Automotive AI Integration: On-Board Machine Learning for ADAS Sensor Fusion, Predictive Systems, and In-Vehicle Intelligence - Couverture souple

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9798180774019: Automotive AI Integration: On-Board Machine Learning for ADAS Sensor Fusion, Predictive Systems, and In-Vehicle Intelligence
Couverture souple
ISBN 13 : 9798180774019
Editeur : Independently published, 2026

Synopsis

Master the Art of Production-Ready Vehicle Intelligence

As automotive engineering transitions to software-defined architectures, integrating reliable, high-performance machine learning is the ultimate competitive advantage. Automotive AI Integration is the definitive engineering guide to deploying robust on-board ML models inside production vehicles.

Written specifically for automotive embedded engineers, ADAS developers, and AI researchers, this comprehensive manual bridges the gap between theoretical deep learning and real-world physical deployment. Learn how to navigate the complex trade-offs of performance, safety, and hardware constraints using industry-standard frameworks.

Inside this masterclass, you will discover:

  • Silicon-Level Optimization: Master neural network inference on leading SoCs like NVIDIA DRIVE Orin, Qualcomm Snapdragon Ride, and Mobileye EyeQ Ultra.
  • Advanced Model Compression: Implement model quantization (INT8/FP8), pruning, and TensorRT compilation to fit large models into tight automotive resource budgets.
  • Safety & Standards: Design MISRA C++ compliant machine learning pipelines and build robust ISO 26262 safety cases up to ASIL-D.
  • Sensor Fusion Architectures: Combine camera Bird’s-Eye-View (BEV), radar point clouds, and LiDAR data inside modern deep neural networks.
  • AUTOSAR & OTA Integration: Deploy models as AUTOSAR Adaptive software components and architect secure, failsafe over-the-air (OTA) update pipelines.
  • Next-Gen Cockpit Intelligence: Build highly responsive Driver Monitoring Systems (DMS) and deploy local, low-latency LLM voice assistants on-edge.

Whether you are developing Level 2+ ADAS features or architecting Level 4 autonomous systems, this book provides the production-validated patterns, testing paradigms, and validation frameworks you need to write safe, efficient, and regulatory-compliant automotive software.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
Independently published
Date d'édition
2026
Langue
anglais
ISBN 13 
9798180774019
Reliure
Broché
Nombre de pages
90
Coordonnées du fabricant
Manufactured by Amazon on behalf of the author
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