TY - JOUR
T1 - Introductory overview
T2 - Systems and control methods for operational management support in agricultural production systems
AU - van Mourik, Simon
AU - van der Tol, Rik
AU - Linker, Raphael
AU - Reyes-Lastiri, Daniel
AU - Kootstra, Gert
AU - Koerkamp, Peter Groot
AU - van Henten, Eldert J.
PY - 2021
Y1 - 2021
N2 - A challenge in modern farming is to find a sustainable way of achieving sufficient production. Precision in dosage, timing and allocation of water, biocides, fertilizer and other inputs is essential, as are such management actions as harvesting, pruning and weeding. Despite the increasing availability of sensor and actuator technologies, decision-making is still largely left to the farmer. This is creating a strong demand for support in operational management. This paper presents an overview of methods involving the use of technology and data to develop model-based management support and automation for productive and input-efficient farming. For each method, the main advantages and drawbacks relating to typical farm characteristics are discussed and summarized. Three case studies are presented, to illustrate the design steps involved in developing a model, observer and controller. The overall design procedure is summarized in a flowchart, and serves as a basic guide for method selection and model development.
AB - A challenge in modern farming is to find a sustainable way of achieving sufficient production. Precision in dosage, timing and allocation of water, biocides, fertilizer and other inputs is essential, as are such management actions as harvesting, pruning and weeding. Despite the increasing availability of sensor and actuator technologies, decision-making is still largely left to the farmer. This is creating a strong demand for support in operational management. This paper presents an overview of methods involving the use of technology and data to develop model-based management support and automation for productive and input-efficient farming. For each method, the main advantages and drawbacks relating to typical farm characteristics are discussed and summarized. Three case studies are presented, to illustrate the design steps involved in developing a model, observer and controller. The overall design procedure is summarized in a flowchart, and serves as a basic guide for method selection and model development.
KW - Control
KW - Disturbances
KW - Errors
KW - Modelling
KW - Observation
KW - Precision farming
U2 - 10.1016/j.envsoft.2021.105031
DO - 10.1016/j.envsoft.2021.105031
M3 - Article
AN - SCOPUS:85102745206
SN - 1364-8152
VL - 139
JO - Environmental Modelling and Software
JF - Environmental Modelling and Software
M1 - 105031
ER -