차량용 MLOps, 무선(OTA) 파이프라인 및 실시간 V2X 플릿 운영

V2XOps는 대규모 커넥티드 차량 네트워크를 위한 엔터프라이즈 DevOps, 지속적인 모델 재학습, 보안 A/B 펌웨어 배포 및 자동화된 상태 모니터링을 제공합니다.

V2XOps Continuous Improvement & Shadow Deployment Pipeline V2X Architecture

Central Controller: Global Production Fleet — Disengagement trigger & corner-case logger

Shadow Mode Model Evaluation — Running next-generation perception models silently in the background of production vehicles, comparing outputs against human decisions.
Uptane-Compliant Security Framework — Standardized automotive OTA updates using split-key security preventing supply-chain malware injection into vehicle ECUs.
Intelligent Trigger-Based Data Harvesting — Uploading high-resolution sensor recordings only when anomalous braking or V2X communication dropouts occur.

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