no code implementations • 25 Oct 2023 • Ioannis Nasios, Konstantinos Vogklis, Avleen Malhi, Anastasia Vayona, Panos Chatziadam, Vasilis Katos
In the present era of sustainable innovation, the circular economy paradigm dictates the optimal use and exploitation of existing finite resources.
no code implementations • 6 Jul 2021 • Matti Huotari, Shashank Arora, Avleen Malhi, Kary Främling
For this work, we are in possession of a unique data set of 45 lithium-ion battery packs with large variation in the data.
no code implementations • 5 May 2021 • Samanta Knapič, Avleen Malhi, Rohit Salujaa, Kary Främling
We conducted three user studies based on the explanations provided by LIME, SHAP and CIU.
no code implementations • 6 Apr 2021 • Rohit Saluja, Avleen Malhi, Samanta Knapič, Kary Främling, Cicek Cavdar
Machine learning-based systems are rapidly gaining popularity and in-line with that there has been a huge research surge in the field of explainability to ensure that machine learning models are reliable, fair, and can be held liable for their decision-making process.
no code implementations • 30 Mar 2021 • Matti Huotari, Shashank Arora, Avleen Malhi, Kary Främling
On the other hand, BAG model results suggest that the developed supervised learning model using decision trees as base estimator yields better forecast accuracy in the presence of large variation in data for one battery.
1 code implementation • 16 Mar 2021 • Ashish Rana, Avleen Malhi
The behavior policy is learnt by agents trained with the help from deep reinforcement learning models.