|
|
|||
|
||||
OverviewA hydroinformatics system represents an electronic knowledge encapsulator that models part of the real world and can be used for the simulation and analysis of physical, chemical and biological processes in water systems, in order to achieve a better management of the aquatic environment. Thus, modelling is at the heart of hydroinformatics. The theory of nonlinear dynamics and chaos, and the extent to which recent improvements in the understanding of inherently nonlinear natural processes present challenges to the use of mathematical models in the analysis of water and environmental systems, are elaborated in this work. In particular, it demonstrates that the deterministic chaos present in many nonlinear systems can impose fundamental limitations on our ability to predict behaviour, even when well-defined mathematical models exist. On the other hand, methodologies and tools from the theory of nonlinear dynamics and chaos can provide means for a better accuracy of short-term predictions as demonstrated through the practical applications in this work. Full Product DetailsAuthor: Slavco Velickov (UNESCO-IHE Institute for Water Education, Delft, the Netherlands)Publisher: Taylor & Francis Ltd Imprint: CRC Press Weight: 0.453kg ISBN: 9781138475038ISBN 10: 1138475033 Pages: 336 Publication Date: 02 October 2017 Audience: College/higher education , General/trade , Tertiary & Higher Education , General Format: Hardback Publisher's Status: Active Availability: In Print This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us. Table of ContentsAbstract, Samenvatting, Acknowledgements, 1. Introduction, 2. Learning and regularisation, 3. Nonlinear dynamical systems and deterministic chaos, 4. Dynamic Bayesian networks, 5. A hybrid framework for modelling nonlinear dynamical systems, 6. Case studies, 7. Conclusions, ReferencesReviewsAuthor InformationVelickov, Slavco Tab Content 6Author Website:Countries AvailableAll regions |