Page 380 - AI for Good Innovate for Impact

AI for Good Innovate for Impact

The solution also contributes to environmental sustainability by reducing energy consumption
at base stations. AI-driven radio parameter tuning minimizes power usage and lowers the
carbon footprint of network operations. ArcGIS integration further supports environmental
monitoring for issues such as deforestation and urban heat islands.

Finally, the platform fosters cross-sector collaboration between telecom providers, city planners,
AI researchers, and public agencies. By uniting expertise and data from multiple domains, the
use case promotes innovation and scalable solutions for smarter, greener, and more connected
cities.

Partners

Amrita University, ESRI ArcGIS, Indian Institute of Science, Indian Open Source Mobile Congress

2�3 Future Work

• Integrating ArcGIS into 5G core and OpenRAN
• Incorporating Digital Twin for Proof of Concept

3 Use Case Requirements

• REQ-01: It is expected that the 5G Core system supports real-time geospatial data
ingestion from ArcGIS using REST APIs for both feature and geometry services.
• REQ-02: It is critical that a continuously updated Digital Twin of each 5G/6G OpenRAN
base station is maintained within the 5G Core to simulate network behavior under varying
environmental and traffic conditions.
• REQ-03: It is expected that the system utilizes Genetic Algorithms (GA) to optimize radio
configurations and power allocation in order to minimize energy consumption while
maintaining service coverage and signal quality.
• REQ-04: It is critical that real-time radio parameter tuning is achieved through Proximal
Policy Optimization (PPO), based on live Key Performance Indicator (KPI) feedback from
physical base stations.
• REQ-05: It is expected that the system operates autonomously with minimal manual
intervention, enabling self-optimization and self-healing capabilities across the network.
• REQ-06: It is critical that the solution remains fully compatible with Open Radio Access
Network (OpenRAN) RAN Intelligent Controller (RIC) standards to ensure vendor
interoperability and future-readiness for 6G deployment.

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