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Principal Component Regression for Crop Yield Estimation: SpringerBriefs in Applied Sciences and Technology

Autor T.M.V. Suryanarayana, P.B. Mistry
en Limba Engleză Paperback – 30 mar 2016
This book highlights the estimation of crop yield in CentralGujarat, especially with regard to the development of Multiple RegressionModels and Principal Component Regression (PCR) models using climatologicalparameters as independent variables and crop yield as a dependent variable. Itsubsequently compares the multiple linear regression (MLR) and PCR results, anddiscusses the significance of PCR for crop yield estimation. In this context,the book also covers Principal Component Analysis (PCA), a statistical procedureused to reduce a number of correlated variables into a smaller number ofuncorrelated variables called principal components (PC). This book will behelpful to the students and researchers, starting their works on climate andagriculture, mainly focussing on estimation models. The flow of chapters takesthe readers in a smooth path, in understanding climate and weather and impactof climate change, and gradually proceeds towards downscaling techniques andthen finallytowards development of principal component regression models andapplying the same for the crop yield estimation.
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Specificații

ISBN-13: 9789811006623
ISBN-10: 9811006628
Pagini: 67
Ilustrații: XVII, 67 p. 12 illus. in color.
Dimensiuni: 155 x 235 x 5 mm
Greutate: 0.14 kg
Ediția:1st ed. 2016
Editura: Springer Nature Singapore
Colecția Springer
Seria SpringerBriefs in Applied Sciences and Technology

Locul publicării:Singapore, Singapore

Cuprins

Introduction.- Principal Component Analysis In TransferFunction.- Review  of Litrrature.- StudyArea and Data Collection.- Methodology.- Conclusions.

Notă biografică

Dr. T. M. V. Suryanarayana is serving asAssociate Professor and recognized Ph.D. Guide in Water Resources Engineeringand Management Institute, The M. S. University of Baroda. He is ExecutiveCommittee Member of Indian Water Resources Society, Secretary and Treasurer ofGujarat Chapter of Association of Hydrologists of India and Joint Secretary ofIndian Society of Geomatics_Vadodara Chapter. He has 74 research paperspublished in various International/National Journals/ Seminars/ Conferences/Symposiums.

Mr. P. B. Mistry
has obtained B.E. (Civil-IrrigationWater Management) and M.E. (Civil) in Water Resources Engineering from The M.S.University of Baroda and is presently working as Assistant Professor in ParulUniversity, Vadodara. He is a life member of Indian Society of Geomatics andIndian Society for Hydraulics.



Caracteristici

Includes supplementary material: sn.pub/extras