{"product_id":"automating-datadriven-modelling-of-dynamical-systems-an-evolutionary-computation-approach-9783030903459","title":"Automating Data-Driven Modelling of Dynamical Systems: An Evolutionary Computation Approach","description":"\u003cp\u003e\u003c\/p\u003e\u003cblockquote\u003e\n\u003cbr\u003eThis book provides a user-friendly framework for estimating data-driven models for dynamical systems, combining elementary building blocks to learn dynamic relations and estimate models with trade-offs between complexity and accuracy. \u003c\/blockquote\u003e\u003cp\u003e\u003cstrong\u003eFormat\u003c\/strong\u003e: Paperback \/ softback\u003cbr\u003e\u003cstrong\u003eLength\u003c\/strong\u003e: 229 pages\u003cbr\u003e\u003cstrong\u003ePublication date\u003c\/strong\u003e: 04 February 2023\u003cbr\u003e\u003cstrong\u003ePublisher\u003c\/strong\u003e: Springer Nature Switzerland AG\u003cbr\u003e\u003c\/p\u003e \u003cp\u003e\u003cbr\u003eThis book presents a user-friendly and evolutionary algorithms-based framework for estimating data-driven models for a diverse range of dynamical systems, encompassing both linear and nonlinear ones. The methodology aims to automate the process of developing data-driven models from a user's perspective. By amalgamating fundamental building blocks, it learns the dynamic relationships governing the system through data, resulting in model estimates that strike a balance between complexity and accuracy. Extensive evaluation of the method on a comprehensive set of academic, benchmark, and real-world problems is provided, detailing its performance and highlighting its significant scientific advancements. Overall, this book serves as a state-of-the-art review on the problem of nonlinear model estimation and automated model selection for dynamical systems, paving the way for increased automation in system identification.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWeight\u003c\/strong\u003e: 397g\u003cbr\u003e\u003cstrong\u003eDimension\u003c\/strong\u003e: 235 x 155 (mm)\u003cbr\u003e\u003cstrong\u003eISBN-13\u003c\/strong\u003e: 9783030903459\u003cbr\u003e \u003cstrong\u003eEdition number\u003c\/strong\u003e: 1st ed. 2022\u003c\/p\u003e","brand":"Dhruv Khandelwal","offers":[{"title":"Paperback \/ softback","offer_id":44304029057274,"sku":"9783030903459","price":108.28,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0522\/4297\/2845\/products\/noImage_1_7a294bb2-5b31-4edf-ab4c-1bd5401f5625.jpg?v=1688021032","url":"https:\/\/shulphink.com\/products\/automating-datadriven-modelling-of-dynamical-systems-an-evolutionary-computation-approach-9783030903459","provider":"Shulph Ink","version":"1.0","type":"link"}