Search Results for author: Adrian Kliks

Found 6 papers, 0 papers with code

Neural Networks for Path Planning

no code implementations2 Jul 2022 Salim Janji, Adrian Kliks

The scientific community is able to present a new set of solutions to practical problems that substantially improve the performance of modern technology in terms of efficiency and speed of computation due to the advancement in neural networks architectures.

Distributed Learning for Vehicular Dynamic Spectrum Access in Autonomous Driving

no code implementations22 Mar 2022 Pawe\{l} Sroka, Adrian Kliks

Reliable wireless communication between the autonomously driving cars is one of the fundamental needs for guaranteeing passenger safety and comfort.

Autonomous Driving Q-Learning

Reinforcement Learning Algorithm for Traffic Steering in Heterogeneous Network

no code implementations29 Nov 2021 Cezary Adamczyk, Adrian Kliks

Heterogeneous radio access networks require efficient traffic steering methods to reach near-optimal results in order to maximize network capacity.

reinforcement-learning Reinforcement Learning (RL)

Increasing Energy Efficiency of Massive-MIMO Network via Base Stations Switching using Reinforcement Learning and Radio Environment Maps

no code implementations8 Mar 2021 Marcin Hoffmann, Pawel Kryszkiewicz, Adrian Kliks

The proposed RL-based BSs switching algorithm is proven to provide 70% gains in EE over a state-of-the-art algorithm using an analytical heuristic.

Reinforcement Learning (RL)

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