@mastersthesis { Patel2023, author = { Jahnavi Kiran Patel }, title = { Autonomous Navigation in Dynamic Environments\ using Sensor-Fusion based Multiple Object Tracking }, month = { May }, year = { 2023 }, school = { Paderborn University }, type = { Master's Thesis }, abstract = { To navigate safely through crowded dynamic environments, an autonomous system must be capable of planning a path while incorporating the behavior of surrounding objects. GET Lab currently employs a trajectory planner in conjunction with a reactive obstacle avoidance method. However, the behavior of dynamic objects is not taken into consideration. To address this, Multiple Object Tracking (MOT) will be used in this thesis to create a risk map that builds a model of potentially safe or unsafe areas in the robot's environment. To plan a safe path to the goal, this risk map has to be integrated into the navigation system, while taking real-time conditions into account. For evaluation, the system will be tested on simulated and real world environments. } }