{"product_id":"image-classification-of-single-layered-cloud-types-von-imran-sarwar-bajwa-und-irfan-hyder","title":"Image Classification of Single Layered Cloud Types","description":"\u003cp\u003eAn automatic classification system is presented,  which discriminates the different types of single- layered clouds using Principal Component Analysis  (PCA) with enhanced accuracy and provides fast  processing speed as compared to other techniques.  The system is first trained by cloud images. In  training phase, system reads major principal features  of the different cloud images to produce an image  space. In testing phase, a new cloud image can be  classified by comparing it with the specified image  space using the PCA algorithm. Weather forecasting  applications use various pattern recognition  techniques to analyze clouds'' information and other  meteorological parameters. Neural Networks is an  often-used methodology for image processing. Some  statistical methodologies like FDA, RBFNN and SVM are  also being used for image analysis. These  methodologies require more training time and have  limited accuracy of about 70%. This level of accuracy  often degrades classification of clouds, and hence  the accuracy of rain and other weather predictions is  reduced. PCA algorithm provides a more accurate cloud  classification that yield better and concise  forecasting of rain.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783844328264\"\u003e\u003ch3\u003eA PCA based automated system to classify different types of cloud Images for better and concise  forecasting of rain\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783844328264","offer_id":39470157594717,"sku":"9783844328264","price":49.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/96d4326d-a754-44b5-9413-9e232ff66e67.jpg?v=1773381788","url":"https:\/\/shop.autorenwelt.de\/products\/image-classification-of-single-layered-cloud-types-von-imran-sarwar-bajwa-und-irfan-hyder","provider":"Autorenwelt Shop","version":"1.0","type":"link"}