{"product_id":"automating-data-driven-modelling-of-dynamical-systems-9783030903435","title":"Automating Data-Driven Modelling of Dynamical Systems","description":"\u003cp\u003eThis book describes a user-friendly, evolutionary algorithms-based framework for estimating data-driven models for a wide class of dynamical systems, including linear and nonlinear ones. The methodology addresses the problem of automating the process of estimating data-driven models from a user’s perspective. By combining elementary building blocks, it learns the dynamic relations governing the system from data, giving model estimates with various trade-offs, e.g. between complexity and accuracy. The evaluation of the method on a set of academic, benchmark and real-word problems is reported in detail. Overall, the book offers a state-of-the-art review on the problem of nonlinear model estimation and automated model selection for dynamical systems, reporting on a significant scientific advance that will pave the way to increasing automation in system identification.\u003c\/p\u003e","brand":"Gardners","offers":[{"title":"Default Title","offer_id":52933850235159,"sku":null,"price":17479.59,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0679\/6918\/8119\/files\/9783030903435.jpg?v=1781613374","url":"https:\/\/payment.letskitaboo.com\/ur\/products\/automating-data-driven-modelling-of-dynamical-systems-9783030903435","provider":"Kitaboo One eStore","version":"1.0","type":"link"}