A. Wilson – Approaches to Geo-Mathematical Modelling (2016)
1.330 ₽
Автор: A. Wilson
Название книги: Approaches to Geo-Mathematical Modelling
Формат: PDF
Жанр: Геология
Страницы: 411
Качество: Изначально компьютерное, E-book
Mathematical and computer models for a complexity science tool kit
Geographical systems are characterised by locations, activities at locations, interactions between them and the infrastructures that carry these activities and flows. They can be described at a great variety of scales, from individuals and organisations to countries. Our understanding, often partial, of these entities, and in many cases this understanding is represented in theories and associated mathematical models.
In this book, the main examples are models that represent elements of the global system covering such topics as trade, migration, security and development aid together with examples at finer scales. This provides an effective toolkit that can not only be applied to global systems, but more widely in the modelling of complex systems. All complex systems involve nonlinearities involving path dependence and the possibility of phase changes and this makes the mathematical aspects particularly interesting. It is through these mechanisms that new structures can be seen to ‘emerge’, and hence the current notion of ‘emergent behaviour’. The range of models demonstrated include account-based models and biproportional fitting, structural dynamics, space-time statistical analysis, real-time response models, Lotka-Volterra models representing ‘war’, agent-based models, epidemiology and reaction-diffusion approaches, game theory, network models and finally, integrated models.
Geo-mathematical modelling:
Presents mathematical models with spatial dimensions.
Provides representations of path dependence and phase changes.
Illustrates complexity science using models of trade, migration, security and development aid.
Demonstrates how generic models from the complexity science tool kit can each be applied in a variety of situations
This book is for practitioners and researchers in applied mathematics, geography, economics, and interdisciplinary fields such as regional science and complexity science. It can also be used as the basis of a modelling course for postgraduate students.
Описание
Книга A. Wilson – Approaches to Geo-Mathematical Modelling (2016) знакомит читателей с современными математическими методами, применяемыми в географии, геологии и пространственном анализе. Автор рассматривает различные подходы к моделированию сложных геосистем, включая динамику городов, транспортных потоков и природных процессов.
Издание объединяет теоретические основы геоматематического моделирования с практическими примерами. Особое внимание уделяется интеграции математических моделей с данными наблюдений, методам калибровки и верификации моделей, а также вопросам масштабирования от локального до глобального уровня.
- Специалистам в области географии и геоинформатики, желающим углубить знания в математическом моделировании
- Исследователям, работающим с пространственными данными и моделями динамики геосистем
- Студентам и аспирантам геологических, географических и технических специальностей
- Аналитикам, применяющим математические методы в урбанистике, экологии и региональном планировании
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