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Secure UAV-Based System to Detect Small Boats Using Neural Networks
Joint Authors
Caballero-Gil, C.
Lodeiro-Santiago, Moisés
Caballero-Gil, Pino
Aguasca-Colomo, Ricardo
Source
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-01-02
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
This work presents a system to detect small boats (pateras) to help tackle the problem of this type of perilous immigration.
The proposal makes extensive use of emerging technologies like Unmanned Aerial Vehicles (UAV) combined with a top-performing algorithm from the field of artificial intelligence known as Deep Learning through Convolutional Neural Networks.
The use of this algorithm improves current detection systems based on image processing through the application of filters thanks to the fact that the network learns to distinguish the aforementioned objects through patterns without depending on where they are located.
The main result of the proposal has been a classifier that works in real time, allowing the detection of pateras and people (who may need to be rescued), kilometres away from the coast.
This could be very useful for Search and Rescue teams in order to plan a rescue before an emergency occurs.
Given the high sensitivity of the managed information, the proposed system includes cryptographic protocols to protect the security of communications.
American Psychological Association (APA)
Lodeiro-Santiago, Moisés& Caballero-Gil, Pino& Aguasca-Colomo, Ricardo& Caballero-Gil, C.. 2019. Secure UAV-Based System to Detect Small Boats Using Neural Networks. Complexity،Vol. 2019, no. 2019, pp.1-11.
https://search.emarefa.net/detail/BIM-1132634
Modern Language Association (MLA)
Lodeiro-Santiago, Moisés…[et al.]. Secure UAV-Based System to Detect Small Boats Using Neural Networks. Complexity No. 2019 (2019), pp.1-11.
https://search.emarefa.net/detail/BIM-1132634
American Medical Association (AMA)
Lodeiro-Santiago, Moisés& Caballero-Gil, Pino& Aguasca-Colomo, Ricardo& Caballero-Gil, C.. Secure UAV-Based System to Detect Small Boats Using Neural Networks. Complexity. 2019. Vol. 2019, no. 2019, pp.1-11.
https://search.emarefa.net/detail/BIM-1132634
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1132634