Intelligent Frame Generation Algorithm for Differentiated QoS
Requirements in Advanced Orbiting Systems
Abstract
In order to efficiently transmit spatial data with diversified service
types, based on the virtual channel multiplexing technology of Advanced
Orbiting Systems ( AOS ), this paper proposes an Intelligent Frame
Algorithm in Advanced Orbiting Systems( AIFG ) for differentiated QoS
requirements. To expedite the transmission of delay-sensitive services,
the optimal time threshold for framing such services is modeled as a
Markov Decision Process. The algorithm utilizes Proximal Policy
Optimization (PPO), achieving an optimal solution based on performance
metrics such as frame multiplexing efficiency, average framing time, and
average packet delay. To improve the multiplexing efficiency for
non-delay-sensitive services, this paper requires that these services
are framed only after the frame is fully filled. Simulation results show
that, compared to traditional frame generation algorithms, the AIFG
algorithm reduces the average queuing delay of services by at least
33%, increases throughput by at least 37%, and improves multiplexing
efficiency by at least 52%. AIFG algorithm takes into account the
different transmission requirements of real-time services and
non-real-time services, and enhances the network quality of service
(QoS) in the AOS system.