Research Article

Collaborative Computing and Resource Allocation for LEO Satellite-Assisted Internet of Things

Table 1

Simulation parameters.

ParameterSymbolValue

Scene parameters
 Task size8-1.2 bit
 Rate of task arrival0.05
 Latency constraint of task200 ms
 Length of time slot10 ms
 Number of satellite orbits18
 Number of satellites per orbit40
 Height of LEO satellite1200 km
 Inclination of satellite orbit87.9°
 Phase factor of orbit1
 Minimum elevation angle of user20°
 Greenwich hour angel10.2°
 CPU cycle needed for processing1000 cycles/bit
 Satellite communication capacity10 Gbps
 Satellite computing capacity10 GC/s
 Local computing capacity1.5 GC/s
Algorithm parameters
 Step size of dual ascent0.001
 Maximum training episode150000
 Size of replay buffer20000
 Observation size5000
 Discount factor0.95
 Positive reward5
 Completion reward15
 Learning rate0.001