Page 295 - AI for Good Innovate for Impact
P. 295

AI for Good Innovate for Impact



                   Use Case 2: Empowering cloud network operation with self-

               intelligence through the network large model toolchain platform                                      4.3 - 5G










               Organization: China Telecommunication Corporation 

               Country: China

               Contact Person(s):

                    Primary contact: Yupei Wang, wangyp6@ chinatelecom .cn
                    Secondary contact: Yungeng Zhang, zhangyg5@ chinatelecom .cn
                    Any other contacts: Feng Wang, wangfeng6@ chinatelecom .cn

               1      Use Case Summary Table


                Item              Details
                Category          artificial Intelligent 

                                  -  Lack of unified AI workflows in telecom operations
                                  -  Difficulty integrating diverse multimodal telecom data
                                  -  Limited accessibility of intelligent tools for network teams
                Problem
                Addressed         -  Single-model limitations for complex operational needs
                                  -  High resource costs for model training and deployment
                                  -  Model training and inference deployment require large amounts of
                                     arithmetic resources, which is costly
                                  -  Unified end-to-end toolchain for data, model, and deployment work-
                                     flows
                Key Aspects of    -  Built-in multimodal model support for telecom-specific data
                Solution          -  Low-code development environment for agent construction
                                  -  Intelligent orchestration with knowledge bases and plug-ins
                                  -  Scalable arithmetic resources for AI training and inference

                                  Large Language Models (LLMs), Network AI Toolchain, Model-as-a-Service
                Technology        (MaaS),Intelligent Agents, Multimodal Data Processing, Cloud Network
                Keywords          Management, AI Infrastructure, Automated Network Operations, AI-driven
                                  Orchestration, Federated Fine-tuning
                                  Private data: we use some sensitive words from
                Data Availability  https:// github .com/ jkiss/ sensitive -words, 
                                  but do some processing in the combination with telecom data features.

                Metadata (Type of   China Telecom’s massive network data and knowledge corpora.
                Data)             Text data, Logs, alarms, and configurations










                                                                                                    259
   290   291   292   293   294   295   296   297   298   299   300