云原生大规模 V2X 场景仿真、对抗性压力测试与极限极端工况生成

V2XSimulator 在 Kubernetes 集群上运行数百万次分布式仿真，对抗性生成极端安全事件、GPS 压制干扰与恶意报文泛洪，用于自动驾驶栈压力测试。

V2XSimulator Adversarial Scenario Generation Pipeline V2X Architecture

Central Controller: Generative Scenario Synthesizer — LLM & physics-guided corner-case generator

V2XSimulator 在 Kubernetes 集群上运行数百万次分布式仿真，对抗性生成极端安全事件、GPS 压制干扰与恶意报文泛洪，用于自动驾驶栈压力测试。

Adversarial Corner-Case Generation — Reinforcement learning agents deliberately perturbing traffic flows and wireless packet timing to discover latent AV edge-case failures.
Massively Parallel Cloud Execution — Executing 100,000 simulated highway crashes per hour across elastic cloud GPU nodes to achieve statistical safety proof.
Cybersecurity & RF Fault Injection — Injecting expired certificates, Sybil attacks, and replay payloads to test vehicle cybersecurity resilience.

AutomotiveV2X — Connected Vehicle-to-Everything & Cooperative ITS Architecture
CellularV2X — 3GPP C-V2X Architecture, PC5 Direct Sidelink & Cellular Uu Infrastructure
NRV2X — 5G NR V2X Sidelink, Sub-Millisecond Latency & High-Rate Sensor Sharing
ISACV2X — Integrated Sensing and Communication (ISAC) for Automotive V2X