A high-performance Rust library for robotic state estimation, featuring a Differentiable Extended Kalman Filter (DEKF) with neural-network-driven adaptive noise estimation. This project also includes ...
A real-time attitude estimation system that uses an Extended Kalman Filter (EKF) to estimate roll and pitch angles from IMU sensor data. The system combines ESP32 microcontroller with LSM9DS1 IMU for ...
Abstract: Accurately estimating battery state of charge (SOC) in electric vehicle applications (EVs) is crucial to ensure a safe and reliable vehicle operation. However, robust SOC estimation under ...
Abstract: This study offers a thorough evaluation of several advanced Kalman Filter approaches namely the Extended Kalman Filter (EKF), Unscented Kalman Filter (UKF), and Adaptive Kalman Filter (AKF) ...