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Computational and numerical challeng...
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Zlatev, Zahari, (1939-)
Computational and numerical challenges in environmental modelling
紀錄類型:
書目-電子資源 : 單行本
正題名/作者:
Computational and numerical challenges in environmental modelling/ Zahari Zlatev, Ivan Dimov.
作者:
Zlatev, Zahari,
其他作者:
Dimov, Ivan,
出版者:
Amsterdam ;Elsevier, : c2006.,
面頁冊數:
xviii, 373 p. :ill. (some col.), maps (some col.) ; : 25 cm.;
叢書名:
Studies in computational mathematics,
標題:
Ecology - Mathematical models. -
電子資源:
An electronic book accessible through the World Wide Web; click for information
ISBN:
9780444522092
Computational and numerical challenges in environmental modelling
Zlatev, Zahari,1939-
Computational and numerical challenges in environmental modelling
[electronic resource] /Zahari Zlatev, Ivan Dimov. - 1st ed. - Amsterdam ;Elsevier,c2006. - xviii, 373 p. :ill. (some col.), maps (some col.) ;25 cm. - Studies in computational mathematics,131570-579X ;.
Includes bibliographical references (p. 333-356) and indexes.
Preface -- Acknowledgements -- Contents -- 1. PDE systems arising in air pollution modelling and justification of the need for high speed computers -- 2. Using splitting techniques in the treatment of air pollution models -- 3. Treatment of the advection-diffusion phenomena -- 4. Treatment of the chemical part: general ideas and major numerical methods -- 5. Error analysis of the partitioning procedures -- 6. Efficient organization of the matrix computations -- 7. Parallel computations -- 8. Studying high pollution levels -- 9. Impact of future climate changes on high pollution levels -- 10. Implementation of variational data assimilation -- 11. Discussion of some open questions -- Appendix A: Colour plots -- Bibliography -- Symbol Table -- Author Index -- Subject Index.
Many large mathematical models, not only models arising and used in environmental studies, are described by systems of partial differential equations. The discretization of the spatial derivatives in such models leads to the solution of very large systems of ordinary differential equations. These systems contain many millions of equations and have to be handled over large time intervals by applying many time-steps (up to several hundred thousand time-steps). Furthermore, many scenarios are as a rule to be run. This explains the fact that the computational tasks in this situation are enormous. Therefore, it is necessary to select fast numerical methods; to develop parallel codes and, what is most important when the problems solved are very large to organize the computational process in a proper way. The last item (which is very often underestimated but, let us re-iterate, which is very important) is the major topic of this book. In fact, the proper organization of the computational process can be viewed as a preparation of templates which can be used with different numerical methods and different parallel devices. The development of such templates is described in the book. It is also demonstrated that many comprehensive environmental studies can successfully be carried out when the computations are correctly organized. Thus, this book will help the reader to understand better that, while (a) it is very important to select fast numerical methods as well as (b) it is very important to develop parallel codes, this will not be sufficient when the problems solved are really very large. In the latter case, it is also crucial to exploit better the computer architecture by organizing properly the computational process. - Use of templates in connection with the treatment of very large models - Performance of comprehensive environmental studies - Obtaining reliable and robust information about pollution levels - Studying the impact of future climatic changes on high pollution levels - Investigating trends related to critical levels of pollution.
Electronic reproduction.
Amsterdam :
Elsevier Science & Technology,
2007.
Mode of access: World Wide Web.
ISBN: 9780444522092
Source: 131877:131984Elsevier Science & Technologyhttp://www.sciencedirect.comSubjects--Topical Terms:
124718
Ecology
--Mathematical models.Index Terms--Genre/Form:
96803
Electronic books.
LC Class. No.: TD170.2 / .Z62 2006eb
Dewey Class. No.: 577.01/5118
Computational and numerical challenges in environmental modelling
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Preface -- Acknowledgements -- Contents -- 1. PDE systems arising in air pollution modelling and justification of the need for high speed computers -- 2. Using splitting techniques in the treatment of air pollution models -- 3. Treatment of the advection-diffusion phenomena -- 4. Treatment of the chemical part: general ideas and major numerical methods -- 5. Error analysis of the partitioning procedures -- 6. Efficient organization of the matrix computations -- 7. Parallel computations -- 8. Studying high pollution levels -- 9. Impact of future climate changes on high pollution levels -- 10. Implementation of variational data assimilation -- 11. Discussion of some open questions -- Appendix A: Colour plots -- Bibliography -- Symbol Table -- Author Index -- Subject Index.
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Many large mathematical models, not only models arising and used in environmental studies, are described by systems of partial differential equations. The discretization of the spatial derivatives in such models leads to the solution of very large systems of ordinary differential equations. These systems contain many millions of equations and have to be handled over large time intervals by applying many time-steps (up to several hundred thousand time-steps). Furthermore, many scenarios are as a rule to be run. This explains the fact that the computational tasks in this situation are enormous. Therefore, it is necessary to select fast numerical methods; to develop parallel codes and, what is most important when the problems solved are very large to organize the computational process in a proper way. The last item (which is very often underestimated but, let us re-iterate, which is very important) is the major topic of this book. In fact, the proper organization of the computational process can be viewed as a preparation of templates which can be used with different numerical methods and different parallel devices. The development of such templates is described in the book. It is also demonstrated that many comprehensive environmental studies can successfully be carried out when the computations are correctly organized. Thus, this book will help the reader to understand better that, while (a) it is very important to select fast numerical methods as well as (b) it is very important to develop parallel codes, this will not be sufficient when the problems solved are really very large. In the latter case, it is also crucial to exploit better the computer architecture by organizing properly the computational process. - Use of templates in connection with the treatment of very large models - Performance of comprehensive environmental studies - Obtaining reliable and robust information about pollution levels - Studying the impact of future climatic changes on high pollution levels - Investigating trends related to critical levels of pollution.
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