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Knowledge Graph-Based Methods for Automated Driving

Knowledge Graph-Based Methods for Automated Driving

Paperback

Technology & EngineeringGeneral Computers

ISBN10: 0443300402
ISBN13: 9780443300400
Publisher: Elsevier
Published: May 30 2025
Pages: 428
Weight: 1.25
Height: 0.80 Width: 6.00 Depth: 9.00
Language: English

The global race to develop and deploy automated vehicles is still hindered by significant challenges, with the related complexities requiring multidisciplinary research approaches.
Knowledge Graph-Based Methods for Automated Driving offers sought-after, specialized know-how for a wide range of readers both in academia and industry on the use of graphs as knowledge representation techniques which, compared to other relational models, provide a number of advantages for data-driven applications like automated driving tasks. The machine learning pipeline presented in this volume incorporates a variety of auxiliary information, including logic rules, ontology-informed workflows, simulation outcomes, differential equations, and human input, with the resulting operational framework being more reliable, secure, efficient as well as sustainable.

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