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Cognitive Infrastructure: A Unified DCIM Framework for AI Data Centers

Published: January 8, 2026 | arXiv ID: 2601.04750v1

By: Krishna Chaitanya Sunkara

Potential Business Impact:

Manages computer centers smarter and cooler.

Business Areas:
Data Center Automation Hardware, Information Technology, Software

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

Page Count
71 pages

Category
Computer Science:
Distributed, Parallel, and Cluster Computing