Two models of uncontrolled tethered systems-a lumped-mass model and an
orbital element propagation model-are described. Feed-forward artific
ial neural network architecture and training are discussed. A network
training algorithm and hybrid training approach are described and used
to train two lifetime prediction networks: one for free tethers and o
ne for upward-deployed tether-trailing satellites. The accuracy of net
work predictions is demonstrated.