Data Analytics and AutomationExploring data & making discovery while making machine learn & adaptive and delivering the automated lab, field and aerospace, space oriented geospatial products, training, support & services.Focus Areas & Associations:Defence & SpaceOptimising approaches of Space based Surveillances & Tracking around Military Orientations.• Development of efficient approaches for Homing down to Military Targets (HMT) via Optical Imageries (PAN, Multispectral, Hyperspectral)• Evolution of data handling capacity for high throughput and mission critical purposes• Integration of multisource datasets and associating non-imagery information• Customised workflows for Target Cognitions, Detection, and Characterization of TargetsAgricultureAutomating the mapping of plant phenotype traits from (RGB, Multispectral, Hyperspectral, Fluorescence) sensors to follow plant development and stress tolerance under dynamic and controlled conditions in a high throughput setup to reduce the manual interventions in unravelling the biological processes governing growth and development under different set of real environmental conditions and habitats.• High- throughput plant phenotyping (RGB, Multispectral, Hyperspectral, Fluorescence)• High- throughput data analysis for plant development, stress tolerance in dynamic outdoors and controlled conditionsAgrochemistryDetection and prediction for disease symptoms in well advance timeline stages based on spectrometric (RGB, Multispectral, Hyperspectral) sensors, as a consistent and precise substitute for the user’s (biologist, entomologist, pathologist) annotations to be applied in large-scale compound screening assays.• Digital disease symptoms based on spectrometric observations• Automated annotations of large-scale compound screening assays (MTPs) • Monitor early stages of plant-pathogen interactions for domain specialists• Characterising early stages of plant-pathogen interactions and associations Life Sciences (in particular Pharmaceutical)Composition based mapping of material as a better alternative to conventional approaches.• Chemical mapping of polymer composites, pharmaceutical products, organic and inorganic nanocomposite materials • Enabling nanoscale chemical maps depicting the spatial distribution • Finding anomalies of the individual components and their local chemical interactions• Physical and chemical characterization of site specific biological responses• Characterising spectral sensitivity in materials science, biomedicine or nanotechnology