Automobil-Multi-Access-Edge-Computing (MEC) Infrastruktur
VehicleEdge überwindet die Rechen- und Thermikgrenzen fahrzeugeigener Hardware. Durch dynamische Partitionierung neuronaler Netze zwischen Fahrzeug-SoCs und 5G-Basisstationen laufen 4K-Vision-Transformer mit unter 15 ms Latenz.
Vehicle Edge Gateway Zonal Architecture
Central Controller: Vehicle Edge Gateway — ETSI MEC Platform
Zonal Control Units & TSN Ring
- Dynamic Task Splitter & Latency Profiler
- Edge Vision Transformer Inference Engine
- Stateful Edge Microservice Migrator
- Zonal Low-Latency Edge Buffer
- Encrypted WireGuard MEC Tunnel
Ausbalancierung von Fahrzeug-Wärmebudgets und Cloud-Latenzbeschränkungen
Schwere 3D-Occupancy- und Trajektorienmodelle verbrauchen über 300 Watt im Fahrzeug, was die Batterie leert. VehicleEdge analysiert die Funkstrecke und lagert rechenintensive Schichten auf MEC-Knoten aus.
Core Engineering Areas
- Dynamic Neural Workload Offloading — Splitting a transformer model at intermediate activation layers: the vehicle processes shallow convolutional layers, transmitting compressed feature maps to MEC nodes for heavy multi-head attention processing.
- Stateful Edge Migration — Pre-migrating the vehicle's active digital twin and perception context to the next base station's MEC server before physical radio handover occurs.
- Thermal-Aware Compute Governance — Offloading compute tasks when vehicle battery temperatures spike during fast highway cruising, allowing onboard HPC chips to enter low-power sleep states.
Technical Articles
Related Cluster Architecture Specifications
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