1. Identity statement | |
Reference Type | Book Section |
Site | mtc-m21c.sid.inpe.br |
Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S |
Identifier | 8JMKD3MGP3W34R/3RFKBH2 |
Repository | sid.inpe.br/mtc-m21c/2018/07.18.16.21 (restricted access) |
Last Update | 2020:02.10.17.16.43 (UTC) simone |
Metadata Repository | sid.inpe.br/mtc-m21c/2018/07.18.16.21.06 |
Metadata Last Update | 2020:02.10.17.16.44 (UTC) simone |
Secondary Key | INPE--PRE/ |
ISBN | 978-3-030-16077-7 |
Citation Key | PenhaNetoCampShig:2019:ImPrUA |
Title | Image processing for UAV autonomous navigation applying self-configuring neural network |
Year | 2019 |
Access Date | 2024, May 08 |
Secondary Type | PRE LI |
Number of Files | 1 |
Size | 701 KiB |
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2. Context | |
Author | 1 Penha Neto, Gerson da 2 Campos Velho, Haroldo Fraga de 3 Shiguemori, Elcio Hideki |
Resume Identifier | 1 2 8JMKD3MGP5W/3C9JHC3 |
Group | 1 CAP-COMP-SESPG-INPE-MCTIC-GOV-BR 2 LABAC-COCTE-INPE-MCTIC-GOV-BR |
Affiliation | 1 Instituto Nacional de Pesquisas Espaciais (INPE) 2 Instituto Nacional de Pesquisas Espaciais (INPE) 3 Instituto Nacional de Pesquisas Espaciais (INPE) |
Author e-Mail Address | 1 gerson.penha@inpe.br 2 haroldo.camposvelho@inpe.br |
Editor | Constanda, Christian Harris, Paul |
Book Title | Integral methods in science and engineering |
Publisher | Springer |
City | Brighton, UK |
Pages | 321-342 |
History (UTC) | 2018-07-18 16:21:17 :: simone -> administrator :: 2018 2020-02-10 17:14:00 :: administrator -> simone :: 2018 2020-02-10 17:16:43 :: simone :: 2018 -> 2019 |
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3. Content and structure | |
Is the master or a copy? | is the master |
Content Stage | completed |
Transferable | 1 |
Content Type | External Contribution |
Version Type | publisher |
Keywords | Unmanned aerial vehicles Kalman filter artificial neural networks |
Abstract | Application and development of Unmanned Aerial Vehicles (UAV) have had a rapid growth. The flight control of these aircarfts can be performed remotely or autonomously. There are different strategies for the UAV autonomous navigation. The positioning estimation can be done by using inertial sensors and General Navigation Satellite Systems (GNSS). The use of the GNSS signal can present some difficulties: natural or not natural interference. An alternative for positioning adjustment is to use a data fusion from different sensors by a Kalman filter. A supervised artificial network (ANN) is trained to emulate the filter for reducing the computational effort. An automatic best topology for the neural network is obtained by minimizing a functional by a new meta-heurisc called Multi-Particle Collision Algorithm (MPCA). Our results show similar accuracy between the ANN and the Kalman filter, with better processing performance to the neural network. |
Area | COMP |
Arrangement 1 | urlib.net > BDMCI > Fonds > Produção anterior à 2021 > LABAC > Image processing for... |
Arrangement 2 | urlib.net > BDMCI > Fonds > Produção pgr ATUAIS > CAP > Image processing for... |
doc Directory Content | access |
source Directory Content | there are no files |
agreement Directory Content | |
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4. Conditions of access and use | |
Language | en |
Target File | Penha_image.pdf |
User Group | simone |
Visibility | shown |
Read Permission | deny from all and allow from 150.163 |
Update Permission | not transferred |
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5. Allied materials | |
Next Higher Units | 8JMKD3MGPCW/3ESGTTP 8JMKD3MGPCW/3F2PHGS |
Host Collection | urlib.net/www/2017/11.22.19.04 |
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6. Notes | |
Empty Fields | archivingpolicy archivist callnumber copyholder copyright creatorhistory descriptionlevel dissemination doi e-mailaddress edition format issn label lineage mark mirrorrepository nextedition notes numberofvolumes orcid parameterlist parentrepositories previousedition previouslowerunit progress project readergroup rightsholder schedulinginformation secondarydate secondarymark serieseditor seriestitle session shorttitle sponsor subject tertiarymark tertiarytype translator url volume |
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7. Description control | |
e-Mail (login) | simone |
update | |
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