Satellite Image Classification A Guided Clustering Approach

Author : Naeem Shahzad,Sajid Iqbal,Asim Daud
Publisher : LAP Lambert Academic Publishing
Page : 52 pages
File Size : 52,9 Mb
Release : 2013
Category : Electronic
ISBN : 3659454931

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Satellite Image Classification - a Guided Clustering Approach by Naeem Shahzad,Sajid Iqbal,Asim Daud Pdf

In supervised classification of remotely sensed imagery the analysts require a plenty of time for generating the representative signatures of the possible land-cover classes present in the image. Although the notion of picking a large number of input signatures leads to more efficient results but in most of the situations the time is an important factor. To save the lavish time, besides to obtain the reliable results, is the requirement of most of the analysts. In this study the results of supervised classification are used as reference for checking the reliability of the results obtained with guided clustering technique as this technique is based on ground truth data and the ancillary information.

Author : Surekha Borra,Rohit Thanki,Nilanjan Dey
Publisher : Springer
Page : 97 pages
File Size : 46,6 Mb
Release : 2019-02-08
Category : Technology & Engineering
ISBN : 9789811364242

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Satellite Image Analysis: Clustering and Classification by Surekha Borra,Rohit Thanki,Nilanjan Dey Pdf

Thanks to recent advances in sensors, communication and satellite technology, data storage, processing and networking capabilities, satellite image acquisition and mining are now on the rise. In turn, satellite images play a vital role in providing essential geographical information. Highly accurate automatic classification and decision support systems can facilitate the efforts of data analysts, reduce human error, and allow the rapid and rigorous analysis of land use and land cover information. Integrating Machine Learning (ML) technology with the human visual psychometric can help meet geologists’ demands for more efficient and higher-quality classification in real time. This book introduces readers to key concepts, methods and models for satellite image analysis; highlights state-of-the-art classification and clustering techniques; discusses recent developments and remaining challenges; and addresses various applications, making it a valuable asset for engineers, data analysts and researchers in the fields of geographic information systems and remote sensing engineering.

Author : Afzal Sikander,Dulal Acharjee,Chandan Kumar Chanda,Pranab Kumar Mondal,Piyush Verma
Publisher : Springer Nature
Page : 711 pages
File Size : 44,6 Mb
Release : 2020-08-31
Category : Technology & Engineering
ISBN : 9789811550898

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Energy Systems, Drives and Automations by Afzal Sikander,Dulal Acharjee,Chandan Kumar Chanda,Pranab Kumar Mondal,Piyush Verma Pdf

This book gathers selected research papers presented at the Second International Conference on Energy Systems, Drives and Automations (ESDA 2019), held in Kolkata on 28–29 December 2019. It covers a broad range of topics in the fields of renewable energy, power management, drive systems for electrical machines and automation. Also discussing a variety of related tools and techniques, the book offers a valuable resource for researchers, professionals and students in electrical and mechanical engineering disciplines.

Author : Bogdan Gabrys,Robert J. Howlett
Publisher : Springer Science & Business Media
Page : 1360 pages
File Size : 42,7 Mb
Release : 2006-09-27
Category : Business & Economics
ISBN : 9783540465355

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Knowledge-Based Intelligent Information and Engineering Systems by Bogdan Gabrys,Robert J. Howlett Pdf

The three volume set LNAI 4251, LNAI 4252, and LNAI 4253 constitutes the refereed proceedings of the 10th International Conference on Knowledge-Based Intelligent Information and Engineering Systems, KES 2006, held in Bournemouth, UK in October 2006. The 480 revised papers presented were carefully reviewed and selected from about 1400 submissions. The papers present a wealth of original research results from the field of intelligent information processing.

Author : S. Margret Anouncia,Uffe Kock Wiil
Publisher : Springer
Page : 346 pages
File Size : 52,7 Mb
Release : 2018-04-03
Category : Computers
ISBN : 9789811082580

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Knowledge Computing and its Applications by S. Margret Anouncia,Uffe Kock Wiil Pdf

This book highlights technical advances in knowledge management and their applications across a diverse range of domains. It explores the applications of knowledge computing methodologies in image processing, pattern recognition, health care and industrial contexts. The chapters also examine the knowledge engineering process involved in information management. Given its interdisciplinary nature, the book covers methods for identifying and acquiring valid, potentially useful knowledge sources. The ideas presented in the respective chapters illustrate how to effectively apply the perspectives of knowledge computing in specialized domains.

Author : Management Association, Information Resources
Publisher : IGI Global
Page : 1853 pages
File Size : 55,8 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.

Author : Management Association, Information Resources
Publisher : IGI Global
Page : 1726 pages
File Size : 40,7 Mb
Release : 2018-09-07
Category : Technology & Engineering
ISBN : 9781522570349

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Environmental Information Systems: Concepts, Methodologies, Tools, and Applications by Management Association, Information Resources Pdf

Environmental information and systems play a major role in environmental decision making. As such, it is vital to understand the impact that they have on different aspects of sustainable environmental management, as well as to understand the opportunism they might present for further improvement. Environmental Information Systems: Concepts, Methodologies, Tools, and Applications is an innovative reference source containing the latest research on the use of information systems to track and organize environmental data for use in an overall environmental management system. Highlighting a range of topics such as environmental analysis, remote sensing, and geographic information science, this multi-volume book is designed for engineers, data scientists, practitioners, academicians, and researchers interested in all aspects of environmental information systems.

Author : Bhattacharyya, Siddhartha,Bhaumik, Hrishikesh,De, Sourav,Klepac, Goran
Publisher : IGI Global
Page : 520 pages
File Size : 45,8 Mb
Release : 2016-07-13
Category : Computers
ISBN : 9781522504993

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Intelligent Analysis of Multimedia Information by Bhattacharyya, Siddhartha,Bhaumik, Hrishikesh,De, Sourav,Klepac, Goran Pdf

Multimedia represents information in novel and varied formats. One of the most prevalent examples of continuous media is video. Extracting underlying data from these videos can be an arduous task. From video indexing, surveillance, and mining, complex computational applications are required to process this data. Intelligent Analysis of Multimedia Information is a pivotal reference source for the latest scholarly research on the implementation of innovative techniques to a broad spectrum of multimedia applications by presenting emerging methods in continuous media processing and manipulation. This book offers a fresh perspective for students and researchers of information technology, media professionals, and programmers.

Author : Siddhartha Bhattacharyya,Ujjwal Maulik,Paramartha Dutta
Publisher : Morgan Kaufmann
Page : 506 pages
File Size : 54,9 Mb
Release : 2016-09-20
Category : Computers
ISBN : 9780128044377

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Quantum Inspired Computational Intelligence by Siddhartha Bhattacharyya,Ujjwal Maulik,Paramartha Dutta Pdf

Quantum Inspired Computational Intelligence: Research and Applications explores the latest quantum computational intelligence approaches, initiatives, and applications in computing, engineering, science, and business. The book explores this emerging field of research that applies principles of quantum mechanics to develop more efficient and robust intelligent systems. Conventional computational intelligence—or soft computing—is conjoined with quantum computing to achieve this objective. The models covered can be applied to any endeavor which handles complex and meaningful information. Brings together quantum computing with computational intelligence to achieve enhanced performance and robust solutions Includes numerous case studies, tools, and technologies to apply the concepts to real world practice Provides the missing link between the research and practice

Author : Martin Paul Buchheim
Publisher : Unknown
Page : 506 pages
File Size : 47,9 Mb
Release : 1988
Category : Electronic
ISBN : WISC:89015944127

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Non-traditional Approaches to Classification of High Resolution Satellite Imagery by Martin Paul Buchheim Pdf

Author : Rui Jiang,Xuegong Zhang,Michael Q. Zhang
Publisher : Springer Science & Business Media
Page : 412 pages
File Size : 42,9 Mb
Release : 2013-11-26
Category : Computers
ISBN : 9783642389511

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Basics of Bioinformatics by Rui Jiang,Xuegong Zhang,Michael Q. Zhang Pdf

This book outlines 11 courses and 15 research topics in bioinformatics, based on curriculums and talks in a graduate summer school on bioinformatics that was held in Tsinghua University. The courses include: Basics for Bioinformatics, Basic Statistics for Bioinformatics, Topics in Computational Genomics, Statistical Methods in Bioinformatics, Algorithms in Computational Biology, Multivariate Statistical Methods in Bioinformatics Research, Association Analysis for Human Diseases: Methods and Examples, Data Mining and Knowledge Discovery Methods with Case Examples, Applied Bioinformatics Tools, Foundations for the Study of Structure and Function of Proteins, Computational Systems Biology Approaches for Deciphering Traditional Chinese Medicine, and Advanced Topics in Bioinformatics and Computational Biology. This book can serve as not only a primer for beginners in bioinformatics, but also a highly summarized yet systematic reference book for researchers in this field. Rui Jiang and Xuegong Zhang are both professors at the Department of Automation, Tsinghua University, China. Professor Michael Q. Zhang works at the Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA.

Author : Yuhui Shi,Kay Chen Tan,Mengjie Zhang,Ke Tang,Xiaodong Li,Qingfu Zhang,Ying Tan,Martin Middendorf,Yaochu Jin
Publisher : Springer
Page : 1041 pages
File Size : 51,7 Mb
Release : 2017-11-01
Category : Computers
ISBN : 9783319687599

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Simulated Evolution and Learning by Yuhui Shi,Kay Chen Tan,Mengjie Zhang,Ke Tang,Xiaodong Li,Qingfu Zhang,Ying Tan,Martin Middendorf,Yaochu Jin Pdf

This book constitutes the refereed proceedings of the 11th International Conference on Simulated Evolution and Learning, SEAL 2017, held in Shenzhen, China, in November 2017. The 85 papers presented in this volume were carefully reviewed and selected from 145 submissions. They were organized in topical sections named: evolutionary optimisation; evolutionary multiobjective optimisation; evolutionary machine learning; theoretical developments; feature selection and dimensionality reduction; dynamic and uncertain environments; real-world applications; adaptive systems; and swarm intelligence.

Author : Ana L. C. Bazzan,Sofiane Labidi
Publisher : Springer Science & Business Media
Page : 563 pages
File Size : 41,5 Mb
Release : 2004-09-20
Category : Computers
ISBN : 9783540232377

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Advances in Artificial Intelligence - SBIA 2004 by Ana L. C. Bazzan,Sofiane Labidi Pdf

This book constitutes the refereed proceedings of the 17th Brazilian Symposium on Artificial Intelligence, SBIA 2004, held in Sao Luis, Maranhao, Brazil in September/October 2004. The 54 revised full papers presented were carefully reviewed and selected from 208 submissions from 21 countries. The papers are organized in topical sections on logics, planning, and theoretical methods; search, reasoning, and uncertainty; knowledge representation and ontologies; natural language processing; machine learning, knowledge discovery and data mining; evolutionary computing, artificial life, and hybrid systems; robotics and compiler vision; and autonomous agents and multi-agent systems.

Author : Josphat Igadwa Mwasiagi
Publisher : BoD – Books on Demand
Page : 717 pages
File Size : 46,7 Mb
Release : 2011-01-21
Category : Computers
ISBN : 9789533075464

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Self Organizing Maps by Josphat Igadwa Mwasiagi Pdf

Kohonen Self Organizing Maps (SOM) has found application in practical all fields, especially those which tend to handle high dimensional data. SOM can be used for the clustering of genes in the medical field, the study of multi-media and web based contents and in the transportation industry, just to name a few. Apart from the aforementioned areas this book also covers the study of complex data found in meteorological and remotely sensed images acquired using satellite sensing. Data management and envelopment analysis has also been covered. The application of SOM in mechanical and manufacturing engineering forms another important area of this book. The final section of this book, addresses the design and application of novel variants of SOM algorithms.

Author : Robert L. Anemone,Glenn C. Conroy
Publisher : University of New Mexico Press
Page : 280 pages
File Size : 41,5 Mb
Release : 2018-07-15
Category : Social Science
ISBN : 9780826359681

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New Geospatial Approaches to the Anthropological Sciences by Robert L. Anemone,Glenn C. Conroy Pdf

Spatial analysis reaches across all the subdisciplines of anthropology. A cultural anthropologist, for example, can use such analysis to trace the extent of distinctive cultural practices; an archaeologist can use it to understand the organization of ancient irrigation systems; a primatologist to quantify the density of primate nesting sites; a paleoanthropologist to explore vast fossil-bearing landscapes. Arguing that geospatial analysis holds great promise for much anthropological inquiry, the contributors have designed this volume to show how the powerful tools of GIScience can be used to benefit a variety of research programs. This volume brings together scholars who are currently applying state-of-the-art tools, techniques, and methods of geographical information sciences (GIScience) to diverse data sets of anthropological interest. Their questions crosscut the typical “silos” that so often limit scholarly communication among anthropologists and instead recognize a deep structural similarity between the kinds of questions anthropologists ask, the data they collect, and the analytical models and paradigms they each use.