To meet the expected demand for food while protecting animal welfare, environmental sustainability, and profitability, animal production efficiency must improve. Improvements in grazinglands management techniques can impact livestock production efficiency. The current stage of artificial intelligence development, mainly machine learning techniques, remote sensing (RS), and precision agriculture technologies, automatizes data collection and raises the monitoring capacity to support on-farm decision-making. This literature review presents current developments in precision livestock farming (PLF) applied to grazinglands monitoring and management, demonstrates some knowledge gaps, and discusses potential solutions of grazinglands management issues. Although the implementation of precision technologies in grazing systems is advancing rapidly, challenges, such as lack of reliable reference data and low variability of datasets used to calibrate models, are examples of constraints to be addressed in future studies. More effort in terms of relationship strengthening between farmers and researchers, benefits elucidation, cooperation among professionals with different expertise, and software or app development must be directed to make the knowledge accessible and largely implemented in field conditions.
机构:
China Agr Univ, Coll Informat & Elect Engn, Beijing 100083, Peoples R ChinaChina Agr Univ, Coll Informat & Elect Engn, Beijing 100083, Peoples R China
Liu, Gang
Guo, Hao
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China Agr Univ, Coll Informat & Elect Engn, Beijing 100083, Peoples R China
China Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R ChinaChina Agr Univ, Coll Informat & Elect Engn, Beijing 100083, Peoples R China
机构:
Univ Sydney, Sch Life & Environm Sci, Dairy Sci Grp, Fac Vet Sci, Camden, NSW 2570, AustraliaUniv Sydney, Sch Life & Environm Sci, Dairy Sci Grp, Fac Vet Sci, Camden, NSW 2570, Australia
John, A. J.
Clark, C. E. F.
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Univ Sydney, Sch Life & Environm Sci, Dairy Sci Grp, Fac Vet Sci, Camden, NSW 2570, AustraliaUniv Sydney, Sch Life & Environm Sci, Dairy Sci Grp, Fac Vet Sci, Camden, NSW 2570, Australia
Clark, C. E. F.
Freeman, M. J.
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Univ Tasmania, Tasmanian Inst Agr, Dairy Ctr, Burnie, Tas 7320, AustraliaUniv Sydney, Sch Life & Environm Sci, Dairy Sci Grp, Fac Vet Sci, Camden, NSW 2570, Australia
Freeman, M. J.
Kerrisk, K. L.
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Univ Sydney, Sch Life & Environm Sci, Dairy Sci Grp, Fac Vet Sci, Camden, NSW 2570, AustraliaUniv Sydney, Sch Life & Environm Sci, Dairy Sci Grp, Fac Vet Sci, Camden, NSW 2570, Australia
Kerrisk, K. L.
Garcia, S. C.
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Univ Sydney, Sch Life & Environm Sci, Dairy Sci Grp, Fac Vet Sci, Camden, NSW 2570, AustraliaUniv Sydney, Sch Life & Environm Sci, Dairy Sci Grp, Fac Vet Sci, Camden, NSW 2570, Australia
Garcia, S. C.
Halachmi, I.
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Agr Res Org, Inst Agr Engn, Volcani Ctr, POB 6, IL-50250 Bet Dagan, IsraelUniv Sydney, Sch Life & Environm Sci, Dairy Sci Grp, Fac Vet Sci, Camden, NSW 2570, Australia
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Iowa State Univ, Dept Agr & Biosyst Engn, Ames, IA 50014 USA
Iowa State Univ, Egg Ind Ctr, Ames, IA 50014 USAIowa State Univ, Dept Agr & Biosyst Engn, Ames, IA 50014 USA
Xin, Hongwei
Liu, Kai
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Iowa State Univ, Dept Agr & Biosyst Engn, Ames, IA 50014 USAIowa State Univ, Dept Agr & Biosyst Engn, Ames, IA 50014 USA
机构:
Michigan State Univ, Lyman Briggs Coll, Dept Fisheries & Wildlife, E Lansing, MI 48825 USA
Michigan State Univ, Dept Philosophy, E Lansing, MI 48825 USAMichigan State Univ, Lyman Briggs Coll, Dept Fisheries & Wildlife, E Lansing, MI 48825 USA
Elliott, Kevin C.
Werkheiser, Ian
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Univ Texas Rio Grande Valley, Dept Philosophy, Edinburg, TX 78539 USAMichigan State Univ, Lyman Briggs Coll, Dept Fisheries & Wildlife, E Lansing, MI 48825 USA
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Montpellier SupAgro, Selmet UMR868, F-34060 Montpellier, France
INRA, Selmet UMR868, F-34060 Montpellier, FranceMontpellier SupAgro, Selmet UMR868, F-34060 Montpellier, France
Bocquier, F.
Debus, N.
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Montpellier SupAgro, Selmet UMR868, F-34060 Montpellier, France
INRA, Selmet UMR868, F-34060 Montpellier, FranceMontpellier SupAgro, Selmet UMR868, F-34060 Montpellier, France
Debus, N.
Lurette, A.
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Montpellier SupAgro, Selmet UMR868, F-34060 Montpellier, France
INRA, Selmet UMR868, F-34060 Montpellier, FranceMontpellier SupAgro, Selmet UMR868, F-34060 Montpellier, France
Lurette, A.
Maton, C.
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INRA, Selmet UMR868, F-34060 Montpellier, France
Montpellier SupAgro, F-13300 Salon De Provence, FranceMontpellier SupAgro, Selmet UMR868, F-34060 Montpellier, France
Maton, C.
Viudes, G.
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Montpellier SupAgro, Selmet UMR868, F-34060 Montpellier, France
INRA, Selmet UMR868, F-34060 Montpellier, FranceMontpellier SupAgro, Selmet UMR868, F-34060 Montpellier, France
Viudes, G.
Moulin, C. -H.
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机构:
Montpellier SupAgro, Selmet UMR868, F-34060 Montpellier, France
INRA, Selmet UMR868, F-34060 Montpellier, FranceMontpellier SupAgro, Selmet UMR868, F-34060 Montpellier, France
Moulin, C. -H.
Jouven, M.
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机构:
Montpellier SupAgro, Selmet UMR868, F-34060 Montpellier, France
INRA, Selmet UMR868, F-34060 Montpellier, FranceMontpellier SupAgro, Selmet UMR868, F-34060 Montpellier, France