A review of precision technologies in pasture-based dairying systems

Abstract

The promised benefits of precision technologies (PTs) include improved efficiency, quality, animal health and welfare and reduced environmental impacts. To date, PTs (including sensors, algorithms, big data, decision-support tools, etc.) have had a relatively modest impact in pasture-based dairying systems in comparison with other agricultural sectors such as arable production. The areas animals roam and graze in pasture-based systems and the associated connectivity challenges may, in part at least, explain the comparatively reduced use of PTs in those systems. Thus, there are very few technologies designed specifically to increase pasture utilisation with the exception of global positioning systems (GPS) and Bluetooth-enabled Plate Meters. Terrestrial and satellite-based spectral analysis of pasture biomass and quality is still in the development phase. Therefore, one of the key drivers of efficiency in pasture-based systems has only been marginally impacted by PTs. In contrast, technological development in the area of fertility and heat detection has been important and offers significant potential value to dairy farmers. In general PTs can be described as good at measurement, data collection and storage but fall down around interpretation and providing useful outputs to end users. As a result, it is unclear if farm management is being sufficiently improved to justify widespread adoption of PTs. A needs-driven development of PTs and decision-support tools are required for the succesful integration within agriculture. Further cost/benefit analysis is also required to determine the efficiency of investing in PTs and what, if any, factors affect the variation in the returns.

Calculating the matrix profile from noisy data

“…Improving efficiency in the area of animal management and livestock welfare has resulted in the emergence and use of precision agriculture technologies [ 31 ]. This includes the gathering of continuous data on the activities and behaviour of cattle which has great potential for both effective food production and improved animal welfare [ 32 ].…”

Precíziós technológiák alkalmazása a gyepgazdálkodásban

“…A szabályozás EU-szerte történő harmonizálása leegyszerűsítheti a gazdálkodók megfelelését és elősegítheti az innovációt. Emellett létfontosságú annak biztosítása, hogy a szabályozás összhangban álljon a fenntarthatósági célokkal [19].…”

“…A precíziós mezőgazdasági gyakorlatok, amelyek minimálisra csökkentik a természetes élőhelyek zavarását és csökkentik a vegyi anyagok lefolyását, támogathatják a biológiai sokféleség megőrzését. A precíziós technológiák a mezőgazdaság vadvilágra és ökoszisztémára gyakorolt negatív hatásainak mérséklésével hozzájárulnak a kiegyensúlyozott környezet fenntartásához [19].…”

Integrating Artificial Intelligence in Dairy Farm Management - Biometric Facial Recognition for Cows

“…In the context of a dairy farm, this means being able to instantaneously identify a cow as it enters a milking parlor or feeding station [26,27]. Such prompt processing aids in efficient herd management and immediate action based on the identified data [28,29].…”