Optimization: Molecular Communication Networks for Viral Disease Analysis Using Deep Leaning Autoencoder

Table 2

Related work of MCN used by different techniques of DL.

Author name	Year	Techniques used	Results
RF Mansour [24]	2021	DL-based variational autoencoder (UDL-VAE) model	Unsupervised deep learning-based variational autoencoder model diagnosis
Y Huang [25]	2020	CNN	Model-based detectors, data-driven detectors
TT Nguyen [26]	2019	AI	Artificial intelligence in the battle against viral disease
Qian [27]	2018	ANN	Prove that model-based and data-driven approaches generate the typical optimum receiver model, ensuring that the device model is correct
Alshammri [28]	2018	Joint ANN with the fuzzy method	Demodulate the data processed in the MCN system by on-off-keying modulation
Z. Qin [29]	2019	DL	DL enhances the intellectual communication of physical layers
He et al. [30, 31]	2019	DL	Model-driven DL decreases the demand for training data, results in faster deployment and reduces the risk of overfitting