Channel Modeling for Diffusion-Based Molecular MIMO Communications Using Deep Learning

Z Cheng, M Chen, H Liu, M **a, W Gong - Nano Communication Networks, 2024 - Elsevier
Diffusion-based molecular communication (MC) system present immense potential and
broad application prospects in the field of biomedicine, such as drug delivery. Molecular …

[HTML][HTML] Molecular communication data augmentation and deep learning based detection

D Scazzoli, F Vakilipoor, M Magarini - Nano Communication Networks, 2024 - Elsevier
This manuscript presents a novel model for generating synthetic data for a biological
molecular communication (MC) system to train a Neural Network (NN) for the purpose of …

An Informer-based Signal Sequence Detector for Mobile Molecular Communication

Z Cheng, Z Zhang, X **, W Gong… - IEEE Communications …, 2024 - ieeexplore.ieee.org
The mobile molecular communication (MMC) system has promising prospects in the field of
biomedical drug delivery. The signal detection plays significant roles in improving the …

Explainable Asymmetric Auto-Encoder for End-to-End Learning of IoBNT Communications

R Khanzadeh, S Angerbauer, JT Gomez… - 2024 IEEE …, 2024 - ieeexplore.ieee.org
The Internet of Bio-Nano Things (IoBNT) is envisioned to be a heterogeneous network of
artificial and natural units that are connected to the Internet. Hence, it extends the …

Reinforcement learning-based receiver for molecular communication with mobility

LY Debus, P Hofmann, JT Gómez… - … 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Molecular communication (MC) is getting closer to becoming a next-generation
communication technology with many applications in life sciences and other industrial …

Resource Allocation Optimization in Mobile Multiuser Molecular Communication by Deep Neural Network

Z Cheng, J Yan, J Sun, S Zhang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Mobile molecular communication (MMC) is expected to be a promising technology for drug
delivery. This paper studies a multiuser MMC system in a three-dimensional diffusive …

Neural Network with Attention Mechanism for Abnormality Detection and Localization in Diffusive Molecular Communication

Z Cheng, Z Zhang, H Liu, D **g… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
Diffusive molecular communication (DMC) is an emerging paradigm in nanotechnology,
which provides biocompatibility and nanoscale communication for many promising …

Integrating Model-Based and Data-Driven Detectors for Molecular MIMO Systems

M Luo, Y Huang, M Cheng, X Chen… - IEEE Wireless …, 2024 - ieeexplore.ieee.org
Signal detection is a crucial process for communication systems, and molecular
communication (MC) is no exception. Current research on signal detection in MC focuses on …

Taming Signal-Dependent Counting Noise with Machine Learning for Molecular Communication

Y Zhang, M Luo, C Wang, M Wen, F Ji… - … Conference on Bio …, 2024 - Springer
Molecular communication (MC) is an emerging paradigm for exchanging information via
chemical signals. It holds great promise for building nanoscale networks within biological …

Towards Asymmetric Auto-Encoders for the IoBNT

S Angerbauer, R Khanzadeh, F Enzenhofer… - Proceedings of the 10th …, 2023 - dl.acm.org
In this paper, we present the first results of a novel asymmetric auto-encoder for end-to-end
learning of communication systems. This concept reduces the complexity of the receiver by …