Handbook Of Geospatial Artificial Intelligence

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Handbook of Geospatial Artificial Intelligence

Author : Song Gao,Yingjie Hu,Wenwen Li
Publisher : CRC Press
Page : 469 pages
File Size : 41,9 Mb
Release : 2023-12-29
Category : Technology & Engineering
ISBN : 9781003814924

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Handbook of Geospatial Artificial Intelligence by Song Gao,Yingjie Hu,Wenwen Li Pdf

This comprehensive handbook covers Geospatial Artificial Intelligence (GeoAI), which is the integration of geospatial studies and AI machine (deep) learning and knowledge graph technologies. It explains key fundamental concepts, methods, models, and technologies of GeoAI, and discusses the recent advances, research tools, and applications that range from environmental observation and social sensing to natural disaster responses. As the first single volume on this fast-emerging domain, Handbook of Geospatial Artificial Intelligence is an excellent resource for educators, students, researchers, and practitioners utilizing GeoAI in fields such as information science, environment and natural resources, geosciences, and geography. Features Provides systematic introductions and discussions of GeoAI theory, methods, technologies, applications, and future perspectives Covers a wide range of GeoAI applications and case studies in practice Offers supplementary materials such as data, programming code, tools, and case studies Discusses the recent developments of GeoAI methods and tools Includes contributions written by top experts in cutting-edge GeoAI topics This book is intended for upper-level undergraduate and graduate students from different disciplines and those taking GIS courses in geography or computer sciences as well as software engineers, geospatial industry engineers, GIS professionals in non-governmental organizations, and federal/state agencies who use GIS and want to learn more about GeoAI advances and applications.

Handbook of Geospatial Artificial Intelligence

Author : Song Gao,Yingjie Hu,Wenwen Li
Publisher : CRC Press
Page : 508 pages
File Size : 45,7 Mb
Release : 2023-12-29
Category : Technology & Engineering
ISBN : 9781003814955

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Handbook of Geospatial Artificial Intelligence by Song Gao,Yingjie Hu,Wenwen Li Pdf

This comprehensive handbook covers Geospatial Artificial Intelligence (GeoAI), which is the integration of geospatial studies and AI machine (deep) learning and knowledge graph technologies. It explains key fundamental concepts, methods, models, and technologies of GeoAI, and discusses the recent advances, research tools, and applications that range from environmental observation and social sensing to natural disaster responses. As the first single volume on this fast-emerging domain, Handbook of Geospatial Artificial Intelligence is an excellent resource for educators, students, researchers, and practitioners utilizing GeoAI in fields such as information science, environment and natural resources, geosciences, and geography. Features Provides systematic introductions and discussions of GeoAI theory, methods, technologies, applications, and future perspectives Covers a wide range of GeoAI applications and case studies in practice Offers supplementary materials such as data, programming code, tools, and case studies Discusses the recent developments of GeoAI methods and tools Includes contributions written by top experts in cutting-edge GeoAI topics This book is intended for upper-level undergraduate and graduate students from different disciplines and those taking GIS courses in geography or computer sciences as well as software engineers, geospatial industry engineers, GIS professionals in non-governmental organizations, and federal/state agencies who use GIS and want to learn more about GeoAI advances and applications.

Handbook of Geospatial Approaches to Sustainable Cities

Author : Qihao Weng
Publisher : CRC Press
Page : 373 pages
File Size : 48,8 Mb
Release : 2024-04-16
Category : Technology & Engineering
ISBN : 9781040027493

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Handbook of Geospatial Approaches to Sustainable Cities by Qihao Weng Pdf

This comprehensive handbook presents the current state of knowledge on geospatial technologies, techniques, and methods that are imperative for providing solutions to sustainable cities. It addresses the role of geospatial big data and AI techniques and how they are applied when analyzing the sustainability of urban development, land use, urban planning, and resource management, as well as monitoring the impact urbanization has on the environment and the ecosystem. Taking an interdisciplinary approach to sustainable cities, and with contributions from renowned experts around the world, this holistic handbook is a toolbox for geospatial, urban, and sustainability professionals, the artificial intelligence community, and those who work in related fields. Features: Explores cutting-edge geospatial and AI techniques in support of efficient, resilient, digital, and smart cities Bridges urban science and sustainability science via geospatial methods Contributes to the efforts of GEO by addressing and exemplifying pertinent societal benefit areas and engagement priorities Includes 16 case studies with a broad geographic scope that integrate societal needs with technological advances Draws expertise in geospatial technology, big data, and artificial intelligence from leading experts in the world This book is intended for researchers and scientists interested in learning techniques in GeoAI, including the technologies for collecting, analyzing, managing, processing, and visualizing geospatial datasets.

The Routledge Handbook of Geospatial Technologies and Society

Author : Alexander J. Kent,Doug Specht
Publisher : Taylor & Francis
Page : 695 pages
File Size : 52,8 Mb
Release : 2023-08-17
Category : Science
ISBN : 9781000834413

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The Routledge Handbook of Geospatial Technologies and Society by Alexander J. Kent,Doug Specht Pdf

The Routledge Handbook of Geospatial Technologies and Society provides a relevant and comprehensive reference point for research and practice in this dynamic field. It offers detailed explanations of geospatial technologies and provides critical reviews and appraisals of their application in society within international and multi-disciplinary contexts as agents of change. The ability of geospatial data to transform knowledge in contemporary and future societies forms an important theme running throughout the entire volume. Contributors reflect on the changing role of geospatial technologies in society and highlight new applications that represent transformative directions in society and point towards new horizons. Furthermore, they encourage dialogue across disciplines to bring new theoretical perspectives on geospatial technologies, from neurology to heritage studies. The international contributions from leading scholars and influential practitioners that constitute the Handbook provide a wealth of critical examples of these technologies as agents of change in societies around the globe. The book will appeal to advanced undergraduates and practitioners interested or engaged in their application worldwide.

Geospatial Intelligence

Author : Fatimazahra Barramou,El Hassan El Brirchi,Khalifa Mansouri,Youness Dehbi
Publisher : Springer Nature
Page : 180 pages
File Size : 46,7 Mb
Release : 2021-11-10
Category : Computers
ISBN : 9783030804589

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Geospatial Intelligence by Fatimazahra Barramou,El Hassan El Brirchi,Khalifa Mansouri,Youness Dehbi Pdf

This book explores cutting-edge methods combining geospatial technologies and artificial intelligence related to several fields such as smart farming, urban planning, geology, transportation, and 3D city models. It introduces techniques which range from machine and deep learning to remote sensing for geospatial data analysis. The book consists of two main parts that include 13 chapters contributed by promising authors. The first part deals with the use of artificial intelligence techniques to improve spatial data analysis, whereas the second part focuses on the use of artificial intelligence with remote sensing in various fields. Throughout the chapters, the interest for the use of artificial intelligence is demonstrated for different geospatial technologies such as aerial imagery, drones, Lidar, satellite remote sensing, and more. The work in this book is dedicated to the scientific community interested in the coupling of geospatial technologies and artificial intelligence and exploring the synergetic effects of both fields. It offers practitioners and researchers from academia, the industry and government information, experiences and research results about all aspects of specialized and interdisciplinary fields on geospatial intelligence.

Geospatial Intelligence: Concepts, Methodologies, Tools, and Applications

Author : Management Association, Information Resources
Publisher : IGI Global
Page : 1853 pages
File Size : 48,8 Mb
Release : 2019-03-01
Category : Technology & Engineering
ISBN : 9781522580553

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Geospatial Intelligence: Concepts, Methodologies, Tools, and Applications by Management Association, Information Resources Pdf

Decision makers, such as government officials, need to better understand human activity in order to make informed decisions. With the ability to measure and explore geographic space through the use of geospatial intelligence data sources including imagery and mapping data, they are better able to measure factors affecting the human population. As a broad field of study, geospatial research has applications in a variety of fields including military science, environmental science, civil engineering, and space exploration. Geospatial Intelligence: Concepts, Methodologies, Tools, and Applications explores multidisciplinary applications of geographic information systems to describe, assess, and visually depict physical features and to gather data, information, and knowledge regarding human activity. Highlighting a range of topics such as geovisualization, spatial analysis, and landscape mapping, this multi-volume book is ideally designed for data scientists, engineers, government agencies, researchers, and graduate-level students in GIS programs.

Ethics, Machine Learning, and Python in Geospatial Analysis

Author : Galety, Mohammad Gouse,Natarajan, Arul Kumar,Gedefa, Tesfaye Fufa,Lemma, Tsegaye Demsis
Publisher : IGI Global
Page : 359 pages
File Size : 47,5 Mb
Release : 2024-04-29
Category : Technology & Engineering
ISBN : 9798369363836

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Ethics, Machine Learning, and Python in Geospatial Analysis by Galety, Mohammad Gouse,Natarajan, Arul Kumar,Gedefa, Tesfaye Fufa,Lemma, Tsegaye Demsis Pdf

In geospatial analysis, navigating the complexities of data interpretation and analysis presents a formidable challenge. Traditional methods often need to efficiently handle vast volumes of geospatial data while providing insightful and actionable results. Scholars and practitioners grapple with manual or rule-based approaches, hindering progress in understanding and addressing pressing issues such as climate change, urbanization, and resource management. Ethics, Machine Learning, and Python in Geospatial Analysis offers a solution to the challenges faced by leveraging the extensive library support and user-friendly interface of Python and machine learning. The book’s meticulously crafted chapters guide readers through the intricacies of Python programming and its application in geospatial analysis, from fundamental concepts to advanced techniques.

Geospatial Data Science Quick Start Guide

Author : Abdishakur Hassan,Jayakrishnan Vijayaraghavan
Publisher : Packt Publishing Ltd
Page : 165 pages
File Size : 47,5 Mb
Release : 2019-05-31
Category : Computers
ISBN : 9781789809336

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Geospatial Data Science Quick Start Guide by Abdishakur Hassan,Jayakrishnan Vijayaraghavan Pdf

Discover the power of location data to build effective, intelligent data models with Geospatial ecosystems Key FeaturesManipulate location-based data and create intelligent geospatial data modelsBuild effective location recommendation systems used by popular companies such as UberA hands-on guide to help you consume spatial data and parallelize GIS operations effectivelyBook Description Data scientists, who have access to vast data streams, are a bit myopic when it comes to intrinsic and extrinsic location-based data and are missing out on the intelligence it can provide to their models. This book demonstrates effective techniques for using the power of data science and geospatial intelligence to build effective, intelligent data models that make use of location-based data to give useful predictions and analyses. This book begins with a quick overview of the fundamentals of location-based data and how techniques such as Exploratory Data Analysis can be applied to it. We then delve into spatial operations such as computing distances, areas, extents, centroids, buffer polygons, intersecting geometries, geocoding, and more, which adds additional context to location data. Moving ahead, you will learn how to quickly build and deploy a geo-fencing system using Python. Lastly, you will learn how to leverage geospatial analysis techniques in popular recommendation systems such as collaborative filtering and location-based recommendations, and more. By the end of the book, you will be a rockstar when it comes to performing geospatial analysis with ease. What you will learnLearn how companies now use location dataSet up your Python environment and install Python geospatial packagesVisualize spatial data as graphsExtract geometry from spatial dataPerform spatial regression from scratchBuild web applications which dynamically references geospatial dataWho this book is for Data Scientists who would like to leverage location-based data and want to use location-based intelligence in their data models will find this book useful. This book is also for GIS developers who wish to incorporate data analysis in their projects. Knowledge of Python programming and some basic understanding of data analysis are all you need to get the most out of this book.

Building Feature Extraction with Machine Learning

Author : Bharath.H. Aithal,Prakash P.S.
Publisher : CRC Press
Page : 109 pages
File Size : 43,9 Mb
Release : 2022-12-29
Category : Technology & Engineering
ISBN : 9781000817201

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Building Feature Extraction with Machine Learning by Bharath.H. Aithal,Prakash P.S. Pdf

Big geospatial datasets created by large infrastructure projects require massive computing resources to process. Feature extraction is a process used to reduce the initial set of raw data for manageable image processing, and machine learning (ML) is the science that supports it. This book focuses on feature extraction methods for optical geospatial data using ML. It is a practical guide for professionals and graduate students who are starting a career in information extraction. It explains spatial feature extraction in an easy-to-understand way and includes real case studies on how to collect height values for spatial features, how to develop 3D models in a map context, and others. Features Provides the basics of feature extraction methods and applications along with the fundamentals of machine learning Discusses in detail the application of machine learning techniques in geospatial building feature extraction Explains the methods for estimating object height from optical satellite remote sensing images using Python Includes case studies that demonstrate the use of machine learning models for building footprint extraction and photogrammetric methods for height assessment Highlights the potential of machine learning and geospatial technology for future project developments This book will be of interest to professionals, researchers, and graduate students in geoscience and earth observation, machine learning and data science, civil engineers, and urban planners.

Manual of Digital Earth

Author : Huadong Guo,Michael F. Goodchild,Alessandro Annoni
Publisher : Springer Nature
Page : 846 pages
File Size : 41,7 Mb
Release : 2019-11-18
Category : Technology & Engineering
ISBN : 9789813299153

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Manual of Digital Earth by Huadong Guo,Michael F. Goodchild,Alessandro Annoni Pdf

This open access book offers a summary of the development of Digital Earth over the past twenty years. By reviewing the initial vision of Digital Earth, the evolution of that vision, the relevant key technologies, and the role of Digital Earth in helping people respond to global challenges, this publication reveals how and why Digital Earth is becoming vital for acquiring, processing, analysing and mining the rapidly growing volume of global data sets about the Earth. The main aspects of Digital Earth covered here include: Digital Earth platforms, remote sensing and navigation satellites, processing and visualizing geospatial information, geospatial information infrastructures, big data and cloud computing, transformation and zooming, artificial intelligence, Internet of Things, and social media. Moreover, the book covers in detail the multi-layered/multi-faceted roles of Digital Earth in response to sustainable development goals, climate changes, and mitigating disasters, the applications of Digital Earth (such as digital city and digital heritage), the citizen science in support of Digital Earth, the economic value of Digital Earth, and so on. This book also reviews the regional and national development of Digital Earth around the world, and discusses the role and effect of education and ethics. Lastly, it concludes with a summary of the challenges and forecasts the future trends of Digital Earth. By sharing case studies and a broad range of general and scientific insights into the science and technology of Digital Earth, this book offers an essential introduction for an ever-growing international audience.

ICSETPSD 2023

Author : Baskaran Jeevarathinam,Srinivasan Kanthalakshmi,Rangasamy Rudramoorthy
Publisher : European Alliance for Innovation
Page : 1441 pages
File Size : 45,5 Mb
Release : 2024-01-23
Category : Business & Economics
ISBN : 9781631904479

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ICSETPSD 2023 by Baskaran Jeevarathinam,Srinivasan Kanthalakshmi,Rangasamy Rudramoorthy Pdf

The International Conference on Science, Engineering and Technology Practices for Sustainable Development (ICSETPSD-23) brought researchers, scientists, engineers, industrial professionals, and scholar students for the dissemination of original research results, new ideas, and practical development experiences which concentrate on both theory and practices from around the world in all the areas of science, engineering, and technology practices for sustainable development. The theme of ICSETPSD-23 was “Science, Engineering and Technology for sustainable development”. The technical program of ICSETPSD-23 consisted of 140 full papers, scheduled for oral presentation sessions at the main conference tracks. The conference tracks were: Track 1 – Science for sustainable development; Track 2 – Sustainability through Engineering; Track 3 – Sustainable developments in Health Care; and Track 4 – Technology practices for sustainability. Aside from the high quality technical paper presentations, the technical program also featured eight keynote speeches and one invited talk. We strongly believe that ICSETPSD-23 conference provides a good forum for all researchers, developers, and practitioners to discuss all science and technology aspects that are relevant to sustainable developments. We also expect that the future ICSETPSD conference will be as successful and stimulating, as indicated by the contributions presented in this volume.

Handbook on Artificial Intelligence and Transport

Author : Hussein Dia
Publisher : Edward Elgar Publishing
Page : 649 pages
File Size : 44,8 Mb
Release : 2023-10-06
Category : Computers
ISBN : 9781803929545

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Handbook on Artificial Intelligence and Transport by Hussein Dia Pdf

With AI advancements eliciting imminent changes to our transport systems, this enlightening Handbook presents essential research on this evolution of the transportation sector. It focuses on not only urban planning, but relevant themes in law and ethics to form a unified resource on the practicality of AI use.

Artificial Intelligence Methods Applied to Urban Remote Sensing and GIS

Author : Chang-Wook Lee,Hyangsun Han,Hoonyol Lee
Publisher : Mdpi AG
Page : 166 pages
File Size : 46,7 Mb
Release : 2021-11-11
Category : Science
ISBN : 3036516042

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Artificial Intelligence Methods Applied to Urban Remote Sensing and GIS by Chang-Wook Lee,Hyangsun Han,Hoonyol Lee Pdf

This book is based on Special Issue "Artificial Intelligence Methods Applied to Urban Remote Sensing and GIS" from early 2020 to 2021. This book includes seven papers related to the application of artificial intelligence, machine learning and deep learning algorithms using remote sensing and GIS techniques in urban areas.

Handbook of Big Geospatial Data

Author : Martin Werner,Yao-Yi Chiang
Publisher : Springer Nature
Page : 641 pages
File Size : 41,8 Mb
Release : 2021-05-07
Category : Computers
ISBN : 9783030554620

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Handbook of Big Geospatial Data by Martin Werner,Yao-Yi Chiang Pdf

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 essential introduction and overview of the rich field of spatial information science and big geospatial data. It introduces three different perspectives, which together define the field of big geospatial data: a societal, governmental, and governance perspective. It discusses questions of how the acquisition, distribution and exploitation of big geospatial data must be organized both on the scale of companies and countries. A second perspective is a theory-oriented set of contributions on arbitrary spatial data with contributions introducing into the exciting field of spatial statistics or into uncertain databases. A third perspective is taking a very practical perspective to big geospatial data, ranging from chapters that describe how big geospatial data infrastructures can be implemented and how specific applications can be implemented on top of big geospatial data. This would include for example, research in historic map data, road network extraction, damage estimation from remote sensing imagery, or the analysis of spatio-textual collections and social media. This multi-disciplinary approach makes the book unique. This handbook can be used as a reference for undergraduate students, graduate students and researchers focused on big geospatial data. Professionals can use this book, as well as practitioners facing big collections of geospatial data.

Handbook on Geospatial Infrastructure in Support of Census Activities

Author : Anonim
Publisher : United Nations Publications
Page : 276 pages
File Size : 52,7 Mb
Release : 2009
Category : Business & Economics
ISBN : UCBK:C102565148

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Handbook on Geospatial Infrastructure in Support of Census Activities by Anonim Pdf

The handbook demonstrates how the use and application of contemporary geospatial technologies and geographical databases are beneficial at all stages of the population and housing census process.