Author:Aki Mikkola

Publications
A Study on Data-Driven Surrogate Modeling for Friction Force in a Hydraulic Actuator Using Deep Neural Networks Seongji Han, Grzegorz Orzechowski, Jin-Gyun Kim and Aki Mikkola EasyChair Preprint 13496
Automated Hyperparameter Tuned DNN for Predicting Uncertain Oscillations Qasim Khadim, Grzegorz Orzechowski, Emil Kurvinen, Aki Mikkola and Johannes Gerstmayr EasyChair Preprint 13492
Computationally Efficient Indirect Kalman Filter for Hydraulic Machinery Suraj Jaiswal and Aki Mikkola EasyChair Preprint 13475
Kalman Filter for Integrated Kinematics of Multibody Systems and Hydraulic Systems Lauri Pyrhönen, Suraj Jaiswal and Aki Mikkola EasyChair Preprint 13382

Keyphrases

Automated hyperparameter, Data-driven surrogates, Deep Neural Network, Deep Neural Networks, Discrete Extended Kalman filter, friction force, hydraulic actuator², hydraulic crane, hydraulics, machine learning, Multibody dynamics, Nonlinear Kalman filter, state estimation, Uncertain oscillations.