Searching events in AFM force‐extension curves: A wavelet approach
An algorithm, based on the wavelet scalogram energy, for automatically detecting events in force‐extension AFM force spectroscopy experiments is introduced. The events to be detected are characterized by a discontinuity in the signal. It is shown how the wavelet scalogram energy has different decay...
Saved in:
| Published in | Microscopy research and technique Vol. 80; no. 1; pp. 153 - 159 |
|---|---|
| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
United States
Wiley Subscription Services, Inc
01.01.2017
|
| Subjects | |
| Online Access | Get full text |
Cover
Loading…
| Abstract | An algorithm, based on the wavelet scalogram energy, for automatically detecting events in force‐extension AFM force spectroscopy experiments is introduced. The events to be detected are characterized by a discontinuity in the signal. It is shown how the wavelet scalogram energy has different decay rates at different points depending on the degree of regularity of the signal, showing faster decay rates at regular points and slower rates at singular points (jumps). It is shown that these differences produce peaks in the scalogram energy plot at the event points. Finally, the algorithm is illustrated in a tether analysis experiment by using it for the detection of events in the AFM force‐extension curves susceptible to being considered tethers. Microsc. Res. Tech. 80:153–159, 2017. © 2016 Wiley Periodicals, Inc. |
|---|---|
| AbstractList | An algorithm, based on the wavelet scalogram energy, for automatically detecting events in force-extension AFM force spectroscopy experiments is introduced. The events to be detected are characterized by a discontinuity in the signal. It is shown how the wavelet scalogram energy has different decay rates at different points depending on the degree of regularity of the signal, showing faster decay rates at regular points and slower rates at singular points (jumps). It is shown that these differences produce peaks in the scalogram energy plot at the event points. Finally, the algorithm is illustrated in a tether analysis experiment by using it for the detection of events in the AFM force-extension curves susceptible to being considered tethers. Microsc. Res. Tech. 80:153-159, 2017. © 2016 Wiley Periodicals, Inc. Abstract An algorithm, based on the wavelet scalogram energy, for automatically detecting events in force‐extension AFM force spectroscopy experiments is introduced. The events to be detected are characterized by a discontinuity in the signal. It is shown how the wavelet scalogram energy has different decay rates at different points depending on the degree of regularity of the signal, showing faster decay rates at regular points and slower rates at singular points (jumps). It is shown that these differences produce peaks in the scalogram energy plot at the event points. Finally, the algorithm is illustrated in a tether analysis experiment by using it for the detection of events in the AFM force‐extension curves susceptible to being considered tethers. Microsc. Res. Tech. 80:153–159, 2017 . © 2016 Wiley Periodicals, Inc. An algorithm, based on the wavelet scalogram energy, for automatically detecting events in force-extension AFM force spectroscopy experiments is introduced. The events to be detected are characterized by a discontinuity in the signal. It is shown how the wavelet scalogram energy has different decay rates at different points depending on the degree of regularity of the signal, showing faster decay rates at regular points and slower rates at singular points (jumps). It is shown that these differences produce peaks in the scalogram energy plot at the event points. Finally, the algorithm is illustrated in a tether analysis experiment by using it for the detection of events in the AFM force-extension curves susceptible to being considered tethers. Microsc. Res. Tech. 80:153-159, 2017. |
| Author | Bolós, V. J. Benítez, R. |
| Author_xml | – sequence: 1 givenname: R surname: Benitez fullname: Benitez, R – sequence: 2 givenname: V J surname: Bolos fullname: Bolos, V J |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/27407034$$D View this record in MEDLINE/PubMed |
| BookMark | eNqNkUtOwzAQhi1URMtjwwFQJDYIKTB2nIfZVeWtViwAiV3kuhOaKnWKnbSw4wickZPgEGDBArEZj6xPn2f8b5KOLjUSskvhiAKw4xnOqyPGYgZrpEdBxL67FZ2mD4UvKDx0yaa1MwBKQ8o3SJfFHGIIeI-c3qI0aprrRw-XqCvr5drrn4-8rDQK31_f8LlCbfNSe6o2S7QnXt9bySUWWHlysTClVNNtsp7JwuLO17lF7s_P7gaX_vDm4mrQH_qKRwB-RjM2UYrGbi6gkWBjniRMcVcTKhRioMY0UhITFUsVJkEQTEAlQnDOwjATwRY5aL3u2acabZXOc6uwKKTGsrYpTRIAiEDwf6AsimkUhuDQ_V_orKyNdos4Kgw4EzFrhIctpUxprcEsXZh8Ls1LSiFtYkibGNLPGBy896Wsx3Oc_KDf_-4A2gKrvMCXP1Tp9dnorpV-ALJKkhg |
| CODEN | MRTEEO |
| CitedBy_id | crossref_primary_10_1016_j_scitotenv_2021_145680 crossref_primary_10_1016_j_bbrc_2021_03_159 crossref_primary_10_1016_j_jsxm_2018_01_007 crossref_primary_10_1111_ner_12707 crossref_primary_10_1016_j_bpj_2018_07_031 crossref_primary_10_1002_jemt_22764 |
| Cites_doi | 10.1093/biomet/82.2.385 10.1016/j.jmbbm.2014.05.027 10.1115/1.2720924 10.1137/1.9781611970104 10.3390/a5040588 10.1016/S0167-5729(99)00003-5 10.1016/0016-7142(84)90025-5 10.15676/ijeei.2013.5.3.3 10.1002/jemt.22241 10.1201/b12694 10.1175/1520-0442(1999)012<2679:ICITEM>2.0.CO;2 10.1016/j.ultramic.2013.07.020 10.1007/978-3-540-34625-8_5 10.1186/1748-7188-6-16 10.1115/1.2800826 10.1529/biophysj.104.058180 10.1016/j.bpj.2012.03.048 10.1088/0957-0233/16/6/R01 10.1175/1520-0477(1998)079<0061:APGTWA>2.0.CO;2 10.1016/j.surfrep.2005.08.003 10.1007/s11770-014-0433-5 |
| ContentType | Journal Article |
| Copyright | 2016 Wiley Periodicals, Inc. 2017 Wiley Periodicals, Inc. |
| Copyright_xml | – notice: 2016 Wiley Periodicals, Inc. – notice: 2017 Wiley Periodicals, Inc. |
| DBID | NPM AAYXX CITATION 7QF 7QO 7QP 7QQ 7SC 7SE 7SP 7SR 7SS 7TA 7TB 7U5 7U7 8BQ 8FD C1K F28 FR3 H8D H8G JG9 JQ2 K9. KR7 L7M L~C L~D P64 RC3 7X8 |
| DOI | 10.1002/jemt.22720 |
| DatabaseName | PubMed CrossRef Aluminium Industry Abstracts Biotechnology Research Abstracts Calcium & Calcified Tissue Abstracts Ceramic Abstracts Computer and Information Systems Abstracts Corrosion Abstracts Electronics & Communications Abstracts Engineered Materials Abstracts Entomology Abstracts (Full archive) Materials Business File Mechanical & Transportation Engineering Abstracts Solid State and Superconductivity Abstracts Toxicology Abstracts METADEX Technology Research Database Environmental Sciences and Pollution Management ANTE: Abstracts in New Technology & Engineering Engineering Research Database Aerospace Database Copper Technical Reference Library Materials Research Database ProQuest Computer Science Collection ProQuest Health & Medical Complete (Alumni) Civil Engineering Abstracts Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional Biotechnology and BioEngineering Abstracts Genetics Abstracts MEDLINE - Academic |
| DatabaseTitle | PubMed CrossRef Materials Research Database Technology Research Database Computer and Information Systems Abstracts – Academic Mechanical & Transportation Engineering Abstracts ProQuest Computer Science Collection Computer and Information Systems Abstracts ProQuest Health & Medical Complete (Alumni) Materials Business File Environmental Sciences and Pollution Management Aerospace Database Copper Technical Reference Library Engineered Materials Abstracts Genetics Abstracts Biotechnology Research Abstracts Advanced Technologies Database with Aerospace ANTE: Abstracts in New Technology & Engineering Civil Engineering Abstracts Aluminium Industry Abstracts Toxicology Abstracts Electronics & Communications Abstracts Ceramic Abstracts METADEX Biotechnology and BioEngineering Abstracts Computer and Information Systems Abstracts Professional Entomology Abstracts Solid State and Superconductivity Abstracts Engineering Research Database Calcium & Calcified Tissue Abstracts Corrosion Abstracts MEDLINE - Academic |
| DatabaseTitleList | PubMed CrossRef Materials Research Database Materials Research Database MEDLINE - Academic |
| Database_xml | – sequence: 1 dbid: NPM name: PubMed url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed sourceTypes: Index Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Biology |
| EISSN | 1097-0029 |
| EndPage | 159 |
| ExternalDocumentID | 4288228681 10_1002_jemt_22720 27407034 JEMT22720 |
| Genre | article Journal Article |
| GroupedDBID | --- -~X .3N .55 .GA .GJ .Y3 05W 0R~ 10A 123 1L6 1OB 1OC 1ZS 31~ 33P 3SF 3WU 4.4 4ZD 50Y 50Z 51W 51X 52M 52N 52O 52P 52S 52T 52U 52W 52X 53G 5VS 66C 702 7PT 8-0 8-1 8-3 8-4 8-5 8UM 930 A03 AAESR AAEVG AAHHS AANLZ AAONW AASGY AAXRX AAZKR ABCQN ABCUV ABEFU ABEML ABIJN ABJNI ABPVW ACAHQ ACBWZ ACCFJ ACCZN ACGFS ACIWK ACNCT ACPOU ACPRK ACSCC ACXBN ACXQS ADBBV ADEOM ADIZJ ADKYN ADMGS ADOZA ADXAS ADZMN AEEZP AEIGN AEIMD AENEX AEQDE AETEA AEUQT AEUYR AFBPY AFFPM AFGKR AFPWT AFRAH AFZJQ AHBTC AHMBA AITYG AIURR AIWBW AJBDE AJXKR ALAGY ALMA_UNASSIGNED_HOLDINGS ALUQN AMBMR AMYDB ATUGU AUFTA AZBYB AZFZN AZVAB BAFTC BDRZF BFHJK BHBCM BMNLL BMXJE BNHUX BQCPF BROTX BRXPI BY8 CS3 D-E D-F DCZOG DPXWK DR1 DR2 DRFUL DRSTM EBD EBS EJD EMOBN F00 F01 F04 F5P FEDTE G-S G.N GNP GODZA H.T H.X HBH HF~ HGLYW HHY HHZ HVGLF HZ~ IX1 J0M JPC KQQ LATKE LAW LC2 LC3 LEEKS LH4 LITHE LOXES LP6 LP7 LUTES LW6 LYRES M56 MEWTI MK4 MRFUL MRSTM MSFUL MSSTM MXFUL MXSTM N04 N05 N9A NF~ NNB O66 O9- OIG P2P P2W P2X P4D PALCI PQQKQ Q.N Q11 QB0 QRW R.K RIWAO ROL RWI RWR RX1 RYL SAMSI SUPJJ SV3 TWZ UB1 V2E W8V W99 WBKPD WHWMO WIB WIH WIK WJL WOHZO WQJ WRC WVDHM WXSBR WYB X7M XG1 XPP XV2 ZZTAW ~02 ~IA ~WT NPM AAYXX CITATION 7QF 7QO 7QP 7QQ 7SC 7SE 7SP 7SR 7SS 7TA 7TB 7U5 7U7 8BQ 8FD C1K F28 FR3 H8D H8G JG9 JQ2 K9. KR7 L7M L~C L~D P64 RC3 7X8 |
| ID | FETCH-LOGICAL-c4600-f1f2dcc1710501692b4882c4488819cee3cb16cae8c7ac58333d0c89944255f93 |
| IEDL.DBID | DR2 |
| ISSN | 1059-910X |
| IngestDate | Fri Aug 16 11:46:15 EDT 2024 Fri Aug 16 03:58:12 EDT 2024 Thu Oct 10 16:39:53 EDT 2024 Thu Sep 26 18:12:02 EDT 2024 Sat Sep 28 08:45:52 EDT 2024 Sat Aug 24 01:19:48 EDT 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 1 |
| Keywords | tether detection automatic event detection batch processing atomic force microscopy wavelet analysis |
| Language | English |
| License | 2016 Wiley Periodicals, Inc. |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c4600-f1f2dcc1710501692b4882c4488819cee3cb16cae8c7ac58333d0c89944255f93 |
| Notes | Review Editor: Prof. Jose Luis Toca‐Herrera ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
| PMID | 27407034 |
| PQID | 1853429724 |
| PQPubID | 1016375 |
| PageCount | 7 |
| ParticipantIDs | proquest_miscellaneous_1880006094 proquest_miscellaneous_1826716550 proquest_journals_1853429724 crossref_primary_10_1002_jemt_22720 pubmed_primary_27407034 wiley_primary_10_1002_jemt_22720_JEMT22720 |
| PublicationCentury | 2000 |
| PublicationDate | January 2017 |
| PublicationDateYYYYMMDD | 2017-01-01 |
| PublicationDate_xml | – month: 01 year: 2017 text: January 2017 |
| PublicationDecade | 2010 |
| PublicationPlace | United States |
| PublicationPlace_xml | – name: United States – name: New York |
| PublicationTitle | Microscopy research and technique |
| PublicationTitleAlternate | Microsc Res Tech |
| PublicationYear | 2017 |
| Publisher | Wiley Subscription Services, Inc |
| Publisher_xml | – name: Wiley Subscription Services, Inc |
| References | 2012; 102 2012 1984; 23 2009 2008 2007 2007b; 129 1993 1992 2011; 6 2013; 5 2014; 136 2005; 89 1995; 82 2007a; 129 2013; 76 1999; 34 2014; 37 1999; 12 2016 2014 2013 2005; 59 2005; 16 2012; 5 2014; 11 1998; 79 e_1_2_6_10_1 In F. (e_1_2_6_12_1) 2013 e_1_2_6_13_1 e_1_2_6_14_1 e_1_2_6_11_1 e_1_2_6_17_1 e_1_2_6_15_1 e_1_2_6_16_1 Mallat S. (e_1_2_6_18_1) 2008 e_1_2_6_21_1 e_1_2_6_20_1 Basseville M. (e_1_2_6_5_1) 1993 e_1_2_6_9_1 e_1_2_6_8_1 e_1_2_6_4_1 e_1_2_6_7_1 e_1_2_6_6_1 e_1_2_6_25_1 e_1_2_6_24_1 e_1_2_6_3_1 Moreno‐Flores S. (e_1_2_6_19_1) 2012 e_1_2_6_23_1 e_1_2_6_2_1 e_1_2_6_22_1 e_1_2_6_28_1 e_1_2_6_27_1 e_1_2_6_26_1 |
| References_xml | – volume: 23 start-page: 85 year: 1984 end-page: 102 article-title: Cycle‐octave and related transforms in seismic signal analysis publication-title: Geoexploration – volume: 129 start-page: 904 issue: 6 year: 2007b end-page: 912 article-title: Robust strategies for automated AFM force curve analysis‐II: adhesion‐influenced indentation of soft, elastic materials publication-title: Journal of Biomechanical Engineering – year: 2009 – volume: 5 start-page: 588 issue: 4 year: 2012 end-page: 603 article-title: An efficient algorithm for automatic peak detection in noisy periodic and quasi‐periodic signals publication-title: Algorithms – volume: 16 start-page: R65 issue: 6 year: 2005 end-page: R92 article-title: AFM: A versatile tool in biophysics publication-title: Measurement Science and Technology – volume: 34 start-page: 1 year: 1999 end-page: 104 article-title: Force‐distance curves by atomic force microscopy publication-title: Surface Science Reports – volume: 82 start-page: 385 issue: 2 year: 1995 end-page: 397 article-title: Jump and sharp cusp detection by wavelets publication-title: Biometrika – volume: 76 start-page: 870 year: 2013 end-page: 876 article-title: A new automatic contact point detection algorithm for AFM force curves publication-title: Microscopy Research and Technique – volume: 11 start-page: 128 issue: 2 year: 2014 end-page: 138 article-title: An automatic seismic signal detection method based on fourth‐order statistics and applications publication-title: Applied Geophysics – year: 2016 – volume: 6 start-page: 16 year: 2011 article-title: Efficient unfolding pattern recognition in single molecule force spectroscopy data publication-title: Algorithms for Molecular Biology – volume: 59 start-page: 1 issue: 1–6 year: 2005 end-page: 152 article-title: Force measurements with the atomic force microscope: technique, interpretation and applications publication-title: Surface Science Reports – volume: 102 start-page: 1866 issue: 8 year: 2012 end-page: 1871 article-title: Molecular structure of membrane tethers publication-title: Biophysical Journal – year: 1992 – year: 2014 – year: 2012 – volume: 89 start-page: 4320 issue: 6 year: 2005 end-page: 4329 article-title: Multiple membrane tethers probed by atomic force microscopy publication-title: Biophysical Journal – volume: 129 start-page: 430 issue: 3 year: 2007a end-page: 440 article-title: Robust strategies for automated AFM force curve analysis—I. Non‐adhesive indentation of soft, inhomogeneous materials publication-title: Journal of Biomechanical Engineering – volume: 136 start-page: 7 year: 2014 end-page: 14 article-title: Improving single molecule force spectroscopy through automated real‐time data collection and quantification of experimental conditions publication-title: Ultramicroscopy – year: 2008 – volume: 12 start-page: 2679 issue: 8 year: 1999 end-page: 2690 article-title: Interdecadal changes in the {ENSO}‐monsoon system publication-title: Journal of Climate – start-page: 129 year: 2007 end-page: 156 – year: 1993 – volume: 5 start-page: 270 issue: 3 year: 2013 end-page: 284 article-title: A robust R peak detection algorithm using wavelet transform for heart rate variability studies publication-title: International Journal on Electrical Engineering and Informatics. – volume: 37 start-page: 209 year: 2014 end-page: 218 article-title: Automated AFM force curve analysis for determining elastic modulus of biomaterials and biological samples publication-title: Journal of the Mechanical Behavior of Biomedical Materials – year: 2013 – volume: 79 start-page: 61 issue: 1 year: 1998 end-page: 78 article-title: A practical guide to wavelet analysis publication-title: Bulletin of the American Meteorological Society. – volume-title: An introduction to wavelet theory in finance: A wavelet multiscale approach year: 2013 ident: e_1_2_6_12_1 contributor: fullname: In F. – ident: e_1_2_6_27_1 doi: 10.1093/biomet/82.2.385 – volume-title: A wavelet tour of signal processing: The sparse way year: 2008 ident: e_1_2_6_18_1 contributor: fullname: Mallat S. – ident: e_1_2_6_9_1 doi: 10.1016/j.jmbbm.2014.05.027 – ident: e_1_2_6_15_1 doi: 10.1115/1.2720924 – ident: e_1_2_6_10_1 doi: 10.1137/1.9781611970104 – ident: e_1_2_6_22_1 doi: 10.3390/a5040588 – ident: e_1_2_6_28_1 – ident: e_1_2_6_8_1 doi: 10.1016/S0167-5729(99)00003-5 – ident: e_1_2_6_11_1 doi: 10.1016/0016-7142(84)90025-5 – ident: e_1_2_6_20_1 doi: 10.15676/ijeei.2013.5.3.3 – ident: e_1_2_6_6_1 doi: 10.1002/jemt.22241 – volume-title: Hybridizing surface probe microscopies: Toward a full description of the meso‐ and nanoworlds year: 2012 ident: e_1_2_6_19_1 doi: 10.1201/b12694 contributor: fullname: Moreno‐Flores S. – volume-title: Detection of abrupt changes: Theory and application year: 1993 ident: e_1_2_6_5_1 contributor: fullname: Basseville M. – ident: e_1_2_6_26_1 doi: 10.1175/1520-0442(1999)012<2679:ICITEM>2.0.CO;2 – ident: e_1_2_6_23_1 doi: 10.1016/j.ultramic.2013.07.020 – ident: e_1_2_6_14_1 doi: 10.1007/978-3-540-34625-8_5 – ident: e_1_2_6_13_1 – ident: e_1_2_6_21_1 – ident: e_1_2_6_3_1 doi: 10.1186/1748-7188-6-16 – ident: e_1_2_6_16_1 doi: 10.1115/1.2800826 – ident: e_1_2_6_24_1 doi: 10.1529/biophysj.104.058180 – ident: e_1_2_6_4_1 doi: 10.1016/j.bpj.2012.03.048 – ident: e_1_2_6_2_1 doi: 10.1088/0957-0233/16/6/R01 – ident: e_1_2_6_25_1 doi: 10.1175/1520-0477(1998)079<0061:APGTWA>2.0.CO;2 – ident: e_1_2_6_7_1 doi: 10.1016/j.surfrep.2005.08.003 – ident: e_1_2_6_17_1 doi: 10.1007/s11770-014-0433-5 |
| SSID | ssj0011514 |
| Score | 2.268174 |
| Snippet | An algorithm, based on the wavelet scalogram energy, for automatically detecting events in force‐extension AFM force spectroscopy experiments is introduced.... An algorithm, based on the wavelet scalogram energy, for automatically detecting events in force-extension AFM force spectroscopy experiments is introduced.... Abstract An algorithm, based on the wavelet scalogram energy, for automatically detecting events in force‐extension AFM force spectroscopy experiments is... |
| SourceID | proquest crossref pubmed wiley |
| SourceType | Aggregation Database Index Database Publisher |
| StartPage | 153 |
| SubjectTerms | Algorithms Atomic force microscopy automatic event detection batch processing Decay rate Discontinuity Microscopy Regularity tether detection Tethers Wavelet wavelet analysis |
| Title | Searching events in AFM force‐extension curves: A wavelet approach |
| URI | https://onlinelibrary.wiley.com/doi/abs/10.1002%2Fjemt.22720 https://www.ncbi.nlm.nih.gov/pubmed/27407034 https://www.proquest.com/docview/1853429724 https://search.proquest.com/docview/1826716550 https://search.proquest.com/docview/1880006094 |
| Volume | 80 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1bS8MwFA5jIPji_TKdEtEnodua3sWXoRtjMB9kg71ISdMEVOxk6xR98if4G_0lnpOuHVMY6FtLT0ua5OR830nyhZAz15V-DNTHUBFwE5sLafCAK0NZgW8p0wYyh3nI3o3bGdjdoTMskct8L0ymD1Ek3NAz9HiNDs6jSX0uGvogn9Iaw2lEGIBRSQ8R0W2hHQVIRwt7I34Aj24MC21SVp-_uhiNfkHMRcSqQ057ndzlhc1WmjzWpmlUE-8_dBz_-zcbZG2GRWkz6zybpCSTLbKSnU75tk2us6XIENuolnma0PuENts9CjhXyK-PT51Ax2wbFdPxi5xc0CZ95XiSRUpzrfIdMmi3-lcdY3bogiFsAD-GMhWLhTABeTio1MIicHEmgMX5AB4gpFoiMl3BpS88LnDPlhU3BLA2G7zfUYG1S8rJKJH7hFpwJ8GowYVvKzMOXB45scc9x1N4XlaFnOaVHz5n2hphpqLMQqyPUNdHhVTzdgln_jUJEWVAJPWYXSEnxWPwDJzu4IkcTdGGucAGgYIts_G1JE0A39nL2rwoCvB1HA_hybluuSVlDLutXl9fHfzF-JCsMkQJOqNTJeV0PJVHgHHS6Fj35W-N7_aI |
| link.rule.ids | 315,786,790,1382,27955,27956,46327,46751 |
| linkProvider | Wiley-Blackwell |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3JTsMwELVYhODCvpTVCE5IaRtn51ZBq1LaHlAr9RY5ji0BIkVtCoITn8A38iXMOG0qQEKCWyI7UWJ7PO-N7TeEnLqu9GOgPoaKgJvYXEiDB1wZygp8S5k2kDmMQ7babr1rN3pOb7w3B8_CZPoQecANLUPP12jgGJAuTVVD7-RDWmS4jjhL5sHeHbTLy5tcPQqwjpb2RgQBNl3u5eqkrDR99qs_-gEyv2JW7XRqK1lm1aHWKsS9JvfFURoVxes3Jcd__88qWR7DUVrJxs8amZHJOlnIElS-bJDLbDcyuDeqlZ6G9DahlVqLAtQV8uPtXcfQMeBGxWjwJIfntEKfOSazSOlErnyTdGvVzkXdGOddMIQN-MdQpmKxECaADwfFWlgEVs4EEDkf8AN4VUtEpiu49IXHBR7bsuKyAOJmwwTgqMDaInNJP5E7hFpwJ6FSmQvfVmYcuDxyYo97jqcwZVaBnExaP3zM5DXCTEiZhdgeoW6PAtmfdEw4NrFhiEADnKnH7AI5zovBOHDFgyeyP8I6zAVCCCzstzq-VqUJ4D3bWafnnwKUHadEKDnTXffLN4aNaqujr3b_UvmILNY7rWbYvGpf75ElhqBBB3j2yVw6GMkDgDxpdKgH9icDMPqo |
| linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1bS-QwFD54YcUXr6uO18j6tNCZaXoXXwbHQd0dEVGYl6WkaQIqVnE6ij75E_yN_hLPSacVFYT1raWnJU1ycr7vJPkCsOX7KkyR-lg6QW7iCqksEQltaScKHW27SOYoD9k98vfP3MOe1xuBnXIvTKEPUSXcyDPMeE0OfpPqxpto6IW6yuucphFHYdz1HU7Uq31SiUch1DHK3gQg0KWbvUqclDfe3n0fjj5hzPeQ1cSczjT8K0tbLDW5rA_ypC4fPwg5fvd3ZmBqCEZZq-g9szCisjn4URxP-TAP7WItMgY3ZnSe-uw8Y61OlyHQlerl6dlk0CndxuTg9k71t1mL3Qs6yiJnpVj5Tzjr7J3u7lvDUxcs6SL6sbSteSqljdDDI6kWnqCPc4k0LkT0gDHVkYntS6FCGQhJm7actCmRtrno_p6OnAUYy64ztQTMwTuFRk0hQ1fbaeSLxEsDEXiBpgOzavCrrPz4phDXiAsZZR5TfcSmPmqwWrZLPHSwfkwwA0NpwN0abFaP0TVovkNk6npANtxHOogc7Cub0GjSRPidxaLNq6IgYacBEZ_8Ni33RRnjw73uqbla_h_jDZg4bnfivwdHf1ZgkhNiMNmdVRjLbwdqDfFOnqybbv0KGg35Vw |
| 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=Searching+events+in+AFM+force-extension+curves%3A+A+wavelet+approach&rft.jtitle=Microscopy+research+and+technique&rft.au=Ben%C3%ADtez%2C+R&rft.au=Bol%C3%B3s%2C+V+J&rft.date=2017-01-01&rft.eissn=1097-0029&rft.volume=80&rft.issue=1&rft.spage=153&rft.epage=159&rft_id=info:doi/10.1002%2Fjemt.22720&rft.externalDBID=NO_FULL_TEXT |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1059-910X&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1059-910X&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1059-910X&client=summon |