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AI for Good Innovate for Impact



                          Use Case 17: AI-Powered RF Signal Locator for Advanced Search

                      and Rescue Operations















                      Organization: Mbeya University of Science and Technology (MUST)

                      Country: Tanzania

                      Contact Person(s):

                      Faisali Malukula Gwaya, faisali4gwaya@ gmail .com


                      1      Use Case Summary Table

                       Item                       Details

                       Category                   Climate change and natural disaster
                       Problem Addressed          Challenges in accurately locating individuals during SAR
                                                  missions due to insufficient real-time location information.

                       Key Aspects of Solution    AI-based RF signal triangulation; Real-time data analysis and
                                                  location prediction; Seamless integration with SAR operational
                                                  protocols.

                       Technology Keywords        Artificial Intelligence, RF Localization, Machine Learning, Search
                                                  and Rescue, Signal Processing

                       Data Availability          Private (planned data collection during pilot testing)

                       Metadata (Type of Data)    RF Signal Strength, GPS Coordinates, Timestamps, Sensor
                                                  Metadata

                       Model Training and Fine-Tun- Supervised learning models trained on synthetic and real RF
                       ing                        datasets, with transfer learning for terrain adaptation.

                       Testbeds or Pilot Deployments Pilot tests in collaboration with SAR teams under controlled
                                                  environments.

                       Code Repositories          Planned: Repository access post-validation.



                      2      Use Case Description


                      2�1     Description

                      This use case proposes an AI-enhanced solution to efficiently locate individuals during search
                      and rescue missions by triangulating RF signals emitted from mobile devices or beacons.




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