{"product_id":"nonlinear-data-assimilation-von-peter-jan-van-leeuwen-yuan-cheng-und-sebastian-reich","title":"Nonlinear Data Assimilation","description":"\n                                This book contains two review articles on nonlinear data assimilation that deal with closely related topics but were written and can be read independently. Both contributions focus on so-called particle filters.\n                \n                \u003cp\u003eThe first contribution by Jan van Leeuwen focuses on the potential of proposal densities. It discusses the issues with present-day particle filters and explorers new ideas for proposal densities to solve them, converging to particle filters that work well in systems of any dimension, closing the contribution with a high-dimensional example. The second contribution by Cheng and Reich discusses a unified framework for ensemble-transform particle filters. This allows one to bridge successful ensemble Kalman filters with fully nonlinear particle filters, and allows a proper introduction of localization in particle filters, which has been lacking up to now.\u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783319183466\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783319183466","offer_id":40118700703837,"sku":"9783319183466","price":42.79,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/8bad39a4-d5e4-456f-b6ec-7a74ba13db93.jpg?v=1772087033","url":"https:\/\/shop.autorenwelt.de\/products\/nonlinear-data-assimilation-von-peter-jan-van-leeuwen-yuan-cheng-und-sebastian-reich","provider":"Autorenwelt Shop","version":"1.0","type":"link"}