This work presents DCIM 3.0, a unified framework integrating semantic reasoning, predictive analytics, autonomous orchestration, and unified connectivity for next-generation AI data center management. The framework addresses critical challenges in infrastructure automation, sustainability, and digital-twin design through knowledge graph-based intelligence, thermal modeling, and the Unified Device Connectivity Protocol (UDCP).Keywords-Data Center Infrastructure Management, DCIM, AI Data Centers, Knowledge Graphs, Digital Twin, Thermal Management, Infrastructure Automation, Sustainability, GPU Computing, Data Center
翻译:本研究提出DCIM 3.0,这是一个集成了语义推理、预测分析、自主编排与统一连接功能的统一框架,用于新一代AI数据中心管理。该框架通过基于知识图谱的智能系统、热力学建模以及统一设备连接协议(UDCP),解决了基础设施自动化、可持续性与数字孪生设计中的关键挑战。