Nearest advocate: a novel event-based time delay estimation algorithm for multi-sensor time-series data synchronization

Estimating time delays in event-based time-series is a crucial task in signal processing as it affects the data quality and is a prerequisite for many subsequent analyses. In particular, data acquired from wearable devices often suffer from a low timestamp precision or clock drift. Current state-of-...

Celý popis

Uloženo v:

Podrobná bibliografie
Vydáno v:	EURASIP journal on advances in signal processing Ročník 2024; číslo 1; s. 46 - 24
Hlavní autoři:	Schranz, Christoph, Mayr, Sebastian, Bernhart, Severin, Halmich, Christina
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	Cham Springer International Publishing 01.12.2024 Springer Springer Nature B.V SpringerOpen
Témata:	Algorithms Clock drift Cross correlation Data acquisition Datasets Engineering Estimation Event-based time-series Information management Kernel cross-correlation Quantum Information Technology Run time (computers) Sensors Signal processing Signal,Image and Speech Processing Spintronics Synchronization Time delay estimation Time lag Time series Time synchronization Wearable technology Event-based time-series Clock drift Dynamic time warping Kernel cross-correlation Time delay estimation Synchronization Wearable devices Cross-correlation
ISSN:	1687-6180, 1687-6172, 1687-6180
On-line přístup:	Získat plný text
Tagy:	Přidat tag Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!

Abstract	Estimating time delays in event-based time-series is a crucial task in signal processing as it affects the data quality and is a prerequisite for many subsequent analyses. In particular, data acquired from wearable devices often suffer from a low timestamp precision or clock drift. Current state-of-the-art methods such as Pearson Cross-Correlation are sensitive to typical data quality issues, e.g. misdetected events, and Dynamic Time Warping is computationally expensive. To overcome these limitations, we propose Nearest Advocate, a novel event-based time delay estimation method for multi-sensor time-series data synchronisation. We evaluate its performance using three independent datasets acquired from wearable sensor systems, demonstrating its superior precision, particularly for short, noisy time-series with missing events. Additionally, we introduce a sparse variant that balances precision and runtime. Finally, we demonstrate how Nearest Advocate can be used to solve the problem of linear as well as non-linear clock drifts. Thus, Nearest Advocate offers a promising opportunity for time delay estimation and post-hoc synchronization for challenging datasets across various applications.
AbstractList	Estimating time delays in event-based time-series is a crucial task in signal processing as it affects the data quality and is a prerequisite for many subsequent analyses. In particular, data acquired from wearable devices often suffer from a low timestamp precision or clock drift. Current state-of-the-art methods such as Pearson Cross-Correlation are sensitive to typical data quality issues, e.g. misdetected events, and Dynamic Time Warping is computationally expensive. To overcome these limitations, we propose Nearest Advocate, a novel event-based time delay estimation method for multi-sensor time-series data synchronisation. We evaluate its performance using three independent datasets acquired from wearable sensor systems, demonstrating its superior precision, particularly for short, noisy time-series with missing events. Additionally, we introduce a sparse variant that balances precision and runtime. Finally, we demonstrate how Nearest Advocate can be used to solve the problem of linear as well as non-linear clock drifts. Thus, Nearest Advocate offers a promising opportunity for time delay estimation and post-hoc synchronization for challenging datasets across various applications. Abstract Estimating time delays in event-based time-series is a crucial task in signal processing as it affects the data quality and is a prerequisite for many subsequent analyses. In particular, data acquired from wearable devices often suffer from a low timestamp precision or clock drift. Current state-of-the-art methods such as Pearson Cross-Correlation are sensitive to typical data quality issues, e.g. misdetected events, and Dynamic Time Warping is computationally expensive. To overcome these limitations, we propose Nearest Advocate, a novel event-based time delay estimation method for multi-sensor time-series data synchronisation. We evaluate its performance using three independent datasets acquired from wearable sensor systems, demonstrating its superior precision, particularly for short, noisy time-series with missing events. Additionally, we introduce a sparse variant that balances precision and runtime. Finally, we demonstrate how Nearest Advocate can be used to solve the problem of linear as well as non-linear clock drifts. Thus, Nearest Advocate offers a promising opportunity for time delay estimation and post-hoc synchronization for challenging datasets across various applications.
ArticleNumber	46
Audience	Academic
Author	Bernhart, Severin Halmich, Christina Schranz, Christoph Mayr, Sebastian
Author_xml	– sequence: 1 givenname: Christoph orcidid: 0000-0002-5786-7807 surname: Schranz fullname: Schranz, Christoph email: christoph.schranz@salzburgresearch.at organization: Human Motion Analytics, Salzburg Research – sequence: 2 givenname: Sebastian surname: Mayr fullname: Mayr, Sebastian organization: Human Motion Analytics, Salzburg Research – sequence: 3 givenname: Severin surname: Bernhart fullname: Bernhart, Severin organization: Human Motion Analytics, Salzburg Research – sequence: 4 givenname: Christina surname: Halmich fullname: Halmich, Christina organization: Human Motion Analytics, Salzburg Research
BookMark	eNp9UctuFDEQHKEgkQR-gJMlzhP8Go_NLYp4RIrgAmerx-7ZeDVrB9u7aPl6vDsIOKGW5XarqrrkuuouYorYda8ZvWFMq7eFCSVkT3k7jEnRs2fdJVN67BXT9OKf_kV3VcqW0kFxyi-7H58RMpZKwB-Sg4rvCJCYDrgQPGCs_QQFPalhh8TjAkfSwGEHNaRIYNmkHOrjjswpk91-qaEvGEt7nAitzwEL8VCBlGN0jznF8PPMfdk9n2Ep-Or3fd19-_D-692n_uHLx_u724feSWZqr6Vnw-DExMQ4KIUwUj575qnEWU0DA0MpBSncTCfKYdAGGdBWwEfvjBDX3f2q6xNs7VNu1vPRJgj2PEh5YyHX4Ba0xhnjjZ8FIJNOc5g0l8jHaWSz0o41rTer1lNO3_ftH-w27XNs9q2gQoxSSXNC3ayoDTTREOdUM7hWHnfBtdjm0Oa3ozaMCq5NI_CV4HIqJeP8xyaj9pSuXdO1LV17TteetoiVVBo4bjD_9fIf1i8jIaqq
Cites_doi	10.1086/317967 10.1109/MCSE.2010.118 10.1214/aoms/1177729694 10.1016/0893-6080(91)90009-T 10.1109/PROC.1987.13723 10.1371/journal.pone.0070752 10.5381/jot.2010.9.2.c2 10.1109/19.816141 10.1109/TASSP.1976.1162830 10.1049/el:20020279 10.1152/jappl.1992.72.5.1922 10.1177/1550147719879372 10.1109/TUFFC.2005.1397352 10.1002/(SICI)1521-4036(199807)40:3<261::AID-BIMJ261>3.0.CO;2-V 10.18637/jss.v031.i07 10.1145/3596268 10.1126/science.6849136 10.1145/2833157.2833162 10.17487/rfc1305 10.1109/ETFA46521.2020.9211958 10.5703/1288284317495 10.1109/EMBC48229.2022.9871162 10.1007/978-3-642-04471-7_11 10.1007/978-3-319-14445-0_18 10.1137/1.9780898717884 10.1145/1014052.1014077
ContentType	Journal Article
Copyright	The Author(s) 2024 COPYRIGHT 2024 Springer The Author(s) 2024. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml	– notice: The Author(s) 2024 – notice: COPYRIGHT 2024 Springer – notice: The Author(s) 2024. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID	C6C AAYXX CITATION 3V. 7SC 7SP 7XB 8AL 8FD 8FE 8FG 8FK ABUWG AFKRA ARAPS AZQEC BENPR BGLVJ CCPQU DWQXO GNUQQ HCIFZ JQ2 K7- L7M L~C L~D M0N P5Z P62 PHGZM PHGZT PIMPY PKEHL PQEST PQGLB PQQKQ PQUKI PRINS Q9U DOA
DOI	10.1186/s13634-024-01143-1
DatabaseName	Springer Nature OA Free Journals (WRLC) CrossRef ProQuest Central (Corporate) Computer and Information Systems Abstracts Electronics & Communications Abstracts ProQuest Central (purchase pre-March 2016) Computing Database (Alumni Edition) Technology Research Database ProQuest SciTech Collection ProQuest Technology Collection ProQuest Central (Alumni) (purchase pre-March 2016) ProQuest Central (Alumni) ProQuest Central UK/Ireland Advanced Technologies & Computer Science Collection ProQuest Central Essentials - QC ProQuest Central Technology Collection ProQuest One ProQuest Central Korea ProQuest Central Student SciTech Collection (ProQuest) ProQuest Computer Science Collection Computer Science Database (ProQuest) Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional Computing Database ProQuest advanced technologies & aerospace journals ProQuest Advanced Technologies & Aerospace Collection Proquest Central Premium ProQuest One Academic (New) Publicly Available Content Database ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) One Applied & Life Sciences ProQuest One Academic (retired) ProQuest One Academic UKI Edition ProQuest Central China ProQuest Central Basic DOAJ Directory of Open Access Journals
DatabaseTitle	CrossRef Publicly Available Content Database Computer Science Database ProQuest Central Student Technology Collection Technology Research Database Computer and Information Systems Abstracts – Academic ProQuest One Academic Middle East (New) ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Essentials ProQuest Computer Science Collection Computer and Information Systems Abstracts ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College ProQuest Central China ProQuest Central ProQuest One Applied & Life Sciences ProQuest Central Korea ProQuest Central (New) Advanced Technologies Database with Aerospace Advanced Technologies & Aerospace Collection ProQuest Computing ProQuest Central Basic ProQuest Computing (Alumni Edition) ProQuest One Academic Eastern Edition Electronics & Communications Abstracts ProQuest Technology Collection ProQuest SciTech Collection Computer and Information Systems Abstracts Professional Advanced Technologies & Aerospace Database ProQuest One Academic UKI Edition ProQuest One Academic ProQuest One Academic (New) ProQuest Central (Alumni)
DatabaseTitleList	Publicly Available Content Database CrossRef
Database_xml	– sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 dbid: PIMPY name: Publicly Available Content Database url: http://search.proquest.com/publiccontent sourceTypes: Aggregation Database
DeliveryMethod	fulltext_linktorsrc
Discipline	Engineering
EISSN	1687-6180
EndPage	24
ExternalDocumentID	oai_doaj_org_article_9c99d9df3ae14c82ab824e27b71f68c1 A789103289 10_1186_s13634_024_01143_1
GrantInformation_xml	– fundername: Bundesministerium für Klimaschutz, Umwelt, Energie, Mobilität, Innovation und Technologie grantid: 2021-0.641.557 funderid: http://dx.doi.org/10.13039/100018774
GroupedDBID	-A0 .4S .DC 0R~ 29G 2WC 3V. 4.4 40G 5GY 5VS 6OB 8FE 8FG 8R4 8R5 AAFWJ AAJSJ AAKKN AAKPC ABEEZ ABUWG ACACY ACGFO ACGFS ACULB ADBBV ADINQ ADMLS AEGXH AENEX AFGXO AFKRA AFPKN AHBYD AHYZX ALMA_UNASSIGNED_HOLDINGS AMKLP AMTXH ARAPS ARCSS AZQEC BAPOH BCNDV BENPR BGLVJ BPHCQ C24 C6C CCPQU DU5 DWQXO E3Z EBLON EBS EDO F5P GNUQQ GROUPED_DOAJ HCIFZ IAO ITC K6V K7- KQ8 M0N M~E OK1 P62 PIMPY PQQKQ PROAC Q2X RHU RHW RNS RSV SEG SOJ TUS U2A AASML AAYXX CITATION OVT 7SC 7SP 7XB 8AL 8FD 8FK JQ2 L7M L~C L~D PHGZM PHGZT PKEHL PQEST PQGLB PQUKI PRINS Q9U
ID	FETCH-LOGICAL-c419t-84d155c3b137566ea702fd1d04ef6b51a9000a43cf0b02a589e1a0a0aa27dc933
IEDL.DBID	DOA
ISICitedReferencesCount	2
ISICitedReferencesURI	http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001197415400001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN	1687-6180 1687-6172
IngestDate	Tue Oct 14 18:59:09 EDT 2025 Sat Oct 11 05:42:35 EDT 2025 Mon Oct 20 17:05:02 EDT 2025 Sat Nov 29 03:12:14 EST 2025 Fri Feb 21 02:41:06 EST 2025
IsDoiOpenAccess	true
IsOpenAccess	true
IsPeerReviewed	true
IsScholarly	true
Issue	1
Keywords	Event-based time-series Clock drift Dynamic time warping Kernel cross-correlation Time delay estimation Synchronization Wearable devices Cross-correlation
Language	English
LinkModel	DirectLink
MergedId	FETCHMERGED-LOGICAL-c419t-84d155c3b137566ea702fd1d04ef6b51a9000a43cf0b02a589e1a0a0aa27dc933
Notes	ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14
ORCID	0000-0002-5786-7807
OpenAccessLink	https://doaj.org/article/9c99d9df3ae14c82ab824e27b71f68c1
PQID	3033746491
PQPubID	237299
PageCount	24
ParticipantIDs	doaj_primary_oai_doaj_org_article_9c99d9df3ae14c82ab824e27b71f68c1 proquest_journals_3033746491 gale_infotracacademiconefile_A789103289 crossref_primary_10_1186_s13634_024_01143_1 springer_journals_10_1186_s13634_024_01143_1
PublicationCentury	2000
PublicationDate	2024-12-01
PublicationDateYYYYMMDD	2024-12-01
PublicationDate_xml	– month: 12 year: 2024 text: 2024-12-01 day: 01
PublicationDecade	2020
PublicationPlace	Cham
PublicationPlace_xml	– name: Cham – name: New York
PublicationTitle	EURASIP journal on advances in signal processing
PublicationTitleAbbrev	EURASIP J. Adv. Signal Process
PublicationYear	2024
Publisher	Springer International Publishing Springer Springer Nature B.V SpringerOpen
Publisher_xml	– name: Springer International Publishing – name: Springer – name: Springer Nature B.V – name: SpringerOpen
References	Kranzinger, Baron, Kranzinger, Heib, Borgelt (CR26) 2023; 85 Bramble, Carrier (CR33) 1983; 219 Vio, Wamsteker (CR12) 2001; 113 Knapp, Carter (CR10) 1976; 24 Daley, Bramble, Carrier (CR31) 2013; 8 CR18 Banzett, Mead, Reid, Topulos (CR32) 1992; 72 Maskell, Woods (CR11) 2000; 48 CR15 CR13 Carter (CR1) 1987; 75 Wang, Zhang, Xie, Yuan (CR17) 2018; 32 Behnel, Bradshaw, Citro, Dalcin, Seljebotn, Smith (CR34) 2011; 13 Kullback, Leibler (CR24) 1951; 22 Viola, Walker (CR2) 2005; 52 Giorgino (CR19) 2009; 31 Lyon (CR14) 2010; 9 CR3 CR6 CR5 CR8 CR29 CR9 CR27 Park, Nam (CR16) 2002; 38 CR25 CR23 CR22 Wilcox (CR28) 1998; 40 CR21 CR20 Tirado-Andrés, Araujo (CR7) 2019; 15 Meier, Holz (CR4) 2023; 7 Hornik (CR30) 1991; 4 MA Daley (1143_CR31) 2013; 8 H Park (1143_CR16) 2002; 38 S Kullback (1143_CR24) 1951; 22 1143_CR23 1143_CR25 G Carter (1143_CR1) 1987; 75 1143_CR27 1143_CR29 DM Bramble (1143_CR33) 1983; 219 CH Knapp (1143_CR10) 1976; 24 1143_CR20 1143_CR21 R Vio (1143_CR12) 2001; 113 1143_CR22 F Viola (1143_CR2) 2005; 52 RB Banzett (1143_CR32) 1992; 72 1143_CR3 D Maskell (1143_CR11) 2000; 48 1143_CR6 1143_CR5 1143_CR8 1143_CR13 D Lyon (1143_CR14) 2010; 9 1143_CR9 1143_CR15 S Kranzinger (1143_CR26) 2023; 85 R Wilcox (1143_CR28) 1998; 40 1143_CR18 K Hornik (1143_CR30) 1991; 4 C Wang (1143_CR17) 2018; 32 S Behnel (1143_CR34) 2011; 13 F Tirado-Andrés (1143_CR7) 2019; 15 M Meier (1143_CR4) 2023; 7 T Giorgino (1143_CR19) 2009; 31
References_xml	– volume: 113 start-page: 86 issue: 779 year: 2001 ident: CR12 article-title: Limits of the cross-correlation function in the analysis of short time series publication-title: Publ. Astron. Soc. Pac. doi: 10.1086/317967 – volume: 13 start-page: 31 issue: 2 year: 2011 end-page: 39 ident: CR34 article-title: Cython: the best of both worlds publication-title: Comput. Sci. Eng. doi: 10.1109/MCSE.2010.118 – ident: CR22 – volume: 22 start-page: 79 issue: 1 year: 1951 end-page: 86 ident: CR24 article-title: On information and sufficiency publication-title: Ann. Math. Stat. doi: 10.1214/aoms/1177729694 – volume: 4 start-page: 251 year: 1991 end-page: 257 ident: CR30 article-title: Approximation capabilities of multilayer feedforward networks publication-title: Neural Netw. doi: 10.1016/0893-6080(91)90009-T – ident: CR18 – volume: 75 start-page: 236 year: 1987 end-page: 255 ident: CR1 article-title: Coherence and time delay estimation publication-title: Proc. IEEE doi: 10.1109/PROC.1987.13723 – volume: 85 start-page: 1 year: 2023 end-page: 18 ident: CR26 article-title: Generalisability of sleep stage classification based on interbeat intervals: validating three machine learning approaches on self-recorded test data publication-title: Behaviormetrika – volume: 8 start-page: 1 issue: 8 year: 2013 end-page: 10 ident: CR31 article-title: Impact loading and locomotor-respiratory coordination significantly influence breathing dynamics in running humans publication-title: PLoS ONE doi: 10.1371/journal.pone.0070752 – volume: 9 start-page: 17 issue: 2 year: 2010 ident: CR14 article-title: The discrete Fourier transform, part 6: cross-correlation publication-title: J. Object Technol. doi: 10.5381/jot.2010.9.2.c2 – ident: CR6 – volume: 48 start-page: 1227 year: 2000 end-page: 1231 ident: CR11 article-title: The estimation of subsample time delay of arrival in the discrete-time measurement of phase delay publication-title: IEEE Trans. Instrum. Meas. doi: 10.1109/19.816141 – ident: CR29 – ident: CR8 – ident: CR25 – ident: CR27 – ident: CR23 – volume: 24 start-page: 320 year: 1976 end-page: 327 ident: CR10 article-title: The generalized correlation method for estimation of time delay publication-title: IEEE Trans. Acoust. Speech Signal Process. doi: 10.1109/TASSP.1976.1162830 – volume: 38 start-page: 1 issue: 9 year: 2002 ident: CR16 article-title: Time-delay estimation using m-band wavelet transform and projection cross-correlation publication-title: Electron. Lett. doi: 10.1049/el:20020279 – ident: CR21 – volume: 72 start-page: 1922 issue: 5 year: 1992 end-page: 1926 ident: CR32 article-title: Locomotion in men has no appreciable mechanical effect on breathing publication-title: J. Appl. Physiol. doi: 10.1152/jappl.1992.72.5.1922 – ident: CR3 – ident: CR15 – volume: 15 start-page: 1550147719879372 issue: 9 year: 2019 ident: CR7 article-title: Performance of clock sources and their influence on time synchronization in wireless sensor networks publication-title: Int. J. Distrib. Sens. Netw. doi: 10.1177/1550147719879372 – ident: CR13 – ident: CR9 – ident: CR5 – volume: 52 start-page: 80 year: 2005 end-page: 93 ident: CR2 article-title: A spline-based algorithm for continuous time-delay estimation using sampled data publication-title: IEEE Trans. Ultrason. Ferroelectr. Freq. Control doi: 10.1109/TUFFC.2005.1397352 – volume: 40 start-page: 261 issue: 3 year: 1998 end-page: 268 ident: CR28 article-title: A note on the Theil–Sen regression estimator when the regressor is random and the error term is heteroscedastic publication-title: Biom. J. doi: 10.1002/(SICI)1521-4036(199807)40:3<261::AID-BIMJ261>3.0.CO;2-V – volume: 31 start-page: 259 issue: 7 year: 2009 ident: CR19 article-title: Computing and visualizing dynamic time warping alignments in R: the dtw package publication-title: J. Stat. Softw. doi: 10.18637/jss.v031.i07 – volume: 32 start-page: 4179 year: 2018 end-page: 4186 ident: CR17 article-title: Kernel cross-correlator publication-title: Proc. AAAI Conf. Artif. Intell. – volume: 7 start-page: 259 issue: 2 year: 2023 ident: CR4 article-title: BMAR: barometric and motion-based alignment and refinement for offline signal synchronization across devices publication-title: Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. doi: 10.1145/3596268 – ident: CR20 – volume: 219 start-page: 251 issue: 4582 year: 1983 end-page: 256 ident: CR33 article-title: Running and breathing in mammals publication-title: Science doi: 10.1126/science.6849136 – ident: 1143_CR8 – volume: 13 start-page: 31 issue: 2 year: 2011 ident: 1143_CR34 publication-title: Comput. Sci. Eng. doi: 10.1109/MCSE.2010.118 – ident: 1143_CR13 – ident: 1143_CR25 doi: 10.1145/2833157.2833162 – ident: 1143_CR23 – volume: 4 start-page: 251 year: 1991 ident: 1143_CR30 publication-title: Neural Netw. doi: 10.1016/0893-6080(91)90009-T – volume: 32 start-page: 4179 year: 2018 ident: 1143_CR17 publication-title: Proc. AAAI Conf. Artif. Intell. – volume: 113 start-page: 86 issue: 779 year: 2001 ident: 1143_CR12 publication-title: Publ. Astron. Soc. Pac. doi: 10.1086/317967 – volume: 52 start-page: 80 year: 2005 ident: 1143_CR2 publication-title: IEEE Trans. Ultrason. Ferroelectr. Freq. Control doi: 10.1109/TUFFC.2005.1397352 – ident: 1143_CR21 doi: 10.17487/rfc1305 – ident: 1143_CR22 doi: 10.1109/ETFA46521.2020.9211958 – volume: 48 start-page: 1227 year: 2000 ident: 1143_CR11 publication-title: IEEE Trans. Instrum. Meas. doi: 10.1109/19.816141 – volume: 72 start-page: 1922 issue: 5 year: 1992 ident: 1143_CR32 publication-title: J. Appl. Physiol. doi: 10.1152/jappl.1992.72.5.1922 – ident: 1143_CR27 doi: 10.5703/1288284317495 – volume: 219 start-page: 251 issue: 4582 year: 1983 ident: 1143_CR33 publication-title: Science doi: 10.1126/science.6849136 – volume: 38 start-page: 1 issue: 9 year: 2002 ident: 1143_CR16 publication-title: Electron. Lett. doi: 10.1049/el:20020279 – volume: 31 start-page: 259 issue: 7 year: 2009 ident: 1143_CR19 publication-title: J. Stat. Softw. doi: 10.18637/jss.v031.i07 – volume: 85 start-page: 1 year: 2023 ident: 1143_CR26 publication-title: Behaviormetrika – volume: 40 start-page: 261 issue: 3 year: 1998 ident: 1143_CR28 publication-title: Biom. J. doi: 10.1002/(SICI)1521-4036(199807)40:3<261::AID-BIMJ261>3.0.CO;2-V – ident: 1143_CR6 doi: 10.1109/EMBC48229.2022.9871162 – ident: 1143_CR20 – volume: 22 start-page: 79 issue: 1 year: 1951 ident: 1143_CR24 publication-title: Ann. Math. Stat. doi: 10.1214/aoms/1177729694 – ident: 1143_CR9 – ident: 1143_CR5 doi: 10.1007/978-3-642-04471-7_11 – ident: 1143_CR29 – volume: 75 start-page: 236 year: 1987 ident: 1143_CR1 publication-title: Proc. IEEE doi: 10.1109/PROC.1987.13723 – volume: 9 start-page: 17 issue: 2 year: 2010 ident: 1143_CR14 publication-title: J. Object Technol. doi: 10.5381/jot.2010.9.2.c2 – ident: 1143_CR3 doi: 10.1007/978-3-319-14445-0_18 – ident: 1143_CR15 doi: 10.1137/1.9780898717884 – volume: 7 start-page: 259 issue: 2 year: 2023 ident: 1143_CR4 publication-title: Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. doi: 10.1145/3596268 – ident: 1143_CR18 doi: 10.1145/1014052.1014077 – volume: 8 start-page: 1 issue: 8 year: 2013 ident: 1143_CR31 publication-title: PLoS ONE doi: 10.1371/journal.pone.0070752 – volume: 15 start-page: 155014771987937 issue: 9 year: 2019 ident: 1143_CR7 publication-title: Int. J. Distrib. Sens. Netw. doi: 10.1177/1550147719879372 – volume: 24 start-page: 320 year: 1976 ident: 1143_CR10 publication-title: IEEE Trans. Acoust. Speech Signal Process. doi: 10.1109/TASSP.1976.1162830
SSID	ssj0056202
Score	2.4091036
Snippet	Estimating time delays in event-based time-series is a crucial task in signal processing as it affects the data quality and is a prerequisite for many... Abstract Estimating time delays in event-based time-series is a crucial task in signal processing as it affects the data quality and is a prerequisite for many...
SourceID	doaj proquest gale crossref springer
SourceType	Open Website Aggregation Database Index Database Publisher
StartPage	46
SubjectTerms	Algorithms Clock drift Cross correlation Data acquisition Datasets Engineering Estimation Event-based time-series Information management Kernel cross-correlation Quantum Information Technology Run time (computers) Sensors Signal processing Signal,Image and Speech Processing Spintronics Synchronization Time delay estimation Time lag Time series Time synchronization Wearable technology
SummonAdditionalLinks	– databaseName: ProQuest advanced technologies & aerospace journals dbid: P5Z link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Jb9UwEB5B4QAHdsSDgnxA4gBW4yWxzQUVRMXpqQeQKi6W46VUKkl5CQ_13-NxEgqq4IJyyuZY-cYzHnvmG4DnKXrOg0-01ZWkMmQ_RTvDaFB15FWrlY6uFJtQ67U-OjKH84LbMIdVLjqxKOrQe1wj38uqVijZSMPenH2jWDUKd1fnEhpX4RqyJGDphsP686KJs2mfYg4bXVLh-JI0o5u9gYlGSJotFEWXQFD2h2Eq_P2XtfSl7dJihQ5u_2__78Ctef5J9ieBuQtXYncPbv7GSngffqyR13YYiQvbHgOmXhNHun4bT0mhe6Jo-QLBqvQEOSbPCTJ1TCmQxJ0e56-OX76SPBsmJVyRDtlVzif4AkWJjwPBwFQynHe-cPNOqaAP4NPB-4_vPtC5PgP1kpmRahnybMSLlgmVZ4XRqYqnwEIlY2ramjksSOqk8KlqK-5qbSJzVT4cV8EbIR7CTtd38REQ4aNKmkcVVP5FsnbeeN2w2GZ3JvugaQUvF3Ds2UTDYYv7ohs7QWkzlLZAadkK3iJ-v55ECu1yod8c23lEWuONCSYk4SKTXnPXai4jV61iqdE-N_IC0bc40MeN827OV8gdRsosu6-0KWyEZgW7C-R21gCDvcB7Ba8Wobm4_ffOP_53a0_gBkepLRE1u7Azbr7Hp3Ddb8eTYfOsyP9PRZ4MVA priority: 102 providerName: ProQuest – databaseName: Springer Journals Complete - Open Access dbid: C24 link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Jb9UwELZQ4QAHdsQrBfmAxAEs4iWxza1UVJyeOIDUm-V4KZVKUiXhof57ZpyERVUPoJyS2JFjz3hm5G--IeRlTkGIGDJrTaWYihCnGG85i7pOomqNNsmXYhN6uzUnJ_bTkhQ2rmj39Uiy7NRFrU3zduSykYqBTWHoxEsGMc_NmhuLQL4jzHGY918w6IjZ2b--318mqDD1X92PrxyMFntzfO__Rnqf3F38S3o4C8QDciN1D8mdP1gHH5EfW-StHSfq465HQNQ76mnX79I5LXRODC1bpFh1niKH5CVFJo45xZH689N-OJu-fqPg7dICR2QjhMJwgx0YSnQaKQJP6XjZhcK9O6d6PiZfjj98PvrIlvoLLChuJ2ZUBG8jyJZLDV5f8roSOfJYqZSbtuYeC456JUOu2kr42tjEfQWXFzoGK-UTstf1XXpKqAxJZyOSjrpRVtU-2GAanloIVyDGzBvyel0SdzHTbLgSnpjGzdPpYDpdmU7HN-Q9rtqvlkiRXR70w6lbNM7ZYG20MUufuApG-NYIlYRuNc-NCfCRV7jmDhV5GnzwSz4CDBgpsdyhNrawDdoNOVjFwi0aPjow_VIr-Bn40JtVDH6_vn7w-__W_Bm5LVCSCoLmgOxNw_f0nNwKu-lsHF4Uyf8JPjP_qQ priority: 102 providerName: Springer Nature
Title	Nearest advocate: a novel event-based time delay estimation algorithm for multi-sensor time-series data synchronization
URI	https://link.springer.com/article/10.1186/s13634-024-01143-1 https://www.proquest.com/docview/3033746491 https://doaj.org/article/9c99d9df3ae14c82ab824e27b71f68c1
Volume	2024
WOSCitedRecordID	wos001197415400001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText	1
inHoldings	1
isFullTextHit
isPrint
journalDatabaseRights	– providerCode: PRVAON databaseName: DOAJ Directory of Open Access Journals customDbUrl: eissn: 1687-6180 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0056202 issn: 1687-6180 databaseCode: DOA dateStart: 20010101 isFulltext: true titleUrlDefault: https://www.doaj.org/ providerName: Directory of Open Access Journals – providerCode: PRVAVX databaseName: Springer Journals Complete - Open Access customDbUrl: eissn: 1687-6180 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0056202 issn: 1687-6180 databaseCode: C24 dateStart: 20070101 isFulltext: true titleUrlDefault: https://link.springer.com/search?facet-content-type=%22Journal%22 providerName: Springer Nature
link	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3da9UwFA86fdAH8ZNdNy95EHzQsOajTeLbNjYU8VJEYfoS0iTVwdYrt_WO_feek_bqZIgvUgi0actpzklOfvSc3yHkeZuCEDG0rDGFYioCTjHechZ1mUTRGG2Sz8Um9GJhTk5sfaXUF8aEjfTA48Dt2WBttLGVPnEVjPCNESoJ3WjeViZk4FNouwFT4xoMTh3jdsYUGVPt9VxWUjHwRwwBgGT8DzeU2fqvr8nXfo5mn3N8n9ybNot0fxTyAbmRuofk7hUKwUfkYoEktP1AfVwvMbrpNfW0W67TGc3cTAzdVKRYQp4iIeQlRVqNMV-R-rOvy9Xp8O2cwtaV5thC1gOuhRN8gKF5pp5iFCntL7uQiXTHvM3H5NPx0cfDN2wqpsCC4nZgRkXYOgTZcKlhC5e8LkQbeSxUaqum5B6rh3olQ1s0hfClsYn7Ag4vdAxWyidkq1t2aZtQGZJujUg66kpZVfpgg6l4agB7AGBsZ-TlZmzd95Ezw2WsYSo3asKBJlzWhOMzcoDD_-tO5LvOF8AK3GQF7l9WMCMvUHkOZ-Ww8sFPyQUgMPJbuX1tbKYOtDOyu9Gvm6Zr78CPS63gY-BFrzY6_939d-Gf_g_hd8gdgaaZg2R2ydaw-pGekdthPZz2qzm5dXC0qD_Myc1DoebZzKF9pxm0dfkF-uu37-vPPwGdkALQ
linkProvider	Directory of Open Access Journals
linkToHtml	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lb9QwELaqggQceCO2D_ABxAGsxo-NbSSEyqNqtWXFoUi9Gcd2SqU2aTfpVvun-I14nKQFVXDrAeWUp-z4mxmPPfMNQi_K4BjzriSFygQRPvopympKvBwHlhVKqmBTsQk5nar9ff11Cf0ccmEgrHLQiUlR-9rBGvlGVLVcilxo-v7klEDVKNhdHUpodLCYhMV5dNmadzuf4vi-ZGzr897HbdJXFSBOUN0SJXy0oY4XlMs4lwlWZqz01GcilHkxphbKaFrBXZkVGbNjpQO1WTwsk95pWACNKv-G4EqCXE0kGTR_nEp0MY65Sql3bEjSUflGQ3nOBYkWkYALwgn9wxCmegFXrcKV7dlk9bbu_W__6z6628-v8WYnEA_QUqgeoju_sS4-QudT4O1tWmz9vIaAsLfY4qqehyOc6KwIWHaP28PjgIFDc4GBiaRL8cT26CD2sv1xjONsH6dwTNKEqokn8AIBiQ4NhsBb3Cwql7iHu1TXx-jbtfT8CVqu6io8RZi7IEvFgvQyDokYW6edymkoorsWfexyhF4PYDAnHc2ISe6Zyk0HHROhYxJ0DB2hD4CXiyeBIjxdqGcHptc4RjutvfYlt4EKp5gtFBOByULSMlcufuQVoM2AImtn1tk-HyM2GCjBzKZUOrEt6hFaGyBmeg3XmEt8jdCbAaSXt__e-JV_f-05urW992XX7O5MJ6voNgOJSdFDa2i5nZ2FdXTTzdvDZvYsyR5G368bvL8Acf9oFg
linkToPdf	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lb9QwELaqghAceFcsFPABxAGsjR1vbCMhVCgrqqJVDyBVXIxjO6VSmy2bsNX-NX4dM05CQRXcekA55Sk7_mbGY898Q8iTKnohgq9YqTPJZAA_RTvDWVCTKLJSKx1dKjahZjO9v2_21siPIRcGwyoHnZgUdZh7XCMfg6rNlSyk4eOqD4vY256-PvnGsIIU7rQO5TQ6iOzG1Sm4b82rnW0Y66dCTN99fPue9RUGmJfctEzLAPbU5yXPFcxrolOZqAIPmYxVUU64w5KaTua-yspMuIk2kbsMDidU8AYXQ0H9X4J2GQwn3Jt8HqwATCu6eMdCpzQ8MSTs6GLc8LzIJQPryNAdyRn_wyim2gHnLcS5rdpkAac3_ud_d5Nc7-fddKsTlFtkLda3ybXf2BjvkNMZ8vk2LXVhOcdAsZfU0Xq-jEc00VwxtPiBtofHkSK35ooiQ0mX-knd0QH0sv16TMELoClMkzWxbuAEX2Ao6bGhGJBLm1XtEydxlwJ7l3y6kJ5vkPV6Xsd7hOY-qkqLqIKC4ZET543XBY8luHHge1cj8nwAhj3p6Edsctt0YTsYWYCRTTCyfETeIHZ-PYnU4enCfHFge01kjTcmmFDlLnLptXClFjIKVSpeFdrDR54h8iwquHbhvOvzNKDBSBVmt5Q2iYXRjMjmADfba77GnmFtRF4MgD27_ffG3__31x6TK4BZ-2FntvuAXBUoPCmoaJOst4vv8SG57JftYbN4lMSQki8Xjd2fvn1xOg
openUrl	ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Nearest+advocate%3A+a+novel+event-based+time+delay+estimation+algorithm+for+multi-sensor+time-series+data+synchronization&rft.jtitle=EURASIP+journal+on+advances+in+signal+processing&rft.au=Schranz%2C+Christoph&rft.au=Mayr%2C+Sebastian&rft.au=Bernhart%2C+Severin&rft.au=Halmich%2C+Christina&rft.date=2024-12-01&rft.issn=1687-6180&rft.eissn=1687-6180&rft.volume=2024&rft.issue=1&rft_id=info:doi/10.1186%2Fs13634-024-01143-1&rft.externalDBID=n%2Fa&rft.externalDocID=10_1186_s13634_024_01143_1
thumbnail_l	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1687-6180&client=summon
thumbnail_m	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1687-6180&client=summon
thumbnail_s	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1687-6180&client=summon