## Sensors GPS: Accuracy: 3-5m, @2Hz Indoor: 1mm @ 200-500 Hz ## Research [https://vision.in.tum.de/publications](https://vision.in.tum.de/publications) ## Geometry Invert, concatenate, estimate, optimize 3D orientation ## Algorithms IMU Strapdown Algorithm Control Theory ![Cascaded Control Robot Localization Attitude Estimation RPM Estimation Sensors Jürgen Sturm Trajectory Position Control Attitude Control Motor Speed Control 0.1 Hz 10 Hz 1 KHz 10 .000 Actuators Quadrotor Physical World Kinematics Dynamics Autonomous Navigation for Flying Robots 17 ](Exported%20image%2020231126171859-0.png) Watch out: The inner control loops must be around an order of magnitude faster than the outer ones, such that they appear "static". If not you can get interference between the two