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Articles by Sushil Kumar
Total Records ( 2 ) for Sushil Kumar
  Sushil Kumar and B.K. Tripathi
  There are various high dimensional engineering and scientific applications in communication, control, robotics, computer vision, biometrics, etc. Where researchers are facing problem to design the intelligent and robust system through high dimensional neural network. Although, some of the researcher used different structures of conventional neural classifier to solve the problem associated with high dimensional parameters. These network structures possess complex network, hence, very time consuming and weak to noise. These networks are also not able to learn magnitude and direction of each component simultaneously at 3D space. The quaternion is the number which possesses the magnitude and phase information in all four directions. This study presents the quaternionic domain neural network and its generalized learning algorithm that can finely process magnitude and phase information in respective directions. Its learning and generalization capability presented through different simulations demonstrate its applicability in 3D imaging.
  Rajib Deb , Amit Kumar , Sandip Chakraborty , Amit Kumar Verma , Ruchi Tiwari , Kuldeep Dhama , Umesh Singh and Sushil Kumar
  Mastitis (inflammation of mammary gland) is a most devastating disease condition in terms of economic losses occurring throughout the world. The etiological agents may vary from place to place depending on climate; animal species and animal husbandry and include wide variety of gram positive and gram negative bacteria; and fungi. They may be either contagious viz. Staphylococcus aureus; Streptococcus agalactiae or environmental viz. S. dysgalactiae, S. uberis, Corynebacterium bovis and Coagulase negative Staphylococcus. Conventional diagnostic tests viz. California Mastitis Test (CMT); R-mastitest and Mast-O-test methods are applied under field conditions; whereas somatic cell count and Bulk Tank Somatic Cell Count (BTSCC) are useful for early mastitis detection and detection of sub clinical or chronic mastitis respectively. In vitro culture based diagnosis require further study as they can detect only viable cells. The advent of Polymerase Chain Reaction (PCR) technology along with its various versions like multiplex and real time PCR has improved the rapidity and sensitivity of diagnosis. Circulating micro RNA (miRNA) based diagnosis; immune assay and proteomics based detection along with biochips and biosensors prove to be asset to diagnosticians for advanced diagnosis of this economically important condition. Improvement of milking hygiene; implementation of post-milking teat disinfection; regular control of the milking equipments; implementation of milking order; Improvement of bedding material are the general measures to prevent new cases of mastitis. The use of antibiotics (intramammary infusions; bacteriocins) and herbs (Terminalia spp.) are important for prophylaxis and therapeutics. Vaccines viz. cell based; Recombinant (staphylococcal enterotoxin type C mutant) or chimeric (pauA); live (S. uberis 0140J stain based) and bacterial surface extract based; DNA-based and DNA-protein based have greatly aided in management of bovine mastitis. Quorum sensing and disease resistant breeding using novel biomarkers viz. toll like receptors (TLR) 2 and 4, interleukin (IL) 8; breast cancer type 1 susceptibility protein (BRCA1) and calcium channel voltage-dependent alpha 2/delta sub unit 1 (CACNA2D1) are also indispensable. This mini review gives an overview of all these different aspects that act as trend setters as far as the diagnosis and control of bovine mastitis is concerned to help the diagnosticians; epidemiologists and researchers not to remain ignorant about this grave condition.
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