Reinforcement learning for efficient and tuning-free link adaptation
Wireless links adapt the data transmission parameters to the dynamic channel state–this is
called link adaptation. Classical link adaptation relies on tuning parameters that are …
called link adaptation. Classical link adaptation relies on tuning parameters that are …
Reinforcement learning for delay sensitive uplink outer-loop link adaptation
P Kela, T Höhne, T Veijalainen… - 2022 Joint European …, 2022 - ieeexplore.ieee.org
Link adaptation (LA)–selecting the modulation and coding scheme (MCS)–is the process
where the transmission format is adjusted to prevailing channel conditions, to achieve a …
where the transmission format is adjusted to prevailing channel conditions, to achieve a …
Deep reinforcement learning based link adaptation technique for LTE/NR systems
Outdated channel quality indicator (CQI) feedback causes severe performance degradation
of traditional link adaptation (LA) techniques in long term evolution (LTE) and new radio …
of traditional link adaptation (LA) techniques in long term evolution (LTE) and new radio …
Recent Advances in Data-driven Intelligent Control for Wireless Communication: A Comprehensive Survey
W Huo, H Yang, N Yang, Z Yang, J Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
The advent of next-generation wireless communication systems heralds an era
characterized by high data rates, low latency, massive connectivity, and superior energy …
characterized by high data rates, low latency, massive connectivity, and superior energy …
Soft-ACK feedback based link adaptation for latency critical applications in 5G/B5G
JG Nemeth, M Al–Imari, W Ozan - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
Link adaptation plays an essential role in optimizing the performance of wireless
communications systems. With the emerging services, link adaptation needs to operate with …
communications systems. With the emerging services, link adaptation needs to operate with …
StreamOptix: A Cross-layer Adaptive Video Delivery Scheme
This paper presents a cross-layer video delivery scheme, StreamOptix, and proposes a joint
optimization algorithm for video delivery that leverages the characteristics of the physical …
optimization algorithm for video delivery that leverages the characteristics of the physical …
Model-based adaptive modulation and coding with latent thompson sampling
Wireless links use adaptive modulation and coding (AMC) to optimize data transmission
over a dynamic channel. Traditional AMC schemes rely on simple heuristics to track the …
over a dynamic channel. Traditional AMC schemes rely on simple heuristics to track the …
An Efficient DRL-Based Link Adaptation for Cellular Networks with Low Overhead
Link Adaptation (LA) that dynamically adjusts transmission parameters to accommodate time-
varying channels is a critical technology in the Long-Term Evolution/New Radio system …
varying channels is a critical technology in the Long-Term Evolution/New Radio system …
Thompson sampling for linearly constrained bandits
We address multi-armed bandits (MAB) where the objective is to maximize the cumulative
reward under a probabilistic linear constraint. For a few real-world instances of this problem …
reward under a probabilistic linear constraint. For a few real-world instances of this problem …
NOLLA: Non-Linear Outer Loop Link Adaptation for Enhancing Wireless Link Transmission
L Zhu, C Bockelmann, T Schier… - 2023 IEEE 34th …, 2023 - ieeexplore.ieee.org
Modern wireless systems require strict key performance indicators (KPIs), such as very high
reliability and throughput. Link adaptation (LA) is a core technology used to achieve these …
reliability and throughput. Link adaptation (LA) is a core technology used to achieve these …