車載MLOps、Over-the-Air（OTA）パイプラインおよびリアルタイムV2Xフリート運用

V2XOpsはエンタープライズDevOps、継続的モデル再学習、セキュアなA/Bファームウェア更新、接続車両フリートの自動健全性監視を提供します。

V2XOps Continuous Improvement & Shadow Deployment Pipeline V2X Architecture

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

V2XOpsはエンタープライズDevOps、継続的モデル再学習、セキュアなA/Bファームウェア更新、接続車両フリートの自動健全性監視を提供します。

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