{"product_id":"empirical-methods-in-climate-modeling-von-raymond-mooring","title":"Empirical Methods in Climate Modeling","description":"\u003cp\u003eNumerous works have been completed in the  atmospheric science modeling community based on  changing or replacing of parameterization schemes  with other schemes. However, few studies have  considered how to make these models less time- consuming. Most of the changes that are made to  models involve increasing their degree of complexity  (and time burden) as opposed to their  simplicity. However, a recent study showed that the  processing time of the CAM2 climate model was sped  up 50-80 times by replacing its longwave  parameterization scheme with a neural network. In  this book, we show that the entire shortwave  parameterization scheme can be collapsed into a  function of three independent variables: latitude,  longitude, and day of year. Three separate  empirical methods are then used to approximate the  scheme currently in use in the model. The analysis  provides further evidence that suggests that  subroutines of model formulas can be replaced with  empirically-based methods that drastically speed  up processing time without a significant loss of  output accuracy. As a result, this book is a must- have for climate academicians and statisticians  alike.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783838340883\"\u003e\u003ch3\u003eLook-up Tables, ARMA Modeling, and Neural Networks\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783838340883","offer_id":39498941300829,"sku":"9783838340883","price":68.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/118fe33f-f01e-4ecd-88cc-e61305bc7835.jpg?v=1770444096","url":"https:\/\/shop.autorenwelt.de\/en\/products\/empirical-methods-in-climate-modeling-von-raymond-mooring","provider":"Autorenwelt Shop","version":"1.0","type":"link"}