Evolutionary Algorithms and Agricultural Systems

Evolutionary Algorithms and Agricultural Systems

Author: David G. Mayer

Publisher: Springer Science & Business Media

ISBN: 9781461517177

Category: Computers

Page: 107

View: 937

Download Now
Evolutionary Algorithms and Agricultural Systems deals with the practical application of evolutionary algorithms to the study and management of agricultural systems. The rationale of systems research methodology is introduced, and examples listed of real-world applications. It is the integration of these agricultural systems models with optimization techniques, primarily genetic algorithms, which forms the focus of this book. The advantages are outlined, with examples of agricultural models ranging from national and industry-wide studies down to the within-farm scale. The potential problems of this approach are also discussed, along with practical methods of resolving these problems. Agricultural applications using alternate optimization techniques (gradient and direct-search methods, simulated annealing and quenching, and the tabu search strategy) are also listed and discussed. The particular problems and methodologies of these algorithms, including advantageous features that may benefit a hybrid approach or be usefully incorporated into evolutionary algorithms, are outlined. From consideration of this and the published examples, it is concluded that evolutionary algorithms are the superior method for the practical optimization of models of agricultural and natural systems. General recommendations on robust options and parameter settings for evolutionary algorithms are given for use in future studies. Evolutionary Algorithms and Agricultural Systems will prove useful to practitioners and researchers applying these methods to the optimization of agricultural or natural systems, and would also be suited as a text for systems management, applied modeling, or operations research.
Evolutionary Algorithms and Agricultural Systems
Language: en
Pages: 107
Authors: David G. Mayer
Categories: Computers
Type: BOOK - Published: 2012-12-06 - Publisher: Springer Science & Business Media

Evolutionary Algorithms and Agricultural Systems deals with the practical application of evolutionary algorithms to the study and management of agricultural systems. The rationale of systems research methodology is introduced, and examples listed of real-world applications. It is the integration of these agricultural systems models with optimization techniques, primarily genetic algorithms,
Evolutionary Algorithms and Agricultural Systems
Language: en
Pages: 107
Authors: David G. Mayer
Categories: Computers
Type: BOOK - Published: 2001-11-30 - Publisher: Springer

Evolutionary Algorithms and Agricultural Systems deals with the practical application of evolutionary algorithms to the study and management of agricultural systems. The rationale of systems research methodology is introduced, and examples listed of real-world applications. It is the integration of these agricultural systems models with optimization techniques, primarily genetic algorithms,
Handbook of Food and Bioprocess Modeling Techniques
Language: en
Pages: 624
Authors: Shyam S. Sablani, Ashim K. Datta, M. Shafiur Rahman, Arun S. Mujumdar
Categories: Science
Type: BOOK - Published: 2006-12-19 - Publisher: CRC Press

With the advancement of computers, the use of modeling to reduce time and expense, and improve process optimization, predictive capability, process automation, and control possibilities, is now an integral part of food science and engineering. New technology and ease of use expands the range of techniques that scientists and researchers
Optimization in Chemical Engineering
Language: en
Pages: 380
Authors: Suman Dutta
Categories: Mathematics
Type: BOOK - Published: 2016-03-11 - Publisher: Cambridge University Press

In this book, optimization of chemical processes is performed using both classical and advanced algorithms.
Modelling water and nutrient dynamics in soil-crop systems
Language: en
Pages: 272
Authors: K.Ch. Kersebaum, Jens-Martin Hecker, W. Mirschel, Martin Wegehenkel
Categories: Science
Type: BOOK - Published: 2007-05-10 - Publisher: Springer Science & Business Media

This book contains articles from a workshop on the modeling of water and nutrient dynamics in crop-soil systems. Data sets from lysimeters and experimental fields of multiyear crop rotations were provided for modelers. A unique data set is provided of a 100-year, long-term field experiment into crop yield and organic