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Nikolay Serbenyuk

2 accepted papers

2021

Neural Network Controller for Autonomous Pile Loading Revised

ICRA 2021poster

We have recently proposed two pile loading controllers that learn from human demonstrations: a neural network (NNet) [1] and a random forest (RF) controller [2]. In the field experiments the RF controller obtained clearly better success rates. In this work, the previous findings are drastically revi…

Cited by 13SourceScholar
2020

Learning a Pile Loading Controller from Demonstrations

ICRA 2020poster

This work introduces a learning-based pile loading controller for autonomous robotic wheel loaders. Controller parameters are learnt from a small number of demonstrations for which low level sensor (boom angle, bucket angle and hydrostatic driving pressure), egocentric video frames and control signa…

Cited by 12SourceScholar