Automated System and method for publication classification detecting plant disease and providing disease treatment solution

The present invention generally relates to a plant disease detection system comprises an acquisition unit for collecting pictures of sick and sound plant leaves gathered under controlled conditions from a public dataset ; a training unit for training a convolutional neural network technique - based model to distinguish harvest species and sicknesses ; a camera for capturing real time image of a plant ; a central processing unit for estimating weight file (BMI) and muscle versus fat ratio status ( BF % ) utilizing bio impedance in order to detect disease of the plant , wherein the weight file ( BMI ) and muscle versus fat ratio status (BF %) is estimated upon comparing real time image of the plant with pictures of sick and sound plant leaves gathered under controlled conditions ; and an alert unit for transferring an alert signal of the detected disease and its stage on a user computing device

Enhancement of gamma-ray shielding properties in cobalt-doped heavy metal borate glasses: The role of lanthanum oxide reinforcement

© 2021 by the authors. Licensee MDPI, Basel, Switzerland.The direct influence of La3+ ions on the gamma-ray shielding properties of cobalt-doped heavy metal borate glasses with the chemical formula 0.3CoO-(80-x)B2O3-19.7PbO-xLa2O3: x = 0, 0.5, 1, 1.5, and 2 mol% was examined herein. Several significant radiation shielding parameters were evaluated. The glass density was increased from 3.11 to 3.36 g/cm3 with increasing La3+ ion content from 0 to 2 mol%. The S5 glass sample, which contained the highest concentration of La3+ ions (2 mol%), had the maximum linear (μ) and mass (μm) attenuation coefficients for all photon energies entering, while the S1 glass sample free of La3+ ions possessed the minimum values of μ and μm. Both the half value layer (T1/2) and tenth value layer (TVL) of all investigated glasses showed a sim-ilar trend of (T1/2, TVL)S1 > (T1/2, TVL)S2 > (T1/2, TVL)S3 > (T1/2, TVL)S4 > (T1/2, TVL)S5. Our results re-vealed that the S5 sample had the highest effective atomic number (Zeff) values over the whole range of gamma-ray energy. S5 had the lowest exposure (EBF) and energy absorption (EABF) build-up factor values across the whole photon energy and penetration depth range. Our findings give a strong indication of the S5 sample’s superior gamma-ray shielding characteristics due to the highest contribution of lanthanum oxide