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AI for Good Innovate for Impact
Use Case 15: Digital green transformation of network infrastructure
based on artificial intelligence
Organization: CHINA TELECOM
Country: China
Contact Person(s):
Lika Li, lilk@ chinatelecom �cn
Weiye Meng, mengwy@ chinatelecom �cn
Miao Yu,yum7@ chinatelecom �cn
Jiaming Zhang, zhangjm7@ chinatelecom .cn
1 Use Case Summary Table
Item Details
Category 5G
The rapid expansion of network infrastructure, such as 5G base stations
and data centers, led to a high energy consumption challenge. Infra-
structure involving multi-vendor and multi-type devices with inconsistent
Problem Addressed digitalization and limited energy-saving capabilities necessitates a unified
and automated platform integrated by AI and Big Data that can deal with
complex problems of frequent faults, inefficient operations, and poor
safety assurance in cloud-network operation.
The use case employs a Cloud-Edge Platform with advanced AI algo-
rithms to handle the complexities. End-to-end integration of multi-type
Key Aspects of Solu- data processing, smart analysis, intelligent control, accurate evaluation,
tion
and all-round monitoring enables a comprehensive system solution using
ML, DL, RL, and LLM technologies.
AI energy-saving brain technology, Machine learning, Deep learning,
Technology
Keywords Smart controlling technology and reinforcement learning, Large Model
and AI Agent technology
Data Availability Network Operator/Equipment Vendor-sourced Proprietary Data
The metadata consists of Wireless network 4G/5G data such as Perfor-
mance Management (PM), Configuration Management (CM), Call Detail
Metadata (Type of Record, Fault Management, Deep Packet Inspection, Measurement
Data) Report, Data Center Monitoring Data (Temperature, Humidity, Load),
Cloud servers data (PM, CM, Business), Power data, Operation knowl-
edge.
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