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Machine learning for weed–plant discrimination in agriculture 5.0:An in-depth review
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作者 Filbert H.Juwono W.K.Wong +3 位作者 seema verma Neha Shekhawat Basil Andy Lease Catur Apriono 《Artificial Intelligence in Agriculture》 2023年第4期13-25,共13页
Agriculture 5.0 is an emerging concept where sensors,big data,Internet-of-Things(IoT),robots,and Artificial In-telligence(AI)are used for agricultural purposes.Different from Agriculture 4.0,robots and AI become the f... Agriculture 5.0 is an emerging concept where sensors,big data,Internet-of-Things(IoT),robots,and Artificial In-telligence(AI)are used for agricultural purposes.Different from Agriculture 4.0,robots and AI become the focus of the implementation in Agriculture 5.0.One of the applications of Agriculture 5.0 is weed management where robots are used to discriminate weeds from the crops or plants so that proper action can be performed to remove the weeds.This paper discusses an in-depth review of Machine Learning(ML)techniques used for discriminating weeds from crops or plants.We specifically present a detailed explanation of five steps required in using ML algorithms to distinguish between weeds and plants. 展开更多
关键词 Agriculture 5.0 Machine learning Unmanned aerial vehicle Weed-plant discrimination
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Preparation by chemical co-precipitation, spectral and electrical characteristics of neodymium orthophosphate nanoparticles
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作者 seema verma K.K.Bamzai 《Journal of Rare Earths》 SCIE EI CAS CSCD 2015年第5期535-544,共10页
Nanoparticles of neodymium orthophosphate (NdPO4) were prepared through a facile wet co-precipitation technique. The X-ray diffraction (XRD) studies revealed the material belonging to monoclinic monazite phase wit... Nanoparticles of neodymium orthophosphate (NdPO4) were prepared through a facile wet co-precipitation technique. The X-ray diffraction (XRD) studies revealed the material belonging to monoclinic monazite phase with crystallite size of 30.8 nm. Scanning electron microscopic studies showed that the material was composed of a large number of agglomerated spherical particles having grain size of 92 nm. Thermogravimetric analysis suggested that the structural phase transition was seen above 800 °C. The spectroscopic investigations were carried out using Fourier transform infrared spectroscopy (FTIR). UV-VIS-NIR ab-sorption spectrophotometer showed various transitions from the ground state 4I9/2 to various excited states within the 4f shell and the optical band gap came out to be 3.3 eV. The dielectric constant (ε′), dielectric loss (tanδ) and ac conductivity ln(σac) were measured in the frequency range of 5 kHz to 1 MHz and in the temperature range of 40 to 500 °C. The dielectric measurement suggested that there was a shift in the value of transition temperature (Tc), thereby indicating relaxor behaviour of the material. The activation energy value decreased with increase in frequency, thereby suggesting the role of mixed ionic-polaronic conduc-tivity. 展开更多
关键词 NANOPARTICLES SPECTROSCOPIC dielectric properties rare earths
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