Short-term carbon stabilization in earthworm casts under tropical agricultural system

Beatriz da Silva Vanollia, Luan Aparecido Ferreira de Camposa, Francisco Ruiza, b, Thomas dos Santos Trentina, Rafael Braghieri Menilloa, Tiago Osório Ferreiraa, b, Maurício Roberto Cherubina, b a Department of Soil Science, “Luiz de Queiroz” College of Agriculture, University of São Paulo (ESALQ/USP), Av. Pádua Dias 11, 13418-900, Piracicaba, SP, Brazil b Center for Carbon […]

Using deep learning models and exogenous production variables to forecast prices in the Brazilian sugarcane sector

Fernanda Cigainski Lisbinski, Felipe André Oliveira Freitas, Fabio Ricardo Marin & Heloisa Lee Burnquist Abstract This study developed price forecasting models for the CEPEA/ESALQ White Crystal Sugar and Hydrous Ethanol Fuel indicators, incorporating variables related to sugarcane supply and climatic conditions. Machine learning models such as Long Short-Term Memory (LSTM), Transformer, and Multilayer Perceptron (MLP) […]