Advances in scalable and intelligent geospatial analytics : challenges and applications /
"Geospatial data acquisition and analysis techniques have grown tremendously, providing an opportunity to solve environmental and natural resource related problems. Despite the challenges encountered in processing highly voluminous geospatial data in a scalable and efficient manner, advances in...
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| Other Authors: | , , , , , , |
| Format: | Electronic eBook |
| Language: | English |
| Published: |
Boca Raton :
CRC Press,
2023.
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| Edition: | First Edition. |
| Subjects: | |
| Online Access: | Full text (WIT users only) |
MARC
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| 245 | 0 | 0 | |a Advances in scalable and intelligent geospatial analytics : |b challenges and applications / |c edited by Surya Durbha, Jibonananda Sanyal, Lexie Yang, Sangita S. Chaudhari, Ujwala Bhangale, Ujwala Bharambe, Kuldeep Kurte. |
| 250 | |a First Edition. | ||
| 263 | |a 2304 | ||
| 264 | 1 | |a Boca Raton : |b CRC Press, |c 2023. | |
| 300 | |a 1 online resource | ||
| 336 | |a text |b txt |2 rdacontent | ||
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| 504 | |a Includes bibliographical references and index. | ||
| 505 | 0 | |a Geospatial Technology -- Developments, Present Scenario and Research Challenges -- Perspectives on Geospatial Artificial Intelligence Platforms for Multimodal Spatiotemporal Datasets -- Temporal Dynamics of Place and Mobility -- Geospatial Knowledge Graph Construction Workflow for Semantics-enabled Remote Sensing Scene Understanding -- Geosemantic Standards-driven Intelligent Information Retrieval Framework for 3D LiDAR Point Clouds -- Geospatial Analytics Using Natural Language Processing -- A Scalable Automated Satellite Data Downloading and Processing Pipeline Developed on AWS Cloud for Agricultural Applications -- Providing Geospatial Intelligence through a Scalable Imagery Pipeline -- Distributed Deep Learning and its Application in Geo-spatial Analytics -- High Performance Computing for Processing Big Geospatial Disaster Data -- Dashboard for Earth Observation -- Visual Exploration of LiDAR Point Clouds -- Towards a Smart Metaverse City: Immersive Realism and 3D Visualization of Digital Twin Cities -- Current UAS Capabilities for Geospatial Spectral Solutions -- Flood Mapping and Damage Assessment using Sentinel -- 1 & 2 in Google Earth Engine of Port Berge & Mampikony Districts, Sophia Region, Madagascar -- Fuzzy-based Meta-heuristic and Bi-variate Geo-statistical Modelling for Spatial Prediction of landslides -- Understanding the Dynamics of the City through Crowdsourced Datasets: A Case Study of Indore City -- A Hybrid Model for the Prediction of Land use/ Land cover Pattern in Kurunegala City, Sri Lanka -- Spatio-temporal Dynamics of Tropical Deciduous Forests Under Climate Change Scenarios in India -- A Survey of Machine Learning Techniques in Forestry Applications Using SAR Data. | |
| 520 | |a "Geospatial data acquisition and analysis techniques have grown tremendously, providing an opportunity to solve environmental and natural resource related problems. Despite the challenges encountered in processing highly voluminous geospatial data in a scalable and efficient manner, advances in high-performance computing, computer vision, and big data analytics enable the efficient processing of big-geospatial data. As a comprehensive overview of the state-of-the-art, and future developments in this domain, readers, including scholars, academicians, industry experts, and government agencies, will gain insights into the emerging trends on scalable geospatial data analytics"-- |c Provided by publisher. | ||
| 545 | 0 | |a Dr. Surya Durbha is a Professor at CSRE, Indian Institute of Technology Bombay (IITB). Before joining IITB, he held an adjunct faculty position in the Electrical and Computer Engineering Department at Mississippi State University. He has published over 80 peer reviewed articles and has written a book on the Internet of Things published by Oxford University Press in March 2021. Dr. Jibonananda Sanyal serves as the Group Leader for Oak Ridge National Laboratory's Computational Urban Sciences research group. He is an IEEE Senior Member, an ACM Distinguished Speaker, and a 2017 Knoxville's 40 under 40 honoree. Dr. Lexie Yang is a lead research scientist in the GeoAI Group at Oak Ridge National Laboratory. She leads several AI-enabled geoscience data analytics projects with large-scale multi-modality geospatial data. The recent work from her team has been widely used to support national-scale disaster assessment and management by federal and local agencies. Dr. Sangita S. Chaudhari is a Professor in the Department of Computer Engineering, Ramrao Adik Institute of Technology Nerul, Navi Mumbai, India. She is vice chair of IEEE GRSS Mumbai Chapter and has published several journal articles and book chapters. Dr. Ujwala Bhangale is an Associate Professor in the Department of Information Technology, at K.J. Somaiya College of Engineering, Somaiya Vidyavihar University, Mumbai, India. She has published several papers in IEEE/ACM publications. Dr. Ujwala Bharambe is an Assistant Professor in the Department of Computer Engineering, at Thadomal Shahani Engineering College, Mumbai, India. She has published several papers in IEEE/ACM publications. Dr. Kuldeep Kurte is a research scientist in the Computational Urban Sciences Group (CUSG) at Oak Ridge National Laboratory. He has experience working on various applications on different HPC platforms from NVIDIA Jetson Tk1 to the Summit supercomputer. | |
| 588 | |a Description based on print version record and CIP data provided by publisher; resource not viewed. | ||
| 650 | 0 | |a Geographic information systems. | |
| 650 | 0 | |a Geospatial data |x Computer processing. | |
| 650 | 0 | |a Spatial analysis (Statistics) | |
| 700 | 1 | |a Durbha, Surya Srinivas, |e editor. | |
| 700 | 1 | |a Sanyal, Jibonananda, |d 1980- |e editor. | |
| 700 | 1 | |a Yang, Lexie, |e editor. | |
| 700 | 1 | |a Chaudhari, Sangita S., |e editor. | |
| 700 | 1 | |a Bhangdale, Ujwala, |e editor. | |
| 700 | 1 | |a Bharambe, Ujwala, |e editor. | |
| 700 | 1 | |a Kurte, Kuldeep, |e editor. | |
| 710 | 2 | |a CRC Press. | |
| 776 | 0 | 8 | |i Print version: |t Advances in scalable and intelligent geospatial analytics |b First Edition. |d Boca Raton : CRC Press, 2023 |z 9781032200316 |w (DLC) 2022055034 |
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