Simulation-Based Performance Validation of Homomorphic Encryption Algorithms in the Internet of Things

  • IoT systems consist of Hardware/Software systems (e.g., sensors) that are embedded in a physical world, networked and that interact with complex software platforms. The validation of such systems is a challenge and currently mostly done by prototypes. This paper presents the virtual environment for simulation, emulation and validation of an IoT platform and its semantic model in real life scenarios. It is based on a decentralized, bottom up approach that offers interoperability of IoT devices and the value-added services they want to use across different domains. The framework is demonstrated by a comprehensive case study. The example consists of the complete IoT “Smart Energy” use case with focus on data privacy by homomorphic encryption. The performance of the network is compared while using partially homomorphic encryption, fully homomorphic encryption and no encryption at all.As a major result, we found that our framework is capable of simulating big IoT networks and the overhead introduced by homomorphic encryption is feasible for VICINITY.
Metadaten
Verfasser*innenangaben:Johannes KölschORCiD, Christopher Heinz, Axel Ratzke, Christoph GrimmORCiD
URN:urn:nbn:de:hbz:386-kluedo-58261
DOI:https://doi.org/10.3390/fi11100218
ISSN:1999-5903
Titel des übergeordneten Werkes (Englisch):Future Internet
Verlag:MDPI
Dokumentart:Wissenschaftlicher Artikel
Sprache der Veröffentlichung:Englisch
Datum der Veröffentlichung (online):22.10.2019
Jahr der Erstveröffentlichung:2019
Veröffentlichende Institution:Technische Universität Kaiserslautern
Datum der Publikation (Server):18.12.2019
Ausgabe / Heft:2019, 11(10)
Seitenzahl:24
Quelle:https://www.mdpi.com/1999-5903/11/10/218
Fachbereiche / Organisatorische Einheiten:Kaiserslautern - Fachbereich Informatik
DDC-Sachgruppen:0 Allgemeines, Informatik, Informationswissenschaft / 004 Informatik
Sammlungen:Open-Access-Publikationsfonds
Lizenz (Deutsch):Zweitveröffentlichung