Principal Component Regression for Crop Yield Estimation

Author:   T.M.V. Suryanarayana ,  P.B. Mistry
Publisher:   Springer Verlag, Singapore
Edition:   1st ed. 2016
ISBN:  

9789811006623


Pages:   67
Publication Date:   30 March 2016
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Principal Component Regression for Crop Yield Estimation


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Overview

This book highlights the estimation of crop yield in Central Gujarat, especially with regard to the development of Multiple Regression Models and Principal Component Regression (PCR) models using climatological parameters as independent variables and crop yield as a dependent variable. It subsequently compares the multiple linear regression (MLR) and PCR results, and discusses the significance of PCR for crop yield estimation. In this context, the book also covers Principal Component Analysis (PCA), a statistical procedure used to reduce a number of correlated variables into a smaller number of uncorrelated variables called principal components (PC). This book will be helpful to the students and researchers, starting their works on climate and agriculture, mainly focussing on estimation models. The flow of chapters takes the readers in a smooth path, in understanding climate and weather and impact of climate change, and gradually proceeds towards downscaling techniques and then finallytowards development of principal component regression models and applying the same for the crop yield estimation.

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Author:   T.M.V. Suryanarayana ,  P.B. Mistry
Publisher:   Springer Verlag, Singapore
Imprint:   Springer Verlag, Singapore
Edition:   1st ed. 2016
Dimensions:   Width: 15.50cm , Height: 0.50cm , Length: 23.50cm
Weight:   1.474kg
ISBN:  

9789811006623


ISBN 10:   9811006628
Pages:   67
Publication Date:   30 March 2016
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Introduction.- Principal Component Analysis In Transfer Function.- Review  of Litrrature.- Study Area and Data Collection.- Methodology.- Conclusions.

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Author Information

Dr. T. M. V. Suryanarayana is serving as Associate Professor and recognized Ph.D. Guide in Water Resources Engineering and Management Institute, The M. S. University of Baroda. He is Executive Committee Member of Indian Water Resources Society, Secretary and Treasurer of Gujarat Chapter of Association of Hydrologists of India and Joint Secretary of Indian Society of Geomatics_Vadodara Chapter. He has 74 research papers published in various International/National Journals/ Seminars/ Conferences/ Symposiums. Mr. P. B. Mistry has obtained B.E. (Civil-Irrigation Water Management) and M.E. (Civil) in Water Resources Engineering from The M.S. University of Baroda and is presently working as Assistant Professor in Parul University, Vadodara. He is a life member of Indian Society of Geomatics and Indian Society for Hydraulics.

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