Jari Vepsäläinen
Assistant professor of Mechatronics Design
Director of the Fluid Power group at Aalto University
Mechatronics design is the holistic engineering design of electromechanical actuators and systems, considering their control and perception. My research focus is on energy efficient and generative design of mechatronics.
Energy efficient systems are designed using high-fidelity physics-based models which are validated with experiments. Energy efficiency is achieved by improving energy recovery, control, system and component level design. The human design of energy efficient systems generates validated models which are used to carry out generative design.
Generative design is an iterative design process which aims to produce multiple feasible and novel solutions for a given task in a given design space. ML and AI approaches are utilised for generating creative actuator and system designs. Generative design produces novel solutions to support, accelerate and inspire the human design.
The mechatronic design cases involve robots, pneumatics, hydraulics, powertrains, vehicles and work machines. My background is in mechanics, robotics, hydraulics, electric vehicles, powertrain design, energy efficient systems, numerical modelling, machine learning, data science, uncertainty quantification, 3D-printing, prototyping, IoT and digital twins.
Forskningsgrupp
- Mechatronics, Assistant Professor