This invention discloses a communication method, apparatus, and
system based on reconfigurable
smart surfaces, belonging to the field of
wireless communication technology. The communication method based on reconfigurable
smart surfaces jointly optimizes the
transmitter's current
beamforming vector and current RIS reflection parameters based on real-time channel
estimation results using a deep deterministic policy gradient
algorithm. A joint optimization model of the
transmitter's
beamforming and RIS parameters is established, transforming the non-convex
optimization problem into a Markov
decision process, which is efficiently solved using the deep deterministic policy gradient
algorithm, thereby improving the transmission capability of the communication. Furthermore, the introduction of reconfigurable smart surface technology, with its design featuring a reflection unit possessing independent amplitude-
phase modulation capability, overcomes the fixed amplitude limitation of traditional passive RIS, effectively overcoming dual-
fading path loss, and thus improving the anti-interference performance of the communication
system in complex electromagnetic environments such as high
spectral density and high interference power.