Reinforcement Learning in Continuous Spaces with Interactively Acquired Knowledge-based Models

The purpose of this WASP-AI collaborative project is to investigate the application of classical Artificial Intelligence (AI) techniques to the problem of Reinforcement Learning (RL) in continuous state/action spaces. Read more

Hydraulic hoses attached to a drill rig

Safe Remote Drilling through Predictive Modeling of Hydraulic Hoses

This project is about modeling flexible hydraulic hoses attached to mining machines and has the goal of predicting hose states under different machine configurations in order to avoid damage during operations. We investigate different modeling techniques from computational physics and machine learning and evaluate their efficacy for preventing hose damage under realistic use-case scenarios for heavy duty mining machines. Read more

Dynamic Agile Production Robots that Learn and Optimize Knowledge and Operations

DARKO is an EU-funded project that sets out to realize a new generation of agile production robots that have energy-efficient elastic actuators to execute highly dynamic motions; are able to operate safely within unknown, changing environments; are easy (cost-efficient) to deploy; have predictive planning capabilities to decide for most efficient actions while limiting associated risks; and are aware of humans and their intentions to smoothly and intuitively interact with them. Read more on the project website.

Prior projects (completed)

Data collection at Zinkgruvan mine.

Tracking and Control of Articulated Machines through Remote Sensing (TracMac)

TracMac is a 3-year Vinnova SIP STRIM project aiming at improving the reliability of state estimation technology for underground mining machines. Read more

Hoses attached to the machine are highlighted.

Predictive Modeling of Hydraulic Hoses for Underground Mining (HosePredict)

HosePredict was a 6-month Vinnova SIP-STRIM pre-study project (04.2020 – 10.2020) aiming at investigating modelling techniques for predicting the movements of hydraulic hoses attached to mining machines. Read more