Research Article

Predicting Spacecraft Telemetry Data by Using Grey–Markov Model with Sliding Window and Particle Swarm Optimization

Table 1

Comparison of different prediction models.

Prediction modelsMAEMSEMAPEMAEMSEMAPEMAEMSEMAPEMAEMSEMAPEMAEMSEMAPEMAEMSEMAPE
Window size 1Window size 2Window size 3Window size 4Window size 5Window size 6

GM (1,1)0.280.222.22%0.410.493.28%0.520.764.07%0.781.565.99%0.962.537.38%1.565.9711.76%
GMSW0.240.171.94%0.370.372.91%0.500.733.94%0.751.485.72%0.932.417.16%1.555.9511.73%
PGMSW0.210.141.75%0.300.322.46%0.450.693.63%0.500.783.98%0.831.816.48%1.073.948.35%