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Geoinformation from the Past
Hendrik Herold explores potentials and hindrances of using retrospective geoinformation for monitoring, communicating, modeling, and eventually understanding the complex and gradually evolving processes of land cover and land use change. Based on a comprehensive review of literature, available data sets, and suggested algorithms, the author proposes approaches for the two major challenges: To address the diversity of geographical entity representations over space and time, image segmentation is considered a global non-linear optimization problem, which is solved by applying a metaheuristic algorithm. To address the uncertainty inherent to both the data source itself as well as its utilization for change detection, a probabilistic model is developed. Experimental results demonstrate the capabilities of the methodology, e.g., for geospatial data science and earth system modeling.
Handbook of Big Geospatial Data
This handbook covers a wide range of topics related to the collection, processing, analysis, and use of geospatial data in their various forms. This handbook provides an overview of how spatial computing technologies for big data can be organized and implemented to solve real-world problems. Diverse subdomains ranging from indoor mapping and navigation over trajectory computing to earth observation from space, are also present in this handbook. It combines fundamental contributions focusing on spatio-textual analysis, uncertain databases, and spatial statistics with application examples such as road network detection or colocation detection using GPUs. In summary, this handbook gives an esse...
Geoinformation from the Past
Hendrik Herold explores potentials and hindrances of using retrospective geoinformation for monitoring, communicating, modeling, and eventually understanding the complex and gradually evolving processes of land cover and land use change. Based on a comprehensive review of literature, available data sets, and suggested algorithms, the author proposes approaches for the two major challenges: To address the diversity of geographical entity representations over space and time, image segmentation is considered a global non-linear optimization problem, which is solved by applying a metaheuristic algorithm. To address the uncertainty inherent to both the data source itself as well as its utilization for change detection, a probabilistic model is developed. Experimental results demonstrate the capabilities of the methodology, e.g., for geospatial data science and earth system modeling.
Research and Education in Urban History in the Age of Digital Libraries
This book constitutes refereed proceedings of the Third International Workshop on Research and Education in Urban History in the Age of Digital Libraries, UHDL 2023, held in Munich, Germany, during March 27-28, 2023. The 15 full papers presented were carefully reviewed and selected from 32 submissions. The papers are organized in the following topical sections: theory, methods, and systematization; data handling and data schemes; machine Learning and artificial Intelligence; visualization and presentation and education.
Extracting Spatial Information from Historical Maps
Historical maps are fascinating documents and a valuable source of information for scientists of various disciplines. Many of these maps are available as scanned bitmap images, but in order to make them searchable in useful ways, a structured representation of the contained information is desirable. This book deals with the extraction of spatial information from historical maps. This cannot be expected to be solved fully automatically (since it involves difficult semantics), but is also too tedious to be done manually at scale. The methodology used in this book combines the strengths of both computers and humans: it describes efficient algorithms to largely automate information extraction tasks and pairs these algorithms with smart user interactions to handle what is not understood by the algorithm. The effectiveness of this approach is shown for various kinds of spatial documents from the 16th to the early 20th century.
Digital Research and Education in Architectural Heritage
This book constitutes the refereed proceedings of the 5th Conference on Digital Encounters with Cultural Heritage, DECH 2017, and the First Workshop on Research and Education in Urban History in the Age of Digital Libraries, UHDL 2017, held in Dresden, Germany, in March 2017. The 11 revised full papers from DECH 2017 and two revised full papers from UHDL 2017 presented in this volume were carefully reviewed and selected from 33 joint submissions. The papers are organized in topical sections on research on architectural and urban cultural heritage; technical access; systematization; education in urban history; organizational perspectives.
