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AI for Good-Innovate for Impact



                      Use case – 45: Digital twins for AI based xapps in open RAN for

                      smart agriculture in 5G







                      Country: India

                      Organization: OMACS Technocraft Solutions Pvt. Ltd.

                      Contact person: Dr. V. Udaya Sankar, uday@ omacs .in, udayasankar.v@srmap.edu.in

                                                     P. N. B. S. Eswar, eswar _panchakarla@ srmap .edu .in

                                                     P. Prudhvi Krishna, prudhvikrishna _pavuluri@ srmap .edu .in


                      45�1� Use case summary table


                       Domain                       Metaverse, 6G
                       The problem to be addressed   One of the important problems to be solved in future
                                                    networks such as 5G and 6G is the opportunities for mone-
                                                    tization. To identify such opportunities, operators need to
                                                    study and experiment with several scenarios and arrive at
                                                    optimized solutions. This is applicable not only to connec-
                                                    tivity solutions but also to vertical applications such as in
                                                    agriculture and healthcare.
                       Key aspects of the solution   In this use case, we create digital twins for running Artificial
                                                    Intelligence integrated xapps in open RAN based architec-
                                                    ture in a simulated environment. These would be tested and
                                                    validated in a Sandbox before deploying them in real world
                                                    environments.

                       Technology keywords          AI, Digital Twins, Metaverse, 5G, 6G, OpenRAN, Xapps.
                       Data availability            Public

                       Metadata (type of data)      Multimodal data

                       Model Training and fine-tuning  Models trained on Multi-modal data
                       Testbeds or pilot deployments  Setup for ORAN xapp deployment: https:// github .com/
                                                    CrashingGuru/ FGAN -Build -a -thon/ blob/ main/ Docs/ Setup
                                                    %20for %20ORAN %20xapp %20deployment .pdf



                      45�2� Use-case description


                      45�2�1  Description

                      The use case titled “Digital twins for AI based xapps in open RAN for smart agriculture in 5G”
                      is a study on improving performance and efficiency of 5G and 6G networks. This increases the
                      credibility and confidence of operators in such applications.






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