Deep reinforcement learning-based adaptive modulation for underwater acoustic communication with outdated channel state information

Y Zhang, J Zhu, H Wang, X Shen, B Wang, Y Dong - Remote Sensing, 2022 - mdpi.com
Underwater acoustic (UWA) adaptive modulation (AM) requires feedback about channel
state information (CSI) but the long propagation delays and time-varying features of UWA …

Adaptive modulation for underwater acoustic communications based on reinforcement learning

Q Fu, A Song - OCEANS 2018 MTS/IEEE Charleston, 2018 - ieeexplore.ieee.org
Extended propagation delay is the major challenge in implementing adaptive modulation
schemes in underwater acoustic communications. Due to the long propagation delay, the …

Adaptive modulation switching strategy based on Q-learning for underwater acoustic communication channel

J Lin, W Su, L Xiao, X Jiang - … of the 13th International Conference on …, 2018 - dl.acm.org
Adaptive modulation techniques which use different modulation methods to match time-
varying channel-state information (CSI) are widely used to improve the robustness of …

[HTML][HTML] Adaptive Modulation and Coding for Underwater Acoustic Communications Based on Data-Driven Learning Algorithm

L Jing, C Dong, C He, W Shi, H Yin - Remote Sensing, 2022 - mdpi.com
With the development of the underwater acoustic (UWA) adaptive communication system,
energy-efficient transmission has become a critical topic in underwater acoustic (UWA) …

[HTML][HTML] Adaptive modulation and coding in underwater acoustic communications: a machine learning perspective

L Huang, Q Zhang, W Tan… - EURASIP …, 2020 - jwcn-eurasipjournals.springeropen …
The increasing demand for exploring and managing the vast marine resources of the planet
has underscored the importance of research on advanced underwater acoustic …

Machine learning for underwater acoustic communications

L Huang, Y Wang, Q Zhang, J Han… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
Energy-efficient and link-reliable underwater acoustic communication (UAC) systems are of
vital importance to both marine scientific research and oceanic resource exploration …

[HTML][HTML] Real-Time Adaptive Modulation Schemes for Underwater Acoustic OFDM Communication

S Barua, Y Rong, S Nordholm, P Chen - Sensors, 2022 - mdpi.com
Adaptive modulation received significant attention for underwater acoustic (UA)
communication systems with the aim of increasing the system efficiency. It is challenging to …

Adaptive Modulation and Feedback Strategy for an Underwater Acoustic Link

W Shuangshuang, P Anjangi… - 2022 Sixth Underwater …, 2022 - ieeexplore.ieee.org
As underwater acoustic channels are highly variable, both temporally and spatially, it is
impossible to design a single communication scheme that works well everywhere and at all …

Model-based data-driven learning algorithm for tuning an underwater acoustic link

P Anjangi, M Chitre - 2018 fourth underwater communications …, 2018 - ieeexplore.ieee.org
Underwater acoustic channels are fast varying in both spatial and temporal domain and
hence are characterized by non-stationary fading statistics. When the channel statistics …

[HTML][HTML] Automatic modulation classification for underwater acoustic communication signals based on deep complex networks

X Yao, H Yang, M Sheng - Entropy, 2023 - mdpi.com
Automatic modulation classification (AMC) is an important method for monitoring and
identifying any underwater communication interference. Since the underwater acoustic …