The invention relates to a high-performance spaceborne intelligent calculation terminal and a starting method thereof. The terminal comprises a routing unit, a storage unit and an intelligent calculation unit, each of the routing unit and the intelligent calculation unit comprises a hardware
physical layer, a hardware driving layer, an
embedded operating system, a
resource scheduling management layer and an application
service layer; the application
service layer is used for configuring different application service APPs according to
spaceflight application scenes and function requirements, and the application service APPs comprise service plug-ins corresponding to the
resource scheduling management layer called by an
embedded operating system and universal task distribution and
resource management modules in the
operating system according to the different application service APPs related to intelligent AI model intelligent calculation. In combination with corresponding hardware drive, computing power and hardware resources required by the intelligent AI model are flexibly configured for multi-user
application software; the routing unit is used for providing interface communication with the outside, and realizing
optical fiber data receiving and transmitting health management,
Ethernet bus communication, RS422
bus communication, data routing management, task scheduling management,
remote control and telemetering,
centralized management of a
system program or an application program or an FPGA configuration program, and a power supply
control function; the intelligent calculation unit dynamically loads the on-
satellite intelligent AI model and parameters thereof and is used for completing operation of the on-
satellite intelligent AI model; and the storage unit is used for storing on-
satellite load
original data, intermediate data processed by the on-satellite intelligent AI model and processed data.