{"product_id":"automating-data-driven-modelling-of-dynamical-systems-an-evolutionary-computation-approach-9783030903459","title":"Automating Data-Driven Modelling of Dynamical Systems: An Evolutionary Computation Approach","description":"\u003cp\u003e • Author(s): Dhruv Khandelwal\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Automation\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\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\u003cp\u003e\u003c\/p\u003e","brand":"Springer","offers":[{"title":"Paperback","offer_id":45275663990935,"sku":"9783030903459","price":10915.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783030903459.webp?v=1769283577","url":"https:\/\/atlanticbooks.com\/products\/automating-data-driven-modelling-of-dynamical-systems-an-evolutionary-computation-approach-9783030903459","provider":"Atlantic Books","version":"1.0","type":"link"}