Verlagslink DOI: | 10.3390/agriculture13030590 | Titel: | Differential assessment of strategies to increase milk yield in small-scale dairy farming systems using multi-agent modelling and simulation | Sprache: | Englisch | Autorenschaft: | Nyambo, Devotha G. Clemen, Thomas |
Herausgeber*In: | Norton, Tomas | Schlagwörter: | dairy farming; modelling; multi-agents; simulation; small-scale farmers; smart farming | Erscheinungsdatum: | 28-Feb-2023 | Verlag: | MDPI | Zeitschrift oder Schriftenreihe: | Agriculture | Zeitschriftenband: | 13 | Zeitschriftenausgabe: | 3 | Zusammenfassung: | Multi-agent-based modelling and simulation provides an adequate environment to study the real world. This paper presents the use of a multi-agent research and simulation (MARS) framework and model design based on the overview, design concepts, design (ODD) protocol to model and simulate small-scale management strategies that are important for increased milk yield per cow. In reality, strategies for farm management at a small-scale level are purely based on heuristics that cost farmers and lead to inadequate milk yields. A differential assessment of the farming strategies was conducted to yield a data-driven approach for selection of the best strategies, which in turn will optimize investments and increase milk yield. The agent-based modelling and simulation revealed that, the studied strategies based on income, farm, and farmer-based characteristics influenced an increase of up to 7.72 L of milk above the average (12.7 ± 4.89). Generally, there was an increase in milk yield based on the identified evolvement strategies; from a baseline data average milk yield of 12.7 ± 4.89 to simulated milk yield average of 17.57 ± 0.72. Evaluating the agent-based models in real-world scenarios will strengthen the assurance that the identified strategies can move small-scale dairy farmers from low to higher milk producers. |
URI: | https://hdl.handle.net/20.500.12738/16760 | ISSN: | 2077-0472 | Begutachtungsstatus: | Diese Version hat ein Peer-Review-Verfahren durchlaufen (Peer Review) | Einrichtung: | Department Informatik Fakultät Technik und Informatik |
Dokumenttyp: | Zeitschriftenbeitrag | Hinweise zur Quelle: | article number: 590 |
Enthalten in den Sammlungen: | Publications without full text |
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