A Convolutional Neural Network For Detecting And Mapping Built Environment At Neighborhood Scale

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A Convolutional Neural Network for Detecting and Mapping Built Environment at Neighborhood Scale

Author : Xin Hong
Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (139 download)

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Book Synopsis A Convolutional Neural Network for Detecting and Mapping Built Environment at Neighborhood Scale by : Xin Hong

Download or read book A Convolutional Neural Network for Detecting and Mapping Built Environment at Neighborhood Scale written by Xin Hong and published by . This book was released on 2021 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The increasing interest in the connection between built environment and health has encouraged the development of new tools for describing health-related built environment. With the development of deep learning, scholars have been exploring the applications of convolutional neural networks (CNNs) to the field of remote sensing. Nevertheless, applying deep learning in remote sensing is still a young field. Instead of treating deep learning as a "black-box" technology, this study embraced deep learning as the key to solving large-scale and high-resolution remote sensing scenes. This study applied U-net, an encoder-decoder CNN architecture, for detecting greenness at street level. A new operational definition of the concept of neighborhoods: sidewalk-homogenous neighborhoods, which corresponds to different economic levels and habits of using sidewalks, was also proposed as a novel and practical delineation of neighborhood boundaries. As a pilot study, this study tested that deep learning is a sufficient method for detecting built environment on high volume unmanned aerial vehicle (UAV) images. The sidewalk-homogenous neighborhoods is a reasonable spatial scale that can help to reveal the disparities in sidewalk environments between neighborhoods.

Remote Sensing Imagery

Author : Florence Tupin
Publisher : John Wiley & Sons
ISBN 13 : 1118898923
Total Pages : 277 pages
Book Rating : 4.1/5 (188 download)

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Book Synopsis Remote Sensing Imagery by : Florence Tupin

Download or read book Remote Sensing Imagery written by Florence Tupin and published by John Wiley & Sons. This book was released on 2014-02-19 with total page 277 pages. Available in PDF, EPUB and Kindle. Book excerpt: Dedicated to remote sensing images, from their acquisition to their use in various applications, this book covers the global lifecycle of images, including sensors and acquisition systems, applications such as movement monitoring or data assimilation, and image and data processing. It is organized in three main parts. The first part presents technological information about remote sensing (choice of satellite orbit and sensors) and elements of physics related to sensing (optics and microwave propagation). The second part presents image processing algorithms and their specificities for radar or optical, multi and hyper-spectral images. The final part is devoted to applications: change detection and analysis of time series, elevation measurement, displacement measurement and data assimilation. Offering a comprehensive survey of the domain of remote sensing imagery with a multi-disciplinary approach, this book is suitable for graduate students and engineers, with backgrounds either in computer science and applied math (signal and image processing) or geo-physics. About the Authors Florence Tupin is Professor at Telecom ParisTech, France. Her research interests include remote sensing imagery, image analysis and interpretation, three-dimensional reconstruction, and synthetic aperture radar, especially for urban remote sensing applications. Jordi Inglada works at the Centre National d’Études Spatiales (French Space Agency), Toulouse, France, in the field of remote sensing image processing at the CESBIO laboratory. He is in charge of the development of image processing algorithms for the operational exploitation of Earth observation images, mainly in the field of multi-temporal image analysis for land use and cover change. Jean-Marie Nicolas is Professor at Telecom ParisTech in the Signal and Imaging department. His research interests include the modeling and processing of synthetic aperture radar images.

The built environment and public health: New insights

Author : Linchuan Yang
Publisher : Frontiers Media SA
ISBN 13 : 2832513581
Total Pages : 612 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis The built environment and public health: New insights by : Linchuan Yang

Download or read book The built environment and public health: New insights written by Linchuan Yang and published by Frontiers Media SA. This book was released on 2023-02-06 with total page 612 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Handbook of Geospatial Approaches to Sustainable Cities

Author : Qihao Weng
Publisher : CRC Press
ISBN 13 : 1040027490
Total Pages : 373 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Handbook of Geospatial Approaches to Sustainable Cities by : Qihao Weng

Download or read book Handbook of Geospatial Approaches to Sustainable Cities written by Qihao Weng and published by CRC Press. This book was released on 2024-04-16 with total page 373 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Proceedings of Fourth International Conference on Communication, Computing and Electronics Systems

Author : V. Bindhu
Publisher : Springer Nature
ISBN 13 : 9811977534
Total Pages : 1048 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Proceedings of Fourth International Conference on Communication, Computing and Electronics Systems by : V. Bindhu

Download or read book Proceedings of Fourth International Conference on Communication, Computing and Electronics Systems written by V. Bindhu and published by Springer Nature. This book was released on 2023-03-14 with total page 1048 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book includes high-quality research papers presented at the Fourth International Conference on Communication, Computing and Electronics Systems (ICCCES 2022), held at the PPG Institute of Technology, Coimbatore, India, on September 15–16, 2022. The book focuses mainly on the research trends in cloud computing, mobile computing, artificial intelligence and advanced electronics systems. The topics covered are automation, VLSI, embedded systems, optical communication, RF communication, microwave engineering, artificial intelligence, deep learning, pattern recognition, communication networks, Internet of things, cyber-physical systems and healthcare informatics.

Advances in Neural Networks – ISNN 2012

Author : Jun Wang
Publisher : Springer
ISBN 13 : 3642313620
Total Pages : 691 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Advances in Neural Networks – ISNN 2012 by : Jun Wang

Download or read book Advances in Neural Networks – ISNN 2012 written by Jun Wang and published by Springer. This book was released on 2012-07-23 with total page 691 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set LNCS 7367 and 7368 constitutes the refereed proceedings of the 9th International Symposium on Neural Networks, ISNN 2012, held in Shenyang, China, in July 2012. The 147 revised full papers presented were carefully reviewed and selected from numerous submissions. The contributions are structured in topical sections on mathematical modeling; neurodynamics; cognitive neuroscience; learning algorithms; optimization; pattern recognition; vision; image processing; information processing; neurocontrol; and novel applications.

Methods, Algorithms and Circuits for Photovoltaic Systems Diagnosis and Control

Author : Giovanni Spagnuolo
Publisher : MDPI
ISBN 13 : 3036505407
Total Pages : 106 pages
Book Rating : 4.0/5 (365 download)

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Book Synopsis Methods, Algorithms and Circuits for Photovoltaic Systems Diagnosis and Control by : Giovanni Spagnuolo

Download or read book Methods, Algorithms and Circuits for Photovoltaic Systems Diagnosis and Control written by Giovanni Spagnuolo and published by MDPI. This book was released on 2021-04-29 with total page 106 pages. Available in PDF, EPUB and Kindle. Book excerpt: In modern photovoltaic systems, there is an ever-increasing need to improve the system efficiency, to detect internal faults and to guarantee service continuity. The only way to meet these objectives is to utilize and create synergies between diagnostic techniques and control algorithms. Diagnostic methods can be implemented through module-dedicated electronics, by running on real-time embedded systems or by using a huge database on the cloud, profiting from artificial intelligence, machine learning, and classifiers. Model-based diagnostic approaches and data-driven methods are attracting the interest of the scientific community for the automatic detection of phenomena like the occurrence of hot spots, the increase of the ohmic losses, the degradation due to unexpected potentials (PID), switch failures in power electronic converters, and also the reduction of the power production due to soiling or partial shadowing. The detection of malfunctioning or even faults affecting the whole power conversion chain, from the photovoltaic modules to the power conversion stages, allows to perform proper control actions, also in terms of MPPT. Control algorithms, running on an embedded system, are optimized, e.g., through the online adaptation of their own parameters, by suitably processing data coming from the diagnostic algorithms. This book presents recent and original results about the diagnostic approaches to photovoltaic modules and related power electronics and control strategies with the aim to maximize the photovoltaic output power, to increase the whole system efficiency and to guarantee service continuity.

AI 2018: Advances in Artificial Intelligence

Author : Tanja Mitrovic
Publisher : Springer
ISBN 13 : 3030039919
Total Pages : 857 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis AI 2018: Advances in Artificial Intelligence by : Tanja Mitrovic

Download or read book AI 2018: Advances in Artificial Intelligence written by Tanja Mitrovic and published by Springer. This book was released on 2018-12-03 with total page 857 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 31st Australasian Joint Conference on Artificial Intelligence, AI 2018, held in Wellington, New Zealand, in December 2018. The 50 full and 26 short papers presented in this volume were carefully reviewed and selected from 125 submissions. The paper were organized in topical sections named: agents, games and robotics; AI applications and innovations; computer vision; constraints and search; evolutionary computation; knowledge representation and reasoning; machine learning and data mining; planning and scheduling; and text mining and NLP.

16th International Conference on Information Technology-New Generations (ITNG 2019)

Author : Shahram Latifi
Publisher : Springer
ISBN 13 : 3030140709
Total Pages : 652 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis 16th International Conference on Information Technology-New Generations (ITNG 2019) by : Shahram Latifi

Download or read book 16th International Conference on Information Technology-New Generations (ITNG 2019) written by Shahram Latifi and published by Springer. This book was released on 2019-05-22 with total page 652 pages. Available in PDF, EPUB and Kindle. Book excerpt: This 16th International Conference on Information Technology - New Generations (ITNG), continues an annual event focusing on state of the art technologies pertaining to digital information and communications. The applications of advanced information technology to such domains as astronomy, biology, education, geosciences, security and health care are among topics of relevance to ITNG. Visionary ideas, theoretical and experimental results, as well as prototypes, designs, and tools that help the information readily flow to the user are of special interest. Machine Learning, Robotics, High Performance Computing, and Innovative Methods of Computing are examples of related topics. The conference features keynote speakers, the best student award, poster award, service award, a technical open panel, and workshops/exhibits from industry, government and academia.

Remote Sensing Based Building Extraction

Author : Mohammad Awrangjeb
Publisher : MDPI
ISBN 13 : 3039283820
Total Pages : 442 pages
Book Rating : 4.0/5 (392 download)

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Book Synopsis Remote Sensing Based Building Extraction by : Mohammad Awrangjeb

Download or read book Remote Sensing Based Building Extraction written by Mohammad Awrangjeb and published by MDPI. This book was released on 2020-03-27 with total page 442 pages. Available in PDF, EPUB and Kindle. Book excerpt: Building extraction from remote sensing data plays an important role in urban planning, disaster management, navigation, updating geographic databases, and several other geospatial applications. Even though significant research has been carried out for more than two decades, the success of automatic building extraction and modeling is still largely impeded by scene complexity, incomplete cue extraction, and sensor dependency of data. Most recently, deep neural networks (DNN) have been widely applied for high classification accuracy in various areas including land-cover and land-use classification. Therefore, intelligent and innovative algorithms are needed for the success of automatic building extraction and modeling. This Special Issue focuses on newly developed methods for classification and feature extraction from remote sensing data for automatic building extraction and 3D

Urban climate informatics

Author : Ariane Middel
Publisher : Frontiers Media SA
ISBN 13 : 2832515924
Total Pages : 231 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Urban climate informatics by : Ariane Middel

Download or read book Urban climate informatics written by Ariane Middel and published by Frontiers Media SA. This book was released on 2023-04-18 with total page 231 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Computer Analysis of Images and Patterns

Author : Nicolas Tsapatsoulis
Publisher : Springer Nature
ISBN 13 : 3030891313
Total Pages : 457 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Computer Analysis of Images and Patterns by : Nicolas Tsapatsoulis

Download or read book Computer Analysis of Images and Patterns written by Nicolas Tsapatsoulis and published by Springer Nature. This book was released on 2021-10-30 with total page 457 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two volume set LNCS 13052 and 13053 constitutes the refereed proceedings of the 19th International Conference on Computer Analysis of Images and Patterns, CAIP 2021, held virtually, in September 2021. The 87 papers presented were carefully reviewed and selected from 129 submissions. The papers are organized in the following topical sections across the 2 volumes: 3D vision, biomedical image and pattern analysis; machine learning; feature extractions; object recognition; face and gesture, guess the age contest, biometrics, cryptography and security; and segmentation and image restoration.

3D Shape Analysis

Author : Hamid Laga
Publisher : John Wiley & Sons
ISBN 13 : 111940519X
Total Pages : 374 pages
Book Rating : 4.1/5 (194 download)

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Book Synopsis 3D Shape Analysis by : Hamid Laga

Download or read book 3D Shape Analysis written by Hamid Laga and published by John Wiley & Sons. This book was released on 2018-12-14 with total page 374 pages. Available in PDF, EPUB and Kindle. Book excerpt: An in-depth description of the state-of-the-art of 3D shape analysis techniques and their applications This book discusses the different topics that come under the title of "3D shape analysis". It covers the theoretical foundations and the major solutions that have been presented in the literature. It also establishes links between solutions proposed by different communities that studied 3D shape, such as mathematics and statistics, medical imaging, computer vision, and computer graphics. The first part of 3D Shape Analysis: Fundamentals, Theory, and Applications provides a review of the background concepts such as methods for the acquisition and representation of 3D geometries, and the fundamentals of geometry and topology. It specifically covers stereo matching, structured light, and intrinsic vs. extrinsic properties of shape. Parts 2 and 3 present a range of mathematical and algorithmic tools (which are used for e.g., global descriptors, keypoint detectors, local feature descriptors, and algorithms) that are commonly used for the detection, registration, recognition, classification, and retrieval of 3D objects. Both also place strong emphasis on recent techniques motivated by the spread of commodity devices for 3D acquisition. Part 4 demonstrates the use of these techniques in a selection of 3D shape analysis applications. It covers 3D face recognition, object recognition in 3D scenes, and 3D shape retrieval. It also discusses examples of semantic applications and cross domain 3D retrieval, i.e. how to retrieve 3D models using various types of modalities, e.g. sketches and/or images. The book concludes with a summary of the main ideas and discussions of the future trends. 3D Shape Analysis: Fundamentals, Theory, and Applications is an excellent reference for graduate students, researchers, and professionals in different fields of mathematics, computer science, and engineering. It is also ideal for courses in computer vision and computer graphics, as well as for those seeking 3D industrial/commercial solutions.

Interpretable Machine Learning

Author : Christoph Molnar
Publisher : Lulu.com
ISBN 13 : 0244768528
Total Pages : 320 pages
Book Rating : 4.2/5 (447 download)

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Book Synopsis Interpretable Machine Learning by : Christoph Molnar

Download or read book Interpretable Machine Learning written by Christoph Molnar and published by Lulu.com. This book was released on 2020 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.

Proceedings of the 5th International Conference on Electrical Engineering and Information Technologies for Rail Transportation (EITRT) 2021

Download Proceedings of the 5th International Conference on Electrical Engineering and Information Technologies for Rail Transportation (EITRT) 2021 PDF Online Free

Author : Yong Qin
Publisher : Springer Nature
ISBN 13 : 9811699135
Total Pages : 725 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Proceedings of the 5th International Conference on Electrical Engineering and Information Technologies for Rail Transportation (EITRT) 2021 by : Yong Qin

Download or read book Proceedings of the 5th International Conference on Electrical Engineering and Information Technologies for Rail Transportation (EITRT) 2021 written by Yong Qin and published by Springer Nature. This book was released on 2022-02-22 with total page 725 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book reflects the latest research trends, methods, and experimental results in the field of electrical and information technologies for rail transportation, which covers abundant state-of-the-art research theories and ideas. As a vital field of research that is highly relevant to current developments in a number of technological domains, the subjects it covered include intelligent computing, information processing, communication technology, automatic control, etc. The objective of the proceedings is to provide a major interdisciplinary forum for researchers, engineers, academicians, and industrial professionals to present the most innovative research and development in the field of rail transportation electrical and information technologies. Engineers and researchers in academia, industry, and government will also explore an insightful view of the solutions that combine ideas from multiple disciplines in this field. The volumes serve as an excellent reference work for researchers and graduate students working on rail transportation and electrical and information technologies.

Advances in Computing and Information

Author : N. R. Shetty
Publisher : Springer Nature
ISBN 13 : 9819976227
Total Pages : 646 pages
Book Rating : 4.8/5 (199 download)

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Book Synopsis Advances in Computing and Information by : N. R. Shetty

Download or read book Advances in Computing and Information written by N. R. Shetty and published by Springer Nature. This book was released on 2023-12-15 with total page 646 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the proceedings of the International Conference on Emerging Research in Computing, Information, Communication and Applications (ERCICA) 2023. The conference provides an interdisciplinary forum for researchers, professional engineers and scientists, educators and technologists to discuss, debate and promote research and technology in the upcoming areas of computing, information, communication and their applications. Some of the topics include the Internet of Things (IoT), wireless communications, image and video processing, parallel and distributed computing, and smart grid applications, among others. The book discusses these emerging research areas, providing a valuable resource for researchers and practicing engineers alike.

Data Science in Practice

Author : Alan Said
Publisher : Springer
ISBN 13 : 3319975560
Total Pages : 199 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Data Science in Practice by : Alan Said

Download or read book Data Science in Practice written by Alan Said and published by Springer. This book was released on 2018-09-19 with total page 199 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book approaches big data, artificial intelligence, machine learning, and business intelligence through the lens of Data Science. We have grown accustomed to seeing these terms mentioned time and time again in the mainstream media. However, our understanding of what they actually mean often remains limited. This book provides a general overview of the terms and approaches used broadly in data science, and provides detailed information on the underlying theories, models, and application scenarios. Divided into three main parts, it addresses what data science is; how and where it is used; and how it can be implemented using modern open source software. The book offers an essential guide to modern data science for all students, practitioners, developers and managers seeking a deeper understanding of how various aspects of data science work, and of how they can be employed to gain a competitive advantage.