A METHOD FOR FORECASTING OF A PARAMETER OF A CULTIVATION AREA

• Main Authors: NOLTE, Manuel, HOFFMANN, Holger, DHAOUADI, Ahmed Karim, MBOH, Cho Miltin, MORALES CEPEDA, Diego Armando, QIN, Zhisheng
• Format: Patent
• Language: English
• Published: 11.01.2024
• Subjects: AGRICULTURE; ANIMAL HUSBANDRY; CALCULATING; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS; COMPUTING; COUNTING; DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FORADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORYOR FORECASTING PURPOSES; FISHING; FORESTRY; HUMAN NECESSITIES; HUNTING; PARTS, DETAILS, OR ACCESSORIES OF AGRICULTURAL MACHINES ORIMPLEMENTS, IN GENERAL; PHYSICS; SOIL WORKING IN AGRICULTURE OR FORESTRY; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE,COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTINGPURPOSES, NOT OTHERWISE PROVIDED FOR; TRAPPING

The present invention relates to a method for forecasting of a parameter value of a cultivation area, the method comprising: generating (S1), by an ensemble modelling structure, at least one first-model output parameter related to the cultivation area using ensemble modelling based on at least one first-model input parameter; generating (S2), by an machine learning structure, at least one second-model output parameter related to the cultivation area using machine learning based on at least one second-model input parameter; and merging (S3), by a model merging structure, the at least one first-model output parameter and the at least one first-model output parameter to calculate the parameter value of the cultivation area.