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Jouni Mattila

10 accepted papers

2026

Deep Reinforcement Learning-Based Motion Planning and PDE Control for Flexible Manipulators

ICRA 2026poster

This article presents a motion planning and control framework for flexible robotic manipulators, integrating deep reinforcement learning (DRL) with a nonlinear partial differential equation (PDE) controller. Unlike conventional approaches that focus solely on control, we demonstrate that the desired…

2026

NMPC-Augmented Visual Navigation and Safe Learning Control for Large-Scale Mobile Robots

RA-L 2026

A large-scale mobile robot (LSMR) is a high-order multibody system that often operates on unconsolidated terrain, which reduces traction. This paper presents an integrated navigation and control framework for an LSMR that ensures stability and safety-defined performance on slip-prone terrain by comb

Cited by 1SourceScholar
2026

Robustness-Guaranteed Observer-Based Control Strategy with Modularity for Cleantech EMLA-Driven Heavy-Duty Robotic Manipulator (I)

ICRA 2026poster

This paper introduces an innovative observer-based modular control strategy in a class of n_a-degree-of-freedom (DoF) fully electrified heavy-duty robotic manipulators (HDRMs) to (1) guarantee robustness in the presence of uncertainties and disturbances, (2) address the complexities arising from sev…

Cited by 0Scholar
2025

Anti-Slip AI-Driven Model-Free Control with Global Exponential Stability in Skid-Steering Robots

IROS 2025

Undesired lateral and longitudinal wheel slippage can disrupt a mobile robot’s heading angle, traction, and, eventually, desired motion. This issue makes the robotization and accurate modeling of heavy-duty machinery very challenging because the application primarily involves off-road terrains, whic

Cited by 5SourceScholar
2023

Nonlinear Subsystem-Based Adaptive Impedance Control of Physical Human-Robot-Environment Interaction in Contact-Rich Tasks

RA-L 2023

Haptic upper limb exoskeletons are robots that assist human operators during task execution while having the ability to render virtual or remote environments. Therefore, ensuring the stability of such robots in physical human-robot-environment interaction (pHREI) is crucial. Having a wide range of Z

Cited by 12SourceScholar
2018

Learning from Demonstration for Hydraulic Manipulators

IROS 2018poster

This paper presents, for the first time, a method for learning in-contact tasks from a teleoperated demonstration with a hydraulic manipulator. Due to the use of extremely powerful hydraulic manipulator, a force-reflected bilateral teleoperation is the most reasonable method of giving a human demons…

Cited by 14SourceScholar
2016

A multistage controller with smooth switching for Autonomous Pallet Picking

ICRA 2016

This paper addresses the problem of pallet picking by an Articulated-Frame-Steering (AFS) hydraulic machine. We propose a macro-micro visual mobile manipulation architecture, where a smooth switching logic navigates the robot to pick an object. The state space is divided into several regions dependi

Cited by 9SourceScholar
2015

A time-optimal bounded velocity path-following controller for generic Wheeled Mobile Robots

ICRA 2015poster

This paper, as a generalization of our previous works, presents a unified time-optimal path-following controller for Wheeled Mobile Robots (WMRs). Unlike other path-following controllers, we solve the path-following problem for all common categories of WMRs such as car-like, differential, omnidirect…

Cited by 18SourceScholar
2015

Novel pairwise coupled kinematic solution for algebraic angular acceleration estimation of serial link manipulators

ICRA 2015poster

We consider low-noise angular acceleration estimation for multi-axis robotic manipulators. The proposed model uses pairwise coupled inertial measurements across a section of the kinematic chain, which is reduced to a single rigid body. Experimental validation is built upon compact low-power micro-el…

Cited by 5SourceScholar