Image Classification of Single Layered Cloud Types: A PCA based automated system to classify different types of cloud Images for better and concise forecasting of rain - Softcover
Synopsis
An 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.
"synopsis" may belong to another edition of this title.
About the Author
I am Assistant Professor in Computer Science in The Islamia University of Bahawalpur, Pakistan. I am doing my PhD in Computer Science from University of Birmingham, UK. I also worked in University of Coimbra, Portugal, as a Research Associate. My other research interests are Natural Language Processing and Information Systems.
"About this title" may belong to another edition of this title.
Search results for Image Classification of Single Layered Cloud Types:...
Seller Image
Image Classification of Single Layered Cloud Types
Published by
LAP LAMBERT Academic Publishing Apr 2011, 2011
ISBN 10: 3844328262
ISBN 13: 9783844328264
New
Taschenbuch
Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Germany
Seller rating 5 out of 5 stars
Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -An 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. 80 pp. Englisch. Seller Inventory # 9783844328264
Buy New
US$ 58.60
US$ 26.70 shipping
Ships from Germany to U.S.A.
Ships from Germany to U.S.A.
Quantity: 2 available
Stock Image
Image Classification of Single Layered Cloud Types
Published by
VDM Verlag Dr. Mueller Aktiengesellschaft & Co. KG, 2011
ISBN 10: 3844328262
ISBN 13: 9783844328264
New
Softcover
Seller: Books Puddle, New York, NY, U.S.A.
Seller rating 4 out of 5 stars
Condition: New. pp. 80. Seller Inventory # 26128852334
Stock Image
Image Classification of Single Layered Cloud Types
Published by
VDM Verlag Dr. Mueller Aktiengesellschaft & Co. KG, 2011
ISBN 10: 3844328262
ISBN 13: 9783844328264
New
Softcover
Seller: Majestic Books, Hounslow, United Kingdom
Seller rating 4 out of 5 stars
Condition: New. Print on Demand pp. 80 2:B&W 6 x 9 in or 229 x 152 mm Perfect Bound on Creme w/Gloss Lam. Seller Inventory # 131702449
Buy New
US$ 86.82
US$ 8.73 shipping
Ships from United Kingdom to U.S.A.
Ships from United Kingdom to U.S.A.
Quantity: 4 available
Stock Image
Image Classification of Single Layered Cloud Types
Published by
VDM Verlag Dr. Mueller Aktiengesellschaft & Co. KG, 2011
ISBN 10: 3844328262
ISBN 13: 9783844328264
New
Softcover
Seller: Biblios, Frankfurt am main, HESSE, Germany
Seller rating 4 out of 5 stars
Condition: New. PRINT ON DEMAND pp. 80. Seller Inventory # 18128852324
Buy New
US$ 93.27
US$ 11.55 shipping
Ships from Germany to U.S.A.
Ships from Germany to U.S.A.
Quantity: 4 available
Seller Image
Image Classification of Single Layered Cloud Types
Published by
LAP LAMBERT Academic Publishing, 2011
ISBN 10: 3844328262
ISBN 13: 9783844328264
New
Softcover
Seller: moluna, Greven, Germany
Seller rating 5 out of 5 stars
Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Autor/Autorin: Bajwa Imran SarwarI am Assistant Professor in Computer Science in The Islamia University of Bahawalpur, Pakistan. I am doing my PhD in Computer Science from University of Birmingham, UK. I also worked in University of Coimbra, Po. Seller Inventory # 5473226
Buy New
US$ 49.09
US$ 56.88 shipping
Ships from Germany to U.S.A.
Ships from Germany to U.S.A.
Quantity: Over 20 available
Seller Image
Image Classification of Single Layered Cloud Types
Published by
LAP LAMBERT Academic Publishing Apr 2011, 2011
ISBN 10: 3844328262
ISBN 13: 9783844328264
New
Taschenbuch
Seller: buchversandmimpf2000, Emtmannsberg, BAYE, Germany
Seller rating 5 out of 5 stars
Taschenbuch. Condition: Neu. This item is printed on demand - Print on Demand Titel. Neuware -An 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.VDM Verlag, Dudweiler Landstraße 99, 66123 Saarbrücken 80 pp. Englisch. Seller Inventory # 9783844328264
Buy New
US$ 58.60
US$ 69.66 shipping
Ships from Germany to U.S.A.
Ships from Germany to U.S.A.
Quantity: 1 available
Seller Image
Image Classification of Single Layered Cloud Types : A PCA based automated system to classify different types of cloud Images for better and concise forecasting of rain
Published by
LAP LAMBERT Academic Publishing, 2011
ISBN 10: 3844328262
ISBN 13: 9783844328264
New
Taschenbuch
Seller: AHA-BUCH GmbH, Einbeck, Germany
Seller rating 5 out of 5 stars
Taschenbuch. Condition: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - An 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. Seller Inventory # 9783844328264
Buy New
US$ 58.60
US$ 70.46 shipping
Ships from Germany to U.S.A.
Ships from Germany to U.S.A.
Quantity: 1 available
Seller Image
Image Classification of Single Layered Cloud Types | A PCA based automated system to classify different types of cloud Images for better and concise forecasting of rain
Published by
LAP LAMBERT Academic Publishing, 2011
ISBN 10: 3844328262
ISBN 13: 9783844328264
New
Taschenbuch
Seller: preigu, Osnabrück, Germany
Seller rating 5 out of 5 stars
Taschenbuch. Condition: Neu. Image Classification of Single Layered Cloud Types | A PCA based automated system to classify different types of cloud Images for better and concise forecasting of rain | Imran Sarwar Bajwa (u. a.) | Taschenbuch | 80 S. | Englisch | 2011 | LAP LAMBERT Academic Publishing | EAN 9783844328264 | Verantwortliche Person für die EU: preigu GmbH & Co. KG, Lengericher Landstr. 19, 49078 Osnabrück, mail[at]preigu[dot]de | Anbieter: preigu. Seller Inventory # 107055713
Buy New
US$ 51.78
US$ 81.27 shipping
Ships from Germany to U.S.A.
Ships from Germany to U.S.A.
Quantity: 5 available
Stock Image
Image Classification of Single Layered Cloud Types: A PCA based automated system to classify different types of cloud Images for better and concise forecasting of rain
Published by
LAP LAMBERT Academic Publishing, 2011
ISBN 10: 3844328262
ISBN 13: 9783844328264
Used
Paperback
Seller: Mispah books, Redhill, SURRE, United Kingdom
Seller rating 4 out of 5 stars
Paperback. Condition: Like New. LIKE NEW. SHIPS FROM MULTIPLE LOCATIONS. book. Seller Inventory # ERICA75838443282626
Buy Used
US$ 201.89
US$ 33.56 shipping
Ships from United Kingdom to U.S.A.
Ships from United Kingdom to U.S.A.
Quantity: 1 available