Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Mathematical modelling is used routinely to understand the coding properties and dynamics of responses of neurons and neural networks. Here  analyse the effectiveness of Artificial Neural Networks (ANNs) as a modelling tool for motor neuron responses.  used ANNs to model the synaptic responses of an identified motor neuron, the fast extensor motor neuron, of the desert locust in response to displacement of a sensory organ, the femoral chordotonal organ, which monitors movements of the tibia relative to the femur of the leg. The aim of the study was threefold: first to determine the potential value of ANNs as tools to model and investigate neural networks, second to understand the generalisation properties of ANNs across individuals and to different input signals and third, to understand individual differences in responses of an identified neuron. A metaheuristic algorithm was developed to design the ANN architectures. The performance of the models generated by the ANNs was compared with those generated through previous mathematical models of the same neuron. The results suggest that ANNs are significantly better than LNL and Wiener models in predicting specific neural responses to Gaussian White Noise, but not significantly different when tested with sinusoidal inputs. They are also able to predict responses of the same neuron in different individuals irrespective of which animal was used to develop the model, although notable differences beten some individuals re evident.
['Alicia Costalago Meruelo', 'D.M. Simpson', 'Sandor M. Veres', 'Philip L. Newland']
I am writing a research paper on a idea Improved system identification using artificial neural networks and analysis of individual differences in responses of an identified neuron
[{"from": "human", "value": "I am writing a research paper on a idea Improved system identification using artificial neural networks and analysis of individual differences in responses of an identified neuron"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Mathematical modelling is used routinely to understand the coding properties and dynamics of responses of neurons and neural networks. Here  analyse the effectiveness of Artificial Neural Networks (ANNs) as a modelling tool for motor neuron responses.  used ANNs to model the synaptic responses of an identified motor neuron, the fast extensor motor neuron, of the desert locust in response to displacement of a sensory organ, the femoral chordotonal organ, which monitors movements of the tibia relative to the femur of the leg. The aim of the study was threefold: first to determine the potential value of ANNs as tools to model and investigate neural networks, second to understand the generalisation properties of ANNs across individuals and to different input signals and third, to understand individual differences in responses of an identified neuron. A metaheuristic algorithm was developed to design the ANN architectures. The performance of the models generated by the ANNs was compared with those generated through previous mathematical models of the same neuron. The results suggest that ANNs are significantly better than LNL and Wiener models in predicting specific neural responses to Gaussian White Noise, but not significantly different when tested with sinusoidal inputs. They are also able to predict responses of the same neuron in different individuals irrespective of which animal was used to develop the model, although notable differences beten some individuals re evident."}]