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Research paper thumbnail of Application of an Extended Kalman Filter for On-line Identification with Recurrent Neural Networks

Given their good approximation capabilities for reasonable non-linear systems artificial neural n... more Given their good approximation capabilities for reasonable non-linear systems artificial neural networks have attracted an increasing interest in a number of fields such as system identification and filtering. The main goal of this work is to emphasise the potential benefits of non-linear state-space neural networks for realtime identification with an extended Kalman filter. Experimental results from a laboratory heating system confirm the feasibility of this methodology.

Research paper thumbnail of English

Research paper thumbnail of Application of an Extended Kalman Filter for On-line Identification with Recurrent Neural Networks

Given their good approximation capabilities for reasonable non-linear systems artificial neural n... more Given their good approximation capabilities for reasonable non-linear systems artificial neural networks have attracted an increasing interest in a number of fields such as system identification and filtering. The main goal of this work is to emphasise the potential benefits of non-linear state-space neural networks for realtime identification with an extended Kalman filter. Experimental results from a laboratory heating system confirm the feasibility of this methodology.

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