JoVE - Journal of Visualized Experiments
JoVE Visualize
Contact Us

Research on intelligent routing with VAE-GAN in the internet of body

  • 0School of Information Engineering, Xinjiang Institute of Technology, Xinjiang, China.
Plos One +

|

February 10, 2025

|

February 10, 2025

View abstract on PubMed

Summary

This summary is machine-generated.

This study introduces a novel AI routing algorithm for the Internet of Body to enhance data transmission. The VAE-GAN model improves throughput and reduces costs, ensuring network stability and preventing congestion.

Area Of Science

  • Biomedical Engineering
  • Computer Science
  • Artificial Intelligence

Background

  • The Internet of Body (IoB) enables real-time monitoring of physiological data via connected devices.
  • Large-scale IoB access leads to routing challenges, load imbalance, and potential data transmission failures.
  • Traditional AI routing struggles with IoB's noisy, low-volume data, impacting prediction accuracy and generalization.

Purpose Of The Study

  • To develop an advanced AI routing algorithm for the Internet of Body.
  • To address load imbalance and optimize data transmission in IoB networks.
  • To improve the reliability and efficiency of IoB systems in medical health applications.

Main Methods

  • A VAE-GAN (Variational Autoencoder-Generative Adversarial Network) model was developed for data enhancement in IoB.
  • The routing problem was formulated as a Markov decision process.
  • The algorithm learns from historical data to generate real-time optimal routes, balancing throughput and transmission cost.

Main Results

  • The proposed VAE-GAN based AI routing algorithm significantly enhances IoB network throughput.
  • The scheme effectively balances network load, avoiding congestion and improving data transmission reliability.
  • Experimental results show superior performance compared to traditional routing methods, especially under high load conditions.

Conclusions

  • The VAE-GAN model provides an effective solution for data enhancement and routing optimization in the Internet of Body.
  • This AI-driven approach ensures efficient load balancing and maximizes network throughput with minimal computational resources.
  • The developed algorithm enhances the stability and performance of IoB systems, crucial for medical health applications.

Related Concept Videos

IP3/DAG Signaling Pathway 01:11

11.8K

Membrane lipids such as phosphatidylinositol (PI) are precursors for several membrane-bound and soluble second messengers. Specific kinases phosphorylate PI and produce phosphorylated inositol phospholipids. One such inositol phospholipids are the  phosphatidylinositol-4,5 bisphosphate [PI(4,5)P2], present in the inner half of the lipid bilayer. Upon ligand binding, GPCR stimulates Gq proteins to turn on phospholipase Cꞵ. Activated phospholipase Cꞵ cleaves PI(4,5)P2 and...

Indirect Motor Pathways 01:22

1.4K

The indirect motor or extrapyramidal pathways originate in the brainstem, the lower portion of the brain that connects it to the spinal cord. They consist of several distinct tracts, each with specialized functions. The four main tracts of the indirect motor pathways are the vestibulospinal tract, the reticulospinal tract, the tectospinal tract, and the rubrospinal tract.
The vestibulospinal tract originates in the vestibular nuclei of the brainstem. The vestibular system detects changes in...

Direct Motor Pathways 01:11

1.8K

The direct motor pathways, also known as the pyramidal tracts, are a group of neural pathways that originate in the brain and descend through the spinal cord. They control the voluntary movement of the body. There are two major direct motor pathways: the corticospinal and the corticobulbar tracts.
The corticospinal tract is responsible for the voluntary movement of the limbs and trunk. It originates in the cerebral cortex of the brain and descends through the cerebrum's internal capsule and...

Integrated Healthcare System 01:20

1.5K

An integrated healthcare system (IHS) is a set of organizations that provides for or arranges to provide coordinated and continuous service to a defined population. The IHS takes responsibility for that particular population's health status and outcome, both clinically and fiscally. An integrated healthcare system is a well-organized, well-coordinated, and collaborative network. The integrated delivery system is a network that connects different healthcare providers to deliver organized,...

Virtual Work for a System of Connected Rigid Bodies 01:06

366

Virtual work is a powerful method used to solve problems involving several connected rigid bodies. When the system is in equilibrium, virtual work is zero. This allows the calculation of the resulting forces when a system undergoes a virtual displacement. When attempting to analyze such a system, first, use a free-body diagram, where an independent coordinate represents the configuration of the links, and mark its deflected position resulting from the positive virtual displacement.
Next,...

Centroid of a Body: Problem Solving 01:03

1.1K

The centroid of a body is a crucial concept in engineering and physics. Finding the centroid of a body can help determine its stability, its balance point, and even its design. In this context, consider a thin wire bent in the form of a quarter circular arc. Polar coordinates are used to calculate the centroid. The wire is first divided into small differential elements of a length equal to the radius multiplied by the differential angle.
The x-coordinates and y-coordinates of each element's...