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Review

Global Navigation Satellite Systems as State-of-the-Art Solutions in Precision Agriculture: A Review of Studies Indexed in the Web of Science

Faculty of Agrobiotechnical Sciences Osijek, Josip Juraj Strossmayer University of Osijek, Vladimira Preloga 1, 31000 Osijek, Croatia
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Agriculture 2023, 13(7), 1417; https://doi.org/10.3390/agriculture13071417
Submission received: 31 May 2023 / Revised: 15 July 2023 / Accepted: 16 July 2023 / Published: 17 July 2023
(This article belongs to the Section Artificial Intelligence and Digital Agriculture)

Abstract

Global Navigation Satellite Systems (GNSS) in precision agriculture (PA) represent a cornerstone for field mapping, machinery guidance, and variable rate technology. However, recent improvements in GNSS components (GPS, GLONASS, Galileo, and BeiDou) and novel remote sensing and computer processing-based solutions in PA have not been comprehensively analyzed in scientific reviews. Therefore, this study aims to explore novelties in GNSS components with an interest in PA based on the analysis of scientific papers indexed in the Web of Science Core Collection (WoSCC). The novel solutions in PA using GNSS were determined and ranked based on the citation topic micro criteria in the WoSCC. The most represented citation topics micro based on remote sensing were “NDVI”, “LiDAR”, “Harvesting robot”, and “Unmanned aerial vehicles” while the computer processing-based novelties included “Geostatistics”, “Precise point positioning”, “Simultaneous localization and mapping”, “Internet of things”, and “Deep learning”. Precise point positioning, simultaneous localization and mapping, and geostatistics were the topics that most directly relied on GNSS in 93.6%, 60.0%, and 44.7% of the studies indexed in the WoSCC, respectively. Meanwhile, harvesting robot research has grown rapidly in the past few years and includes several state-of-the-art sensors, which can be expected to improve further in the near future.
Keywords: citation topics micro; GNSS; multi-constellation receivers; precise point positioning; simultaneous localization and mapping citation topics micro; GNSS; multi-constellation receivers; precise point positioning; simultaneous localization and mapping

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MDPI and ACS Style

Radočaj, D.; Plaščak, I.; Jurišić, M. Global Navigation Satellite Systems as State-of-the-Art Solutions in Precision Agriculture: A Review of Studies Indexed in the Web of Science. Agriculture 2023, 13, 1417. https://doi.org/10.3390/agriculture13071417

AMA Style

Radočaj D, Plaščak I, Jurišić M. Global Navigation Satellite Systems as State-of-the-Art Solutions in Precision Agriculture: A Review of Studies Indexed in the Web of Science. Agriculture. 2023; 13(7):1417. https://doi.org/10.3390/agriculture13071417

Chicago/Turabian Style

Radočaj, Dorijan, Ivan Plaščak, and Mladen Jurišić. 2023. "Global Navigation Satellite Systems as State-of-the-Art Solutions in Precision Agriculture: A Review of Studies Indexed in the Web of Science" Agriculture 13, no. 7: 1417. https://doi.org/10.3390/agriculture13071417

APA Style

Radočaj, D., Plaščak, I., & Jurišić, M. (2023). Global Navigation Satellite Systems as State-of-the-Art Solutions in Precision Agriculture: A Review of Studies Indexed in the Web of Science. Agriculture, 13(7), 1417. https://doi.org/10.3390/agriculture13071417

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