The Resource Real time deforestation detection using ANN and satellite images : the Amazon Rainforest study case, Thiago Nunes Kehl, Viviane Todt, Maurício Roberto Veronez, Silvio Cesar Cazella

Real time deforestation detection using ANN and satellite images : the Amazon Rainforest study case, Thiago Nunes Kehl, Viviane Todt, Maurício Roberto Veronez, Silvio Cesar Cazella

Label
Real time deforestation detection using ANN and satellite images : the Amazon Rainforest study case
Title
Real time deforestation detection using ANN and satellite images
Title remainder
the Amazon Rainforest study case
Statement of responsibility
Thiago Nunes Kehl, Viviane Todt, Maurício Roberto Veronez, Silvio Cesar Cazella
Creator
Contributor
Author
Subject
Genre
Language
eng
Summary
The foremost aim of the present study was the development of a tool to detect daily deforestation in the Amazon rainforest, using satellite images from the MODIS/TERRA sensor and Artificial Neural Networks. The developed tool provides parameterization of the configuration for the neural network training to enable us to select the best neural architecture to address the problem. The tool makes use of confusion matrices to determine the degree of success of the network. A spectrum-temporal analysis of the study area was done on 57 images from May 20 to July 15, 2003 using the trained neural network. The analysis enabled verification of quality of the implemented neural network classification and also aided in understanding the dynamics of deforestation in the Amazon rainforest, thereby highlighting the vast potential of neural networks for image classification. However, the complex task of detection of predatory actions at the beginning, i.e., generation of consistent alarms, instead of false alarms has not been solved yet. Thus, the present article provides a theoretical basis and elaboration of practical use of neural networks and satellite images to combat illegal deforestation
Member of
Cataloging source
N$T
http://library.link/vocab/creatorName
Kehl, Thiago Nunes
Dewey number
634.909861/6
Illustrations
illustrations
Index
index present
Language note
English
LC call number
SD418.3.A53
LC item number
K44 2015eb
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Todt, Viviane
  • Veronez, Maurício Roberto
  • Cazella, Silvio Cesar
Series statement
SpringerBriefs in computer science,
http://library.link/vocab/subjectName
  • Deforestation
  • GARDENING
  • TECHNOLOGY & ENGINEERING
  • Deforestation
  • Amazon River Region
  • Artificial intelligence
  • Geographical information systems (GIS) & remote sensing
Label
Real time deforestation detection using ANN and satellite images : the Amazon Rainforest study case, Thiago Nunes Kehl, Viviane Todt, Maurício Roberto Veronez, Silvio Cesar Cazella
Link
https://ezproxy.lib.ou.edu/login?url=http://link.springer.com/10.1007/978-3-319-15741-2
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
1 Introduction -- 2 Literature Review -- 3 Method -- 4 Results and Discussion -- 5 Conclusions and Future Work
Dimensions
unknown
Extent
1 online resource
File format
unknown
Form of item
online
Isbn
9783319157405
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Note
SpringerLink
Other control number
10.1007/978-3-319-15741-2
Other physical details
illustrations (some color).
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)908103334
  • (OCoLC)ocn908103334
Label
Real time deforestation detection using ANN and satellite images : the Amazon Rainforest study case, Thiago Nunes Kehl, Viviane Todt, Maurício Roberto Veronez, Silvio Cesar Cazella
Link
https://ezproxy.lib.ou.edu/login?url=http://link.springer.com/10.1007/978-3-319-15741-2
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
1 Introduction -- 2 Literature Review -- 3 Method -- 4 Results and Discussion -- 5 Conclusions and Future Work
Dimensions
unknown
Extent
1 online resource
File format
unknown
Form of item
online
Isbn
9783319157405
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Note
SpringerLink
Other control number
10.1007/978-3-319-15741-2
Other physical details
illustrations (some color).
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)908103334
  • (OCoLC)ocn908103334

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