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Compression of GNSS Data with the Aim of Speeding up Communication to Autonomous Vehicles

Amnon Rakhmanov, Yair Wiseman

2023Remote Sensing43 citationsDOIOpen Access PDF

Abstract

Autonomous vehicles contain many sensors, enabling them to drive by themselves. Autonomous vehicles need to communicate with other vehicles (V2V) wirelessly and with infrastructures (V2I) like satellites with diverse connections as well, to implement safety, reliability, and efficiency. Information transfer from remote communication appliances is a critical task and should be accomplished quickly, in real time and with maximum reliability. A message that arrives late, arrives with errors, or does not arrive at all can create an unsafe situation. This study aims at employing data compression to efficiently transmit GNSS information to an autonomous vehicle or other infrastructure such as a satellite with maximum accuracy and efficiency. We developed a method for compressing NMEA data. Furthermore, our results were better than other ones in current studies, while supporting error tolerance and data omission.

Topics & Concepts

Computer scienceGNSS applicationsReliability (semiconductor)Real-time computingTask (project management)Transfer (computing)Global Positioning SystemEmbedded systemTelecommunicationsSystems engineeringEngineeringPower (physics)Parallel computingPhysicsQuantum mechanicsIoT Networks and ProtocolsAdvanced Wireless Communication TechniquesContext-Aware Activity Recognition Systems
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