most citedComparing seven methods for state-of-health time series prediction for the lithium-ion battery packs of forklifts

29 citations · 64 across the 5 of their papers we have counts for

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cs.LG2023

Citizen participation: crowd-sensed sustainable indoor location services

Ioannis Nasios, Konstantinos Vogklis, Avleen Malhi +3

In the present era of sustainable innovation, the circular economy paradigm dictates the optimal use and exploitation of existing finite resources. At the same time, the transition…

cs.LG2021★ 29 cited

Comparing seven methods for state-of-health time series prediction for the lithium-ion battery packs of forklifts

Matti Huotari, Shashank Arora, Avleen Malhi +1

A key aspect for the forklifts is the state-of-health (SoH) assessment to ensure the safety and the reliability of uninterrupted power source. Forecasting the battery SoH well is i…

cs.LG2021★ 8 cited

Towards a Rigorous Evaluation of Explainability for Multivariate Time Series

Rohit Saluja, Avleen Malhi, Samanta Knapič +2

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 learn…

cs.LG2021★ 10 cited

A Dynamic Battery State-of-Health Forecasting Model for Electric Trucks: Li-Ion Batteries Case-Study

Matti Huotari, Shashank Arora, Avleen Malhi +1

It is of extreme importance to monitor and manage the battery health to enhance the performance and decrease the maintenance cost of operating electric vehicles. This paper concern…

cs.LG2021★ 17 cited

Building Safer Autonomous Agents by Leveraging Risky Driving Behavior Knowledge

Ashish Rana, Avleen Malhi

Simulation environments are good for learning different driving tasks like lane changing, parking or handling intersections etc. in an abstract manner. However, these simulation en…