Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  addresses the complete stability of delayed recurrent neural networks with Gaussian activation functions. By means of the geometrical properties of Gaussian function and algebraic properties of nonsingular MM-matrix, some sufficient conditions are obtained to ensure that for an nn-neuron neural network, there are exactly 3k3k equilibrium points with 0≤k≤n0≤k≤n, among which 2k2k and 3k−2k3k−2k equilibrium points are locally exponentially stable and unstable, respectively. Moreover, it concludes that all the states converge to one of the equilibrium points; i.e., the neural networks are completely stable. The derived conditions herein can be easily tested. Finally, a numerical example is given to illustrate the theoretical results.
['Peng Liu', 'Zhigang Zeng', 'Jun Wang']
I am writing a research paper on a idea Complete stability of delayed recurrent neural networks with Gaussian activation functions.
[{"from": "human", "value": "I am writing a research paper on a idea Complete stability of delayed recurrent neural networks with Gaussian activation functions."}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  addresses the complete stability of delayed recurrent neural networks with Gaussian activation functions. By means of the geometrical properties of Gaussian function and algebraic properties of nonsingular MM-matrix, some sufficient conditions are obtained to ensure that for an nn-neuron neural network, there are exactly 3k3k equilibrium points with 0\u2264k\u2264n0\u2264k\u2264n, among which 2k2k and 3k\u22122k3k\u22122k equilibrium points are locally exponentially stable and unstable, respectively. Moreover, it concludes that all the states converge to one of the equilibrium points; i.e., the neural networks are completely stable. The derived conditions herein can be easily tested. Finally, a numerical example is given to illustrate the theoretical results."}]