JOURNAL ARTICLE

A Neurodynamic Approach for SWIPT Power Splitting Optimization

Tong WangHao CuiZhongyi ZhangJian Wei

Year: 2023 Journal:   Journal of Physics Conference Series Vol: 2517 (1)Pages: 012010-012010   Publisher: IOP Publishing

Abstract

Abstract Simultaneous wireless information and power transfer (SWIPT) systems using energy from RF signals can effectively solve the energy shortage of wireless devices. However, the existing SWIPT optimization methods using numerical algorithms are difficult to solve the non-convex problem and to adapt to the dynamic communication circumstances. In this paper, a duplex neurodynamic optimization method is used to address the SWIPT system’s power partitioning issue. The information rate maximization problem of the SWIPT system is framed as a biconvex problem. A duplex recurrent neural network is used to concurrently execute local search and update the initial state of the neural network by a particle swarm optimization method to get the global optimum. The experimental results demonstrate that the duplex neurodynamic-based SWIPT system maximizes information rate while satisfying the minimal harvesting energy requirement in a variety of channel states.

Keywords:
Maximum power transfer theorem Computer science Particle swarm optimization Wireless Optimization problem Artificial neural network Maximization Mathematical optimization Channel state information Power (physics) Algorithm Artificial intelligence Telecommunications Mathematics

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Topics

Energy Harvesting in Wireless Networks
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Wireless Power Transfer Systems
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Advanced MIMO Systems Optimization
Physical Sciences →  Engineering →  Electrical and Electronic Engineering

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