Design of a negative group delay filter via reservoir computing approach: Real-time prediction of chaotic signals |
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Institution: | Center for Physical Sciences and Technology, Sauletekio al. 3, LT-10257 Vilnius, Lithuania |
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Abstract: | An optimal arbitrary order filter with negative group delay is proposed for a real-time prediction of complex band-limited signals. The filter consists of a set of second-order linear dissipative oscillators and is determined by a rational transfer function with fixed poles and optimized zeros. The filter design and optimization algorithm is based on a reservoir computing approach. The predictive properties of the filter are demonstrated numerically for two chaotic model systems — the finite-dimensional Rössler system and the infinite-dimensional Mackey-Glass system, as well as for the real biological signal of the fingertip photoplethysmogram. |
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Keywords: | Prediction of chaos Negative group delay Reservoir computing Filter optimization Laplace transform |
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