activity
20232025
collaborators

9 papers

cs.RO2025

Real-Time Nonlinear Model Predictive Control of Heavy-Duty Skid-Steered Mobile Platform for Trajectory Tracking Tasks

Alvaro Paz, Pauli Mustalahti, Mohammad Dastranj +1

This paper presents a framework for real-time optimal controlling of a heavy-duty skid-steered mobile platform for trajectory tracking. The importance of accurate real-time perform…

cs.RO2025

AI-Enhanced Kinematic Modeling of Flexible Manipulators Using Multi-IMU Sensor Fusion

Amir Hossein Barjini, Jouni Mattila

This paper presents a novel framework for estimating the position and orientation of flexible manipulators undergoing vertical motion using multiple inertial measurement units (IMU…

cs.RO2025

Surrogate-Enhanced Modeling and Adaptive Modular Control of All-Electric Heavy-Duty Robotic Manipulators

Amir Hossein Barjini, Mohammad Bahari, Mahdi Hejrati +1

This paper presents a unified system-level modeling and control framework for an all-electric heavy-duty robotic manipulator (HDRM) driven by electromechanical linear actuators (EM…

cs.RO2025

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

Amir Hossein Barjini, Seyed Adel Alizadeh Kolagar, Sadeq Yaqubi +1

This article presents a motion planning and control framework for flexible robotic manipulators, integrating deep reinforcement learning (DRL) with a nonlinear partial differential…

cs.RO2025

LiDAR-Inertial SLAM-Based Navigation and Safety-Oriented AI-Driven Control System for Skid-Steer Robots

Mehdi Heydari Shahna, Eemil Haaparanta, Pauli Mustalahti +1

Integrating artificial intelligence (AI) and stochastic technologies into the mobile robot navigation and control (MRNC) framework while adhering to rigorous safety standards prese…

cs.RO2025

Desired Impedance Allocation for Robotic Systems

Mahdi Hejrati, Jouni Mattila

Virtual Decomposition Control (VDC) has emerged as a powerful modular framework for real-world robotic control, particularly in contact-rich tasks. Despite its widespread use, VDC…