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Geostatistical Applications for Precision Agriculture

Editat de Margaret A. Oliver
en Limba Engleză Hardback – 11 aug 2010
The aim of this book is to bring together a series of contributions from experts in the field to cover the major aspects of the application of geostatistics in precision agriculture. The focus will not be on theory, although there is a need for some theory to set the methods in their appropriate context. The subject areas identified and the authors selected have applied the methods in a precision agriculture framework. The papers will reflect the wide range of methods available and how they can be applied practically in the context of precision agriculture. This book is likely to have more impact as it becomes increasingly possible to obtain data cheaply and more farmers use onboard digital maps of soil and crops to manage their land. It might also stimulate more software development for geostatistics in PA.
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Specificații

ISBN-13: 9789048191321
ISBN-10: 9048191327
Pagini: 348
Ilustrații: XIV, 331 p.
Dimensiuni: 155 x 235 x 27 mm
Greutate: 0.62 kg
Ediția:2010
Editura: SPRINGER NETHERLANDS
Colecția Springer
Locul publicării:Dordrecht, Netherlands

Public țintă

Graduate

Cuprins

An Overview of Geostatistics and Precision Agriculture.- Sampling in Precision Agriculture.- Sampling in Precision Agriculture, Optimal Designs from Uncertain Models.- The Spatial Analysis of Yield Data.- Space–Time Geostatistics for Precision Agriculture: A Case Study of NDVI Mapping for a Dutch Potato Field.- Delineating Site-Specific Management Units with Proximal Sensors.- Using Ancillary Data to Improve Prediction of Soil and Crop Attributes in Precision Agriculture.- Spatial Variation and Site-Specific Management Zones.- Weeds, Worms and Geostatistics.- The Analysis of Spatial Experiments.- Application of Geostatistical Simulation in Precision Agriculture.- Geostatistics and Precision Agriculture: A Way Forward.

Recenzii

From the reviews:
“Aims to illustrate the link between geostatistics and PA … . Experts in the subject area were each asked to write a chapter on a topic. … the editor has done a very good job in harmonizing the chapters and makes sure that they cover a sufficiently broad range of techniques. … written by geostatisticians offering techniques to a PA audience … . Does this book fulfil a need? Yes, I definitely believe so. … value for communities of both geostatisticians and PA practitioners.” (M. Van Meirvenne, European Journal of Soil Science, Vol. 62, August, 2011)

Textul de pe ultima copertă

This book brings together in one place two dynamic subjects, precision agriculture and geostatistics, that have spatial variation at their core. Geostatistics is applied in precision agriculture (PA) to sampling, prediction, mapping, decision-making, economics, designed experiments, variable-rate applications and so on. Contributions from experts in both fields illustrate how geostatistics can and has been used to advantage with PA data such as yield, soil, crop, pests, aerial photograph, remote and proximal imagery. Geostatistical techniques include variography, ordinary-, disjunctive-, factorial-, indicator-, regression-, simple-, space-time- and co-kriging, and geostatistical simulation. The link between geostatistics and PA will increase as more intensive information on the soil and crops becomes available from sensors and on-the-go technology. This is not a recipe book, but is intended to guide readers in the use of appropriate techniques for the types of data and needs of the farmer in managing the land.

Caracteristici

A single-volume source for a range of methods, with practical advice on their application Includes numerous case studies with examples Presents new subject areas on spatio-temporal geostatistics, designed experiments and geostatistical simulation Includes supplementary material: sn.pub/extras