T. M. V. Suryanarayana, P. B Mistry

Principal Component Regression for Crop Yield Estimation

• Broschiertes Buch

Produktbeschreibung

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 finallytowardsdevelopment of principal component regression models andapplying the same for the crop yield estimation.

Produktdetails

• SpringerBriefs in Applied Sciences and Technology
• Verlag: Springer / Springer Nature Singapore / Springer, Berlin
• Artikelnr. des Verlages: 978-981-10-0662-3
• 1st ed. 2016
• Seitenzahl: 88
• Erscheinungstermin: 30. März 2016
• Englisch
• Abmessung: 235mm x 155mm x 6mm
• Gewicht: 149g
• ISBN-13: 9789811006623
• ISBN-10: 9811006628
• Artikelnr.: 44492808

Autorenporträt

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.

Inhaltsangabe

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

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