Title :
Comments on "Diagonal recurrent neural networks for dynamic systems control". Reproof of theorems 2 and 4 [with reply]
Author :
Liang, Xianling ; Lee, Khuan Y.
Author_Institution :
Dept. of Electr. Eng., New Brunswick Univ., Fredericton, NB, Canada
fDate :
5/1/1997 12:00:00 AM
Abstract :
In their original paper, C.-C. Ku and K.Y. Lee (ibid., vol.6, p.144-56, 1995) designed a diagonal recurrent neural network architecture for control systems. Liang asserts that a condition assumed in the proof of its convergence does not necessarily apply, and presents alternative theorems and proofs. Lee replies that Liang has misunderstood the original paper, and also that he made mistakes in his new proofs, but acknowledges that the original paper did not go into full detail about how a limitation would be implemented. Lee also presents a revision for the case of time-varying weights.
Keywords :
neural net architecture; neurocontrollers; recurrent neural nets; convergence; diagonal recurrent neural network architecture; dynamic systems control; time-varying weights; Algorithm design and analysis; Control systems; Convergence; Equations; Lyapunov method; Neural networks; Neurons; Niobium; Recurrent neural networks;
Journal_Title :
Neural Networks, IEEE Transactions on