Precision agriculture : modelling
著者
書誌事項
Precision agriculture : modelling
（Progress in precision agriculture）
Springer, c2023
- : [hbk.]
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注記
Includes bibliographical references and index
内容説明・目次
内容説明
This book describes how models are used to monitor crops and soils in precision agriculture, and how they are used to support farmers' decisions. The introductory section starts with an overview of precision agriculture from the early days of yield monitoring in the 1980s to the present, with a focus on the role of models. The section continues with descriptions of the different kinds of models and the opportunities for their application in precision agriculture. The section concludes with a chapter on socio-economic drivers and obstacles to the adoption of precision agriculture technologies. The middle section of the book explores the state-of-the-art in modeling for precision agriculture. Individual chapters focus on the major processes in precision agriculture: water use, nitrogen and other amendments, as well as weeds, pests and diseases. The final section contains a series of short chapters that each describe a commercial, model-based service that is currently available to farmers. The book aims to provide useful information to graduate-level professionals that want to broaden their knowledge of precision agriculture; to scientists who want to learn about using academic knowledge in practical farming; and to farmers, farm consultants and extension workers who want to increase their understanding of the science behind some of the commercial software available to the farming community.
目次
- Chapter 1 Introduction
- Cammarano, Van Evert, Kempenaar PART 1: MODELLING Chapter 2 Statistical Modelling
- Ioannis Athanasiadis Chapter 3 Geostatistics
- Margaret Oliver Chapter 4 Crop and Soil Modelling
- C.O. Stockle and Garry O'Leary Chapter 5 Pest and Disease Modelling
- William Batchelor Chapter 6 Adoption of Model-Based Practices in Precision Agriculture
- Author/s PART 2: ACADEMIC/STATE-OF-THE-ART (please furnish a proper title for this section) Explore the state-of-the-art in modeling for precision agriculture. Individual chapters focus on the major processes in precision agriculture: water use, nitrogen and other amendments, as well as weeds, pests and diseases. Chapter 7 Water 7.1 Crop growth modelling : Author/s 7.2 Machine Learning
- Ortiz, Svedin, Bahat Chapter 8 Nitrogen 8.1 Crop Growth modelling
- Bruno Basso and Bernardo Maestrini 8.2 Section on ML/statistical modelling
- Laila Puntel Chapter 9 Pest Diseases
- Author/s Chapter 10 Data Assimilation/Fusion
- Castrignano and Allard de Wit PART 3: CASE STUDIES Chapter 11 Potato Company McCain
- Ghislain Pelletier Chapter 12 Soil Essentials
- Jim Wilson Chapter 13 Adapt-N
- Van Es Chapter 14 Granular
- Bob Gunzenhauser and Christopher Seifert Chapter 15 BASF /XARVIO
- Holger Hoffman Chapter 16 Watch It Grow Belgium
- Vito Chapter 17 Akkerweb Chapter 18 Kubota
- Keiji Chapter 19 India TATA Consultancy
- Srinivasu Pappula Chapter 20 DACOM PART 4: SUMMARY AND OUTLOOK Chapter 21 Summary Chapter 22 Outlook
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