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1. Identity statement
Reference TypeJournal Article
Sitemtc-m21d.sid.inpe.br
Holder Codeisadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S
Identifier8JMKD3MGP3W34T/4A644BH
Repositorysid.inpe.br/mtc-m21d/2023/11.03.17.58   (restricted access)
Last Update2023:11.03.17.58.48 (UTC) simone
Metadata Repositorysid.inpe.br/mtc-m21d/2023/11.03.17.58.48
Metadata Last Update2024:01.02.17.16.52 (UTC) administrator
DOI10.1109/TAES.2023.3281431
ISSN0018-9251
Citation KeyLopesAntFohKriKug:2023:IoScMi
TitleIonospheric Scintillation Mitigation with Kalman PLLs Employing Radial Basis Function Networks
Year2023
MonthOct.
Access Date2024, May 18
Type of Workjournal article
Secondary TypePRE PI
Number of Files1
Size4277 KiB
2. Context
Author1 Lopes, Rafael Anderson Martins
2 Antreich, Felix
3 Fohlmeister, Friederike
4 Kriegel, Martin
5 Kuga, Helio Koiti
Resume Identifier1
2
3
4
5 8JMKD3MGP5W/3C9JHC9
ORCID1 0000-0002-7881-3226
2 0000-0001-6596-0123
3 0000-0002-2568-7473
4
5 0000-0002-0259-0724
Group1 CMC-ETES-DIPGR-INPE-MCTI-GOV-BR
2
3
4
5 DIMEC-CGCE-INPE-MCTI-GOV-BR
Affiliation1 Instituto Nacional de Pesquisas Espaciais (INPE)
2 Instituto Tecnológico de Aeronáutica (ITA)
3 German Aerospace Center (DLR)
4 German Aerospace Center (DLR)
5 Instituto Nacional de Pesquisas Espaciais (INPE)
Author e-Mail Address1 rafael.lopes@inpe.br
2 antreich@ieee.org
3 friederike.fohlmeister@dlr.de
4 martin.kriegel@dlr.de
5 helio.kuga@inpe.br
JournalIEEE Transactions on Aerospace and Electronic Systems
Volume59
Number5
Pages6878-6893
Secondary MarkA1_ENGENHARIAS_IV A2_ENGENHARIAS_III
History (UTC)2023-11-03 17:59:17 :: simone -> administrator :: 2023
2024-01-02 17:16:52 :: administrator -> simone :: 2023
3. Content and structure
Is the master or a copy?is the master
Content Stagecompleted
Transferable1
Content TypeExternal Contribution
Version Typepublisher
KeywordsAmplitude and phase estimation
global navigation satellite system (GNSS)
ionospheric scintillation mitigation
Kalman phase-locked loop (PLL)
radial basis function (RBF) networks
AbstractWe investigate two adaptive Kalman phase-locked loop (PLL) structures for ionospheric scintillation mitigation for global navigation satellite systems receivers, employing radial basis function (RBF) networks to model the scintillation phase and amplitude, instead of the typically employed autoregressive (AR) models. In the first structure, the Kalman filter innovations are computed by the arctangent phase discriminator, and the state estimates are directly employed in the carrier replica generation. In the second structure, the Kalman filter measurements are the prompt correlator outputs, and the error states are computed and used by a state feedback controller to provide a control signal to drive the carrier replica generation. The nonlinear RBFs provide more flexibility to capture nonlinear dynamics evolving with time, possibly present in the scintillation phase and amplitude. The weights of the RBF networks and the covariance matrices of the process and measurement noise of the Kalman filters are estimated online in the adaptive Kalman PLL structures. Simulations with synthetic severe scintillation data show the capability of the proposed Kalman PLLs to improve robustness to scintillation effects in carrier synchronization, with performance similar to the corresponding structures employing AR scintillation models. Simulations using recorded scintillation data collected by a commercial receiver highlight the learning and generalization capability of the RBF networks to cope with evolving scintillation characteristics over time with possibly nonlinear effects. The Kalman PLL structures employing the RBF networks present reduced errors compared with the structures using AR models.
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Arrangement 1urlib.net > BDMCI > Fonds > Produção pgr ATUAIS > CMC > Ionospheric Scintillation Mitigation...
Arrangement 2urlib.net > BDMCI > Fonds > Produção a partir de 2021 > CGCE > Ionospheric Scintillation Mitigation...
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4. Conditions of access and use
Languageen
Target FileIonospheric_Scintillation_Mitigation_With_Kalman_PLLs_Employing_Radial_Basis_Function_Networks.pdf
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Reader Groupadministrator
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Update Permissionnot transferred
5. Allied materials
Next Higher Units8JMKD3MGPCW/3F2UALS
8JMKD3MGPCW/46KTFK8
Citing Item Listsid.inpe.br/mtc-m21/2012/07.13.14.49.46 2
sid.inpe.br/bibdigital/2013/10.14.00.13 2
Host Collectionurlib.net/www/2021/06.04.03.40
6. Notes
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