{"product_id":"hyperspectral-image-generation-processing-and-analysis-von-hamed-hamid-muhammed","title":"Hyperspectral Image Generation, Processing and Analysis","description":"\u003cp\u003eHyperspectral imaging is utilised in many  applications, where measured data are processed,  interpreted and converted into physical, chemical  and\/or biological properties of the target objects  and\/or processes being studied. In this thesis,  various methods were proposed and applied to crop  reflectance data (acquired by hand-held  spectrometers) to detect, characterise and quantify  disease severity and plant density. Furthermore,  various surface water quality parameters of inland  waters have been monitored using hyperspectral  images acquired by airborne systems. However, the  large size of these images raises the need for  efficient data reduction. A new type of self- organising weighted neural networks was proposed and  used for efficient reduction, mapping and clustering  of large high-dimensional data sets, such as  hyperspectral images. Finally, the analysis can be  reversed to generate high resolution spectra from  simpler measurements using multiple colour-filter  mosaics, as suggested in the thesis. The acquired  instantaneous image is demosaicked to generate a  multi-band image that can finally be transformed  into a hyperspectral image.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783838319735\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783838319735","offer_id":39498878222429,"sku":"9783838319735","price":49.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/10b3c528-5aa0-4ad3-9bfc-faafffda8512.jpg?v=1781588021","url":"https:\/\/shop.autorenwelt.de\/products\/hyperspectral-image-generation-processing-and-analysis-von-hamed-hamid-muhammed","provider":"Autorenwelt Shop","version":"1.0","type":"link"}