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This book focuses on the robustness analysis of high accuracy
surface modeling method (HASM) to yield good performance of it.
Understanding the sensitivity and uncertainty is important in model
applications. The book aims to advance an integral framework for
assessing model error that can demonstrate robustness across sets
of possible controls, variable definitions, standard error,
algorithm structure, and functional forms. It is an essential
reference to the most promising numerical models. In areas where
there is less certainty about models, but also high expectations of
transparency, robustness analysis should aspire to be as broad as
possible. This book also contains a chapter at the end featuring
applications in climate simulation illustrating different
implementations of HASM in surface modeling. The book is helpful
for people involved in geographical information science, ecological
informatics, geography, earth observation, and planetary surface
modeling.
This volume of the Chinese Water Systems subseries offers
up-to-date and comprehensive information on various aspects of the
Poyang Lake, the largest freshwater lake in China. Following a
detailed introduction of the lake basin, the respective chapters
present the findings of studies examining surface and subsurface
hydrology, relationships between plant ecology and pollution of the
wetlands, changes of land cover as well as the development of
modern computational approaches to create Environmental Information
Systems for water management. Moreover, the results are
supplemented by a wealth of numerical calculations, tables, figures
and photographs to make the research results more tangible. Closing
with concise information on the "Research Centre for Environmental
Information Science" (RCEIS), the book offers a valuable guide for
researchers, teachers and professionals working in the areas of
water environment, water security and ecological restoration. The
projects have been supported by the Sino-German Centre for Science
Promotion, the Helmholtz Association and the Chinese Academy of
Sciences.
Although GIS provides powerful functionality for spatial analysis,
data overlay and storage, these spatially oriented systems lack the
ability to represent temporal dynamics, which is a major impediment
to its use in surface modeling. However, rapid development of
computing technology in recent years has made real-time spatial
analysis and real-time data visualization become realizable. Based
on newly developed methods, Surface Modeling: High Accuracy and
High Speed Methods explores solutions to big-error and
slow-efficiency problems, two critical challenges that have long
plagued those working in with geographical information system (GIS)
and computer-aided design (CAD). By developing high accuracy and
high speed methods for surface modeling, the book builds a bridge
between the mathematical-oriented theory of surface modeling and
the user-oriented application where the user is actually able to
retrieve information on the method itself. The author examines a
novel method of high accuracy surface modeling (HASM) in terms of
the fundamental theorem of surfaces. He then analyzes the
coefficient matrix and develops an adaptive method of HASM
(HASM-AM), a multi-grade method of HASM (HASM-MG), and an
adjustment method of HASM (HASM-AD). He uses numerical tests and
real world studies to demonstrate that HASM-AM, HASM-MG, and
HASM-AD have highly accelerated computational speed, especially for
simulations with huge computational work. Building on this, the
book discusses a HASM-based method for dynamic simulation
(HASM-FDS), and then applies HASM methods to simulate terrains,
climate change, ecosystem change, land cover, and soil properties.
It demonstrates HASM's potential for simulating population
distribution, human carrying capacity, ecosystem services,
ecological diversity, change detection, and wind velocity. The book
concludes with a discussion of the problems that exist in surface
modeling on a global level and evaluates possible solutions to
these problems.
Although GIS provides powerful functionality for spatial analysis,
data overlay and storage, these spatially oriented systems lack the
ability to represent temporal dynamics, which is a major impediment
to its use in surface modeling. However, rapid development of
computing technology in recent years has made real-time spatial
analysis and real-time data visualization become realizable. Based
on newly developed methods, Surface Modeling: High Accuracy and
High Speed Methods explores solutions to big-error and
slow-efficiency problems, two critical challenges that have long
plagued those working in with geographical information system (GIS)
and computer-aided design (CAD). By developing high accuracy and
high speed methods for surface modeling, the book builds a bridge
between the mathematical-oriented theory of surface modeling and
the user-oriented application where the user is actually able to
retrieve information on the method itself. The author examines a
novel method of high accuracy surface modeling (HASM) in terms of
the fundamental theorem of surfaces. He then analyzes the
coefficient matrix and develops an adaptive method of HASM
(HASM-AM), a multi-grade method of HASM (HASM-MG), and an
adjustment method of HASM (HASM-AD). He uses numerical tests and
real world studies to demonstrate that HASM-AM, HASM-MG, and
HASM-AD have highly accelerated computational speed, especially for
simulations with huge computational work. Building on this, the
book discusses a HASM-based method for dynamic simulation
(HASM-FDS), and then applies HASM methods to simulate terrains,
climate change, ecosystem change, land cover, and soil properties.
It demonstrates HASM's potential for simulating population
distribution, human carrying capacity, ecosystem services,
ecological diversity, change detection, and wind velocity. The book
concludes with a discussion of the problems that exist in surface
modeling on a global level and evaluates possible solutions to
these problems.
This book focuses on the robustness analysis of high accuracy
surface modeling method (HASM) to yield good performance of it.
Understanding the sensitivity and uncertainty is important in model
applications. The book aims to advance an integral framework for
assessing model error that can demonstrate robustness across sets
of possible controls, variable definitions, standard error,
algorithm structure, and functional forms. It is an essential
reference to the most promising numerical models. In areas where
there is less certainty about models, but also high expectations of
transparency, robustness analysis should aspire to be as broad as
possible. This book also contains a chapter at the end featuring
applications in climate simulation illustrating different
implementations of HASM in surface modeling. The book is helpful
for people involved in geographical information science, ecological
informatics, geography, earth observation, and planetary surface
modeling.
This volume of the Chinese Water Systems subseries offers
up-to-date and comprehensive information on various aspects of the
Poyang Lake, the largest freshwater lake in China. Following a
detailed introduction of the lake basin, the respective chapters
present the findings of studies examining surface and subsurface
hydrology, relationships between plant ecology and pollution of the
wetlands, changes of land cover as well as the development of
modern computational approaches to create Environmental Information
Systems for water management. Moreover, the results are
supplemented by a wealth of numerical calculations, tables, figures
and photographs to make the research results more tangible. Closing
with concise information on the "Research Centre for Environmental
Information Science" (RCEIS), the book offers a valuable guide for
researchers, teachers and professionals working in the areas of
water environment, water security and ecological restoration. The
projects have been supported by the Sino-German Centre for Science
Promotion, the Helmholtz Association and the Chinese Academy of
Sciences.
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