Cognitive Infrastructure: A Unified DCIM Framework for AI Data Centers
Fuente:
arXiv
Enregistré dans:
| Auteur principal: | |
|---|---|
| Format: | Preprint |
| Publié: |
2026
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
| _version_ | 1866912809857581056 |
|---|---|
| author | Sunkara, Krishna Chaitanya |
| author_facet | Sunkara, Krishna Chaitanya |
| contents | 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 |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2601_04750 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | Cognitive Infrastructure: A Unified DCIM Framework for AI Data Centers Sunkara, Krishna Chaitanya Distributed, Parallel, and Cluster Computing Networking and Internet Architecture C.2.6; C.2.4; C.4; I.2.4 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 |
| title | Cognitive Infrastructure: A Unified DCIM Framework for AI Data Centers |
| topic | Distributed, Parallel, and Cluster Computing Networking and Internet Architecture C.2.6; C.2.4; C.4; I.2.4 |
| url | https://arxiv.org/abs/2601.04750 |