reference stations are prime targets for GNSS attacks, both simplistic jamming and advanced spoofing, with different levels of adversarial control and complexity. Jamming the reference station would deny corrections and thus accuracy to the rovers. Spoofing the reference station would force it to distribute misleading corrections. As a result, all connected rovers using those corrections will be equally influenced by the adversary independently of their actual trajectory. We evaluate a battery of tests generated with an RF simulator to test the robustness of a common DGNSS/RTK processing library and receivers. We test both jamming and synchronized spoofing to demonstrate that adversarial action on the rover using reference spoofing is both effective and convenient from an adversarial perspective. Additionally, we discuss possible strategies based on existing countermeasures (self-validation of the PNT solution and monitoring of own clock drift) that the rover and the reference station can adopt to avoid using or distributing bogus corrections.

National Category
Security, Privacy and Cryptography Electrical Engineering, Electronic Engineering, Information Engineering Signal Processing
Identifiers
urn:nbn:se:kth:diva-361268 (URN)10.1109/PLANS61210.2025.11028546 (DOI)2-s2.0-105009210051 (Scopus ID)
Conference
IEEE/ION Position, Localization and Navigation Symposium (PLANS), Salt Lake City, Utah, US, April 28 - May 1, 2025
Funder
Swedish Research Council, 2020-04621
Note

QC 20250317

Available from: 2025-03-15 Created: 2025-03-15 Last updated: 2025-09-02Bibliographically approved
Spanghero, M. & Papadimitratos, P. (2024). Time-Based GNSS Attack Detection. IEEE Transactions on Aerospace and Electronic Systems, 1-18
Open this publication in new window or tab >>Time-Based GNSS Attack Detection
2024 (English)In: IEEE Transactions on Aerospace and Electronic Systems, ISSN 0018-9251, E-ISSN 1557-9603, p. 1-18Article in journal (Refereed) Epub ahead of print
Abstract [en]

To safeguard Civilian Global Navigation Satellite Systems (GNSS) external information available to the platform encompassing the GNSS receiver can be used to detect attacks. Cross-checking the GNSS-provided time against alternative multiple trusted time sources can lead to attack detection aiming at controlling the GNSS receiver time. Leveraging external, network-connected secure time providers and onboard clock references, we achieve detection even under fine-grained time attacks. We provide an extensive evaluation of our multi-layered defense against adversaries mounting attacks against the GNSS receiver along with controlling the network link. We implement adversaries spanning from simplistic spoofers to advanced ones synchronized with the GNSS constellation. We demonstrate attack detection is possible in all tested cases (sharp discontinuity, smooth take-over, and coordinated network manipulation) without changes to the structure of the GNSS receiver. Leveraging the diversity of the reference time sources, detection of take-over time push as low as 150 μs is possible. Smooth take-overs forcing variations as low as 30 ns/s are also detected based on on-board precision oscillators. The method (and thus the evaluation) is largely agnostic to the satellite constellation and the attacker type, making time-based data validation of GNSS information compatible with existing receivers and readily deployable.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE), 2024
National Category
Telecommunications
Identifiers
urn:nbn:se:kth:diva-359741 (URN)10.1109/taes.2024.3516708 (DOI)001506819200019 ()2-s2.0-85212530491 (Scopus ID)
Note

QC 20250211

Available from: 2025-02-10 Created: 2025-02-10 Last updated: 2025-08-15Bibliographically approved
Spanghero, M., Geib, F., Panier, R. & Papadimitratos, P. (2024). Uncovering GNSS Interference with Aerial Mapping UAV. In: Uncovering GNSS Interference with Aerial Mapping UAV: . Paper presented at IEEE Aerospace Conference (AeroConf), Yellowstone Conference Center in Big Sky, Montana March 2-9, 2024. Institute of Electrical and Electronics Engineers (IEEE)
Open this publication in new window or tab >>Uncovering GNSS Interference with Aerial Mapping UAV
2024 (English)In: Uncovering GNSS Interference with Aerial Mapping UAV, Institute of Electrical and Electronics Engineers (IEEE) , 2024Conference paper, Published paper (Refereed)
Abstract [en]

Global Navigation Satellite System (GNSS) receivers provide ubiquitous and precise position, navigation, and time (PNT) to a wide gamut of civilian and tactical infrastructures and devices. Due to the low GNSS received signal power, even low-power radiofrequency interference (RFI) sources are a serious threat to the GNSS integrity and availability. Nonetheless, RFI source localization is paramount yet hard, especially over large areas. Methods based on multi-rotor unmanned aerial vehicles (UAV) exist but are often limited by hovering time, and require specific antenna and detectors. In comparison, fixed-wing planes allow longer missions but are more complex to operate and deploy. A vertical take-off and landing (VTOL) UAV combines the positive aspects of both platforms: high maneuverability, and long mission time and, jointly with highly integrated control systems, simple operation and deployment. Building upon the flexibility allowed by such a platform, we propose a method that combines advanced flight dynamics with high-performance consumer receivers to detect interference over large areas, with minimal interaction with the operator. The proposed system can detect multiple interference sources and map their area of influence, gaining situational awareness of poor GNSS quality or denied environments. Furthermore, it can estimate the relative heading and position of the interference source within tens of meters. The proposed method is validated with real-life measurements, successfully mapping two interference-affected areas and exposing radio equipment causing involuntary in-band interference.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE), 2024
National Category
Telecommunications Signal Processing
Research subject
Aerospace Engineering
Identifiers
urn:nbn:se:kth:diva-346348 (URN)10.1109/AERO58975.2024.10521434 (DOI)001229648405021 ()2-s2.0-85193856727 (Scopus ID)
Conference
IEEE Aerospace Conference (AeroConf), Yellowstone Conference Center in Big Sky, Montana March 2-9, 2024
Funder
Swedish Foundation for Strategic Research, RIT17-0005
Note

Part of ISBN 979-8-3503-0462-6

QC 20240515

Available from: 2024-05-13 Created: 2024-05-13 Last updated: 2025-03-17Bibliographically approved
Spanghero, M. & Papadimitratos, P. (2023). Detecting GNSS misbehavior leveraging secure heterogeneous time sources. In: IEEE/ION Position, Location and Navigation Symposium (PLANS), Monterey, California, April 24-27, 2023: . Paper presented at IEEE/ION Position, Location and Navigation Symposium (PLANS), Monterey, California, April 24-27, 2023. Institute of Electrical and Electronics Engineers (IEEE)
Open this publication in new window or tab >>Detecting GNSS misbehavior leveraging secure heterogeneous time sources
2023 (English)In: IEEE/ION Position, Location and Navigation Symposium (PLANS), Monterey, California, April 24-27, 2023, Institute of Electrical and Electronics Engineers (IEEE), 2023Conference paper, Published paper (Refereed)
Abstract [en]

Civilian Global Navigation Satellite Systems (GNSS)vulnerabilities are a threat to a wide gamut of critical systems.GNSS receivers, as part of the encompassing platform, can leverage external information to detect GNSS attacks. Specifically, cross-checking the time produced by the GNSS receiver against multiple trusted time sources can provide robust and assuredPNT. In this work, we explore the combination of secure remote,network-based time providers and local precision oscillators. This multi-layered defense mechanism detects GNSS attacks that induce even small time offsets, including attacks mounted in cold start. Our system does not require any modification to the current structure of the GNSS receiver, it is agnostic to the satellite constellation and the attacker type. This makes time-based data validation of GNSS information compatible with existing receivers and readily deployable.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE), 2023
National Category
Signal Processing Communication Systems Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:kth:diva-326762 (URN)10.1109/PLANS53410.2023.10140008 (DOI)001022344800114 ()2-s2.0-85162923832 (Scopus ID)
Conference
IEEE/ION Position, Location and Navigation Symposium (PLANS), Monterey, California, April 24-27, 2023
Funder
Swedish Foundation for Strategic Research
Note

QC 20230517

Available from: 2023-05-10 Created: 2023-05-10 Last updated: 2025-03-17Bibliographically approved
Lenhart, M., Spanghero, M. & Papadimitratos, P. (2022). Distributed and Mobile Message Level Relaying/Replaying of GNSS Signals. In: The International Technical Meeting of the The Institute of Navigation: . Paper presented at International technical Meeting of the Institute of Navigation. Institute of Navigation
Open this publication in new window or tab >>Distributed and Mobile Message Level Relaying/Replaying of GNSS Signals
2022 (English)In: The International Technical Meeting of the The Institute of Navigation, Institute of Navigation , 2022Conference paper, Published paper (Refereed)
Abstract [en]

With the introduction of Navigation Message Authentication (NMA), future Global Navigation Satellite Systems (GNSSs) prevent spoofing by simulation, i.e., the generation of forged satellite signals based on publicly known information. However, authentication does not prevent record-and-replay attacks, commonly termed as meaconing. Meaconing attacks are less powerful in terms of adversarial control over the victim receiver location and time, but by acting at the signal level, they are not thwarted by NMA. This makes replaying/relaying attacks a significant threat for current and future GNSS. While there are numerous investigations on meaconing attacks, the vast majority does not rely on actual implementation and experimental evaluation in real-world settings. In this work, we contribute to the improvement of the experimental understanding of meaconing attacks. We design and implement a system capable of real-time, distributed, and mobile meaconing, built with off-the-shelf hardware. We extend from basic distributed meaconing attacks, with signals from different locations relayed over the Internet and replayed within range of the victim receiver(s). This basic attack form has high bandwidth requirements and thus depends on the quality of service of the available network to work. To overcome this limitation, we propose to replay on message level, i.e., to demodulate and re-generate signals before and after the transmission respectively (including the authentication part of the payload). The resultant reduced bandwidth enables the attacker to operate in mobile scenarios, as well as to replay signals from multiple GNSS constellations and/or bands simultaneously. Additionally, the attacker can delay individually selected satellite signals to potentially influence the victim position and time solution in a more fine-grained manner. Our versatile test-bench, enabling different types of replaying/relaying attacks, facilitates testing realistic scenarios towards new and improved replaying/relaying-focused countermeasures in GNSS receivers.

Place, publisher, year, edition, pages
Institute of Navigation, 2022
National Category
Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:kth:diva-323284 (URN)10.33012/2022.18227 (DOI)2-s2.0-85147930155 (Scopus ID)
Conference
International technical Meeting of the Institute of Navigation
Note

QC 20250317

Available from: 2023-01-24 Created: 2023-01-24 Last updated: 2025-03-17Bibliographically approved
Spanghero, M. & Papadimitratos, P. (2022). High-precision Hardware Oscillators Ensemble for GNSS Attack Detection. In: IEEE Aerospace Conference Proceedings: . Paper presented at IEEE Aerospace. Institute of Electrical and Electronics Engineers (IEEE)
Open this publication in new window or tab >>High-precision Hardware Oscillators Ensemble for GNSS Attack Detection
2022 (English)In: IEEE Aerospace Conference Proceedings, Institute of Electrical and Electronics Engineers (IEEE) , 2022Conference paper, Published paper (Refereed)
Abstract [en]

A wide gamut of important applications rely on global navigation satellite systems (GNSS) for precise time and positioning. Attackers dictating the GNSS receiver position and time solution are a significant risk, especially due to the inherent vulnerability of GNSS systems. A first line of defense, for a large number of receivers, is to rely on additional information obtained through the rich connectivity of GNSS enabled platforms. Network time can be used for direct validation of the GNSS receiver time; but this depends on network availability. To allow attack detection even when there are prolonged network disconnections, we present a method based on on-board ensemble of reference clocks. This allows the receiver to detect sophisticated attacks affecting the GNSS time solution, independently of the specific attack methodology. Results obtained with Chip-Scale Oven Compensated Oscillators (CS-OCXO) are promising and demonstrate the potential of embedded ensembles of reference clocks, detecting attacks causing modifications of the receiver time offset as low as 0.3 mus, with half the detection latency compared to related literature. 

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE), 2022
National Category
Communication Systems
Identifiers
urn:nbn:se:kth:diva-323283 (URN)10.1109/AERO53065.2022.9843381 (DOI)2-s2.0-85137569700 (Scopus ID)
Conference
IEEE Aerospace
Note

QC 20230214

Available from: 2023-01-24 Created: 2023-01-24 Last updated: 2025-03-17Bibliographically approved
Spanghero, M. & Papadimitratos, P. (2021). Detecting GNSS misbehaviour with high-precision clocks. In: Proceedings WiSec 2021 - Proceedings of the 14th ACM Conference on Security and Privacy in Wireless and Mobile Networks: . Paper presented at WiSec '21: 14th ACM Conference on Security and Privacy in Wireless and Mobile Networks, Abu Dhabi, United Arab Emirates, 28 June - 2 July, 2021 (pp. 389-391). Association for Computing Machinery (ACM)
Open this publication in new window or tab >>Detecting GNSS misbehaviour with high-precision clocks
2021 (English)In: Proceedings WiSec 2021 - Proceedings of the 14th ACM Conference on Security and Privacy in Wireless and Mobile Networks, Association for Computing Machinery (ACM) , 2021, p. 389-391Conference paper, Published paper (Refereed)
Abstract [en]

To mitigate spoofing attacks targeting global navigation satellite systems (GNSS) receivers, one promising method is to rely on alternative time sources, such as network-based synchronization, in order to detect clock offset discrepancies caused by GNSS attacks. However, in case of no network connectivity, such validation references would not be available. A viable option is to rely on a local time reference; in particular, precision hardware clock ensembles of chip-scale thermally stable oscillators with extended holdover capabilities. We present a preliminary design and results towards a custom device capable of providing a stable reference, with smaller footprint and cost compared to traditional precision clocks. The system is fully compatible with existing receiver architecture, making this solution feasible for most industrial scenarios. Further integration with network-based synchronization can provide a complete time assurance system, with high short- and long-term stability. 

Place, publisher, year, edition, pages
Association for Computing Machinery (ACM), 2021
Keywords
Cellular radio systems, Clocks, Mobile telecommunication systems, Privacy by design, Wireless networks, Fully compatible, Global Navigation Satellite Systems, Industrial scenarios, Long term stability, Network connectivity, Preliminary design, Receiver architecture, Spoofing attacks, Global positioning system
National Category
Signal Processing Communication Systems
Identifiers
urn:nbn:se:kth:diva-310386 (URN)10.1145/3448300.3468254 (DOI)2-s2.0-85110070732 (Scopus ID)
Conference
WiSec '21: 14th ACM Conference on Security and Privacy in Wireless and Mobile Networks, Abu Dhabi, United Arab Emirates, 28 June - 2 July, 2021
Note

Part of proceedings ISBN 9781450383493

QC 20220404

Available from: 2022-04-04 Created: 2022-04-04 Last updated: 2025-03-17Bibliographically approved
Lenhart, M., Spanghero, M. & Papadimitratos, P. (2021). Relay/replay attacks on GNSS signals. In: WiSec 2021 - Proceedings of the 14th ACM Conference on Security and Privacy in Wireless and Mobile Networks: . Paper presented at 14th ACM Conference on Security and Privacy in Wireless and Mobile Networks, WiSec 2021, 28 June 2021 through 2 July 2021 (pp. 380-382). Association for Computing Machinery (ACM)
Open this publication in new window or tab >>Relay/replay attacks on GNSS signals
2021 (English)In: WiSec 2021 - Proceedings of the 14th ACM Conference on Security and Privacy in Wireless and Mobile Networks, Association for Computing Machinery (ACM) , 2021, p. 380-382Conference paper, Published paper (Refereed)
Abstract [en]

Global Navigation Satellite Systems (GNSSs) are ubiquitously relied upon for positioning and timing. Detection and prevention of attacks against GNSS have been researched over the last decades, but many of these attacks and countermeasures were evaluated based on simulation. This work contributes to the experimental investigation of GNSS vulnerabilities, implementing a relay/replay attack with off-the-shelf hardware. Operating at the signal level, this attack type is not hindered by cryptographically protected transmissions, such as Galileo's Open Service Navigation Message Authentication (OS-NMA). The attack we investigate involves two colluding adversaries, relaying signals over large distances, to effectively spoof a GNSS receiver. We demonstrate the attack using off-the-shelf hardware, we investigate the requirements for such successful colluding attacks, and how they can be enhanced, e.g., allowing for finer adversarial control over the victim receiver. 

Place, publisher, year, edition, pages
Association for Computing Machinery (ACM), 2021
Keywords
global navigation satellite systems (GNSS), meaconing, off-the-shelf hardware, replay/relay attack, spoofing, Cellular radio systems, Mobile telecommunication systems, Privacy by design, Wireless networks, Colluding attack, Experimental investigations, Global Navigation Satellite Systems, GNSS receivers, GNSS signals, Off-the-shelf hardwares, Open services, Relaying signals, Global positioning system
National Category
Signal Processing Communication Systems Other Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:kth:diva-310385 (URN)10.1145/3448300.3468256 (DOI)2-s2.0-85110145090 (Scopus ID)
Conference
14th ACM Conference on Security and Privacy in Wireless and Mobile Networks, WiSec 2021, 28 June 2021 through 2 July 2021
Note

Part of proceedings: ISBN 978-1-4503-8349-3

QC 20220404

Available from: 2022-04-04 Created: 2022-04-04 Last updated: 2023-01-18Bibliographically approved
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0001-8919-0098

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