Bio-Cyber Interface Parameter Estimation with Neural Network for the Internet of Bio-Nano Things

Mohamed, Soha; Dong, Jian; El-atty, Saied M. Abd; Eissa, Mahmoud A.

doi:10.1007/s11277-021-09177-6

Cited by 7 publications

(1 citation statement)

References 28 publications

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“…nano-system (NS) for infectious disease diagnosis [1][2][3]. It can also be used to deliver therapeutic drugs to the targeted tissue.…”

mentioning

confidence: 99%

Optimization of Cooperative Relaying Molecular Communications for Nanomedical Applications

Attia,

Khalaf,

El-Samie

et al. 2024

CMES

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Recently, nano-systems based on molecular communications via diffusion (MCvD) have been implemented in a variety of nanomedical applications, most notably in targeted drug delivery system (TDDS) scenarios. Furthermore, because the MCvD is unreliable and there exists molecular noise and inter symbol interference (ISI), cooperative nano-relays can acquire the reliability for drug delivery to targeted diseased cells, especially if the separation distance between the nano transmitter and nano receiver is increased. In this work, we propose an approach for optimizing the performance of the nano system using cooperative molecular communications with a nano relay scheme, while accounting for blood flow effects in terms of drift velocity. The fractions of the molecular drug that should be allocated to the nano transmitter and nano relay positioning are computed using a collaborative optimization problem solved by the Modified Central Force Optimization (MCFO) algorithm. Unlike the previous work, the probability of bit error is expressed in a closed-form expression. It is used as an objective function to determine the optimal velocity of the drug molecules and the detection threshold at the nano receiver. The simulation results show that the probability of bit error can be dramatically reduced by optimizing the drift velocity, detection threshold, location of the nano-relay in the proposed nano system, and molecular drug budget.

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“…nano-system (NS) for infectious disease diagnosis [1][2][3]. It can also be used to deliver therapeutic drugs to the targeted tissue.…”

mentioning

confidence: 99%

Optimization of Cooperative Relaying Molecular Communications for Nanomedical Applications

Attia,

Khalaf,

El-Samie

et al. 2024

CMES

View full text Add to dashboard Cite

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Internet of Bio-nano Things for Diabetes Telemedicine System with Secured Access

Gabrani,

Singh,

Vyas

et al. 2023

Lecture Notes in Networks and Systems

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Coding in Diffusion-Based Molecular Nanonetworks: A Comprehensive Survey

et al. 2023

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Diffusion-based molecular nanonetworks exploit the diffusion of molecules, e.g., in free space or in blood vessels, for the purpose of communication. This article comprehensively surveys coding approaches for communication in diffusion-based molecular nanonetworks. In particular, all three main purposes of coding for communication, namely source coding, channel coding, and network coding, are covered. We organize the survey of the channel coding approaches according to the different channel codes, including linear block codes, convolutional codes, and inter-symbol interference (ISI) mitigation codes. The network coding studies are categorized into duplex network coding, physical-layer network coding, multi-hop nanonetwork coding, performance improvements of network-coded nanosystems, and network coding in mobile nanonetworks. We also present a comprehensive set of future research directions for the still nascent area of coding for diffusion-based molecular nanonetworks; specifically, we outline research imperatives for each of the three main coding purposes, i.e., for source, channel, and network coding, as well as for overarching research goals.

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Bio-Cyber Interface Parameter Estimation with Neural Network for the Internet of Bio-Nano Things

Cited by 7 publications

References 28 publications

Optimization of Cooperative Relaying Molecular Communications for Nanomedical Applications

Optimization of Cooperative Relaying Molecular Communications for Nanomedical Applications

Internet of Bio-nano Things for Diabetes Telemedicine System with Secured Access

Coding in Diffusion-Based Molecular Nanonetworks: A Comprehensive Survey

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