Optimization of Optical Image Geometric Modeling, Application to Topography Extraction and Topographic Change Measurements Using PlanetScope and SkySat Imagery

The volume of data generated by earth observation satellites has increased tremendously over the last few decades and will increase further in the coming decade thanks in particular to the launch of nanosatellites constellations. These data should open new avenues for Earth surface monitoring due to...

Celý popis

Uloženo v:

Podrobná bibliografie
Vydáno v:	Remote sensing (Basel, Switzerland) Ročník 12; číslo 20; s. 3418
Hlavní autoři:	Aati, Saif, Avouac, Jean-Philippe
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	Basel MDPI AG 18.10.2020
Témata:	accuracy Arizona Bias Calibration Coastal erosion copper Cubesat Cubesats deformation DEM-extraction Digital Elevation Models Earth Earth observations (from space) Earth surface Elevation Excavation extraction flow Geometric accuracy Geometry Geomorphology Glaciers ice Image acquisition Image reconstruction Image registration Landslides Lidar Mass transfer mining Model accuracy monitoring Nanosatellites Optimization Pakistan PlanetScope Rational functions Remote sensing RFM sensor model optimization Satellite observation Satellites Sensors SkySat Software Standard deviation surveys Temporal resolution Topography volume yields Arizona Pakistan
ISSN:	2072-4292, 2072-4292
On-line přístup:	Získat plný text
Tagy:	Přidat tag Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!

Abstract	The volume of data generated by earth observation satellites has increased tremendously over the last few decades and will increase further in the coming decade thanks in particular to the launch of nanosatellites constellations. These data should open new avenues for Earth surface monitoring due to highly improved spectral, spatial and temporal resolution. Many applications depend, however, on the accuracy of the image geometric model. The geometry of optical images, whether acquired from pushbroom or frame systems, is now commonly represented using a Rational Function Model (RFM). While the formalism has become standard, the procedures used to generate these models and their accuracies are diverse. As a result, the RFM models delivered with commercial data are commonly not accurate enough for 3-D extraction, subpixel registration or ground deformation measurements. In this study, we present a methodology for RFM optimization and demonstrate its potential for 3D reconstruction using tri-stereo and multi-date Cubesat images provided by SkySat and PlanetScope, respectively. We use SkySat data over the Morenci Mine, Arizona, which is the largest copper mine in the United States. The re-projection error after the RFM refinement is 0.42 pix without using ground control points (GCPs). Comparison of our Digital Elevation Model (DEM with ~3 m GSD) with a reference DEM obtained from an airborne LiDAR survey (with ~1 m GSD) over stable areas yields a standard deviation of the elevation differences of ~3.9 m. The comparison of the two DEMs allows detecting and measuring the topographic changes due to the mine activity (excavation and stockpiles). We assess the potential of PlanetScope data, using multi-date DOVE-C images from the Shisper glacier, located in the Karakoram (Pakistan), which is known for its recent surge. We extracted DEMs in 2017 and 2019 before and after the surge. The re-projection error after the RFM refinement is 0.38 pix without using GCPs. The accuracy of our DEMs (with ~9 m GSD) is evaluated through comparison with the SRTM DEM (GSD ~30 m) and with a DEM (GSD ~2 m) calculated from Geoeye-1 (GE-1) and World-View-2 (WV-2) stereo images. The standard deviation of the elevation differences in stable areas between the PlanetScope DEM and SRTM is ~12 m, and ~7 m with the GE-1&WV-2 DEM. The mass transfer due to the surge is clearly revealed from a comparison of the 2017 and 2019 DEMs. The study demonstrates that, with the proposed scheme for RFM optimization, times series of DEM extracted from SkySat and PlanetScope images can be used to measure topographic changes due to mining activities or ice flow, and could also be used to monitor geomorphic processes such as landslides, or coastal erosion for example.
AbstractList	The volume of data generated by earth observation satellites has increased tremendously over the last few decades and will increase further in the coming decade thanks in particular to the launch of nanosatellites constellations. These data should open new avenues for Earth surface monitoring due to highly improved spectral, spatial and temporal resolution. Many applications depend, however, on the accuracy of the image geometric model. The geometry of optical images, whether acquired from pushbroom or frame systems, is now commonly represented using a Rational Function Model (RFM). While the formalism has become standard, the procedures used to generate these models and their accuracies are diverse. As a result, the RFM models delivered with commercial data are commonly not accurate enough for 3-D extraction, subpixel registration or ground deformation measurements. In this study, we present a methodology for RFM optimization and demonstrate its potential for 3D reconstruction using tri-stereo and multi-date Cubesat images provided by SkySat and PlanetScope, respectively. We use SkySat data over the Morenci Mine, Arizona, which is the largest copper mine in the United States. The re-projection error after the RFM refinement is 0.42 pix without using ground control points (GCPs). Comparison of our Digital Elevation Model (DEM with ~3 m GSD) with a reference DEM obtained from an airborne LiDAR survey (with ~1 m GSD) over stable areas yields a standard deviation of the elevation differences of ~3.9 m. The comparison of the two DEMs allows detecting and measuring the topographic changes due to the mine activity (excavation and stockpiles). We assess the potential of PlanetScope data, using multi-date DOVE-C images from the Shisper glacier, located in the Karakoram (Pakistan), which is known for its recent surge. We extracted DEMs in 2017 and 2019 before and after the surge. The re-projection error after the RFM refinement is 0.38 pix without using GCPs. The accuracy of our DEMs (with ~9 m GSD) is evaluated through comparison with the SRTM DEM (GSD ~30 m) and with a DEM (GSD ~2 m) calculated from Geoeye-1 (GE-1) and World-View-2 (WV-2) stereo images. The standard deviation of the elevation differences in stable areas between the PlanetScope DEM and SRTM is ~12 m, and ~7 m with the GE-1&WV-2 DEM. The mass transfer due to the surge is clearly revealed from a comparison of the 2017 and 2019 DEMs. The study demonstrates that, with the proposed scheme for RFM optimization, times series of DEM extracted from SkySat and PlanetScope images can be used to measure topographic changes due to mining activities or ice flow, and could also be used to monitor geomorphic processes such as landslides, or coastal erosion for example.
Author	Avouac, Jean-Philippe Aati, Saif
Author_xml	– sequence: 1 givenname: Saif orcidid: 0000-0003-1087-832X surname: Aati fullname: Aati, Saif – sequence: 2 givenname: Jean-Philippe orcidid: 0000-0002-3060-8442 surname: Avouac fullname: Avouac, Jean-Philippe
BookMark	eNptkstq3DAUhkVJoOkkmz6BoJtSOo0utmwvw5AmAwkpTLIWx_bRRFPbciUNZPoyfdVoPC0pIdrocr7_F-fygRwNbkBCPnL2TcqKnfvAhWAy4-U7ciJYIeaZqMTRf-f35CyEDUtLSl6x7IT8uRuj7e1viNYN1Bm6vzfQ0WUPa6RX6HqM3jb01rXY2WH9lV6MY5eQSRAdvXejW3sYH3f08il6aKYADO1LJMkXjzAkv1uEsPXY4xADfQjJj_7oYMC4atyIk2r1c7eCePjf707JsYEu4NnffUYevl_eL67nN3dXy8XFzRwyXsR52SoQdVHUlUFUtZKtlFiZFlE2Jm95Lds8M0KCUKZmhYHCKA41shaAY1bJGVkefFsHGz1624PfaQdWTw_OrzX4VJkOdVkILAFVpaDJKqbqiudG1QLzjOcyNWBGPh-8Ru9-bTFE3dvQYLdP1G2DFjnnvBQqLxL66RW6cVs_pEwTlTPJWZmpRLED1XgXgkejGxunBqR6205zpvcDoF8GIEm-vJL8y-kN-Bnrd7Ux
CitedBy_id	crossref_primary_10_5194_esurf_12_1121_2024 crossref_primary_10_3390_rs15010085 crossref_primary_10_1016_j_rsase_2021_100518 crossref_primary_10_3390_rs17081435 crossref_primary_10_3390_rs15143496 crossref_primary_10_3390_drones6030060 crossref_primary_10_1186_s40068_025_00415_5 crossref_primary_10_1109_TGRS_2022_3215821 crossref_primary_10_3390_rs15204915 crossref_primary_10_3390_rs13193930 crossref_primary_10_1007_s12524_025_02128_9 crossref_primary_10_3390_s23156677 crossref_primary_10_3390_rs15123093 crossref_primary_10_1016_j_compag_2024_109764 crossref_primary_10_3390_rs14071646 crossref_primary_10_5194_tc_16_3123_2022 crossref_primary_10_1016_j_rsase_2023_101013
Cites_doi	10.14358/PERS.69.1.53 10.14358/PERS.75.9.1083 10.1038/s41598-020-61277-8 10.5194/hess-23-4233-2019 10.3390/rs10091462 10.1016/j.isprsjprs.2014.04.007 10.4136/ambi-agua.2513 10.14358/PERS.69.1.59 10.1007/s001380050120 10.1109/ACCESS.2018.2797872 10.5194/isprs-annals-III-1-83-2016 10.14358/PERS.72.5.551 10.1109/TGRS.2009.2021649 10.1109/IGARSS.2014.6946762 10.1109/TGRS.2013.2249521 10.3133/fs20143085 10.1109/TGRS.2008.918649 10.1016/j.geomorph.2019.106957 10.1186/s40965-017-0027-2 10.1109/TGRS.2006.888937 10.1111/j.1477-9730.2011.00665.x 10.1080/19479832.2015.1109565 10.52638/rfpt.2019.439 10.1016/j.isprsjprs.2017.10.009 10.3390/rs11172052 10.1155/2019/5063145 10.1109/TPAMI.2007.1166 10.1145/1291233.1291311 10.1002/2013EO130002
ContentType	Journal Article
Copyright	2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml	– notice: 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID	AAYXX CITATION 7QF 7QO 7QQ 7QR 7SC 7SE 7SN 7SP 7SR 7TA 7TB 7U5 8BQ 8FD 8FE 8FG ABJCF ABUWG AFKRA ARAPS AZQEC BENPR BGLVJ BHPHI BKSAR C1K CCPQU DWQXO F28 FR3 H8D H8G HCIFZ JG9 JQ2 KR7 L6V L7M L~C L~D M7S P5Z P62 P64 PCBAR PHGZM PHGZT PIMPY PKEHL PQEST PQGLB PQQKQ PQUKI PRINS PTHSS 7S9 L.6 DOA
DOI	10.3390/rs12203418
DatabaseName	CrossRef Aluminium Industry Abstracts Biotechnology Research Abstracts Ceramic Abstracts Chemoreception Abstracts Computer and Information Systems Abstracts Corrosion Abstracts Ecology Abstracts Electronics & Communications Abstracts Engineered Materials Abstracts Materials Business File Mechanical & Transportation Engineering Abstracts Solid State and Superconductivity Abstracts METADEX Technology Research Database ProQuest SciTech Collection ProQuest Technology Collection Materials Science & Engineering Collection ProQuest Central (Alumni) ProQuest Central UK/Ireland Advanced Technologies & Computer Science Collection ProQuest Central Essentials - QC ProQuest Central ProQuest Technology Collection Natural Science Collection Earth, Atmospheric & Aquatic Science Collection Environmental Sciences and Pollution Management ProQuest One ProQuest Central ANTE: Abstracts in New Technology & Engineering Engineering Research Database Aerospace Database Copper Technical Reference Library SciTech Premium Collection Materials Research Database ProQuest Computer Science Collection Civil Engineering Abstracts ProQuest Engineering Collection Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional Engineering Database Advanced Technologies & Aerospace Database ProQuest Advanced Technologies & Aerospace Collection Biotechnology and BioEngineering Abstracts Earth, Atmospheric & Aquatic Science Database 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) ProQuest One Applied & Life Sciences ProQuest One Academic (retired) ProQuest One Academic UKI Edition ProQuest Central China Engineering Collection AGRICOLA AGRICOLA - Academic DOAJ Directory of Open Access Journals
DatabaseTitle	CrossRef Publicly Available Content Database Materials Research Database ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Essentials ProQuest Computer Science Collection Computer and Information Systems Abstracts SciTech Premium Collection ProQuest Central China Materials Business File Environmental Sciences and Pollution Management ProQuest One Applied & Life Sciences Engineered Materials Abstracts Natural Science Collection Chemoreception Abstracts ProQuest Central (New) Engineering Collection ANTE: Abstracts in New Technology & Engineering Advanced Technologies & Aerospace Collection Engineering Database Aluminium Industry Abstracts ProQuest One Academic Eastern Edition Electronics & Communications Abstracts Earth, Atmospheric & Aquatic Science Database ProQuest Technology Collection Ceramic Abstracts Ecology Abstracts Biotechnology and BioEngineering Abstracts ProQuest One Academic UKI Edition Solid State and Superconductivity Abstracts Engineering Research Database ProQuest One Academic ProQuest One Academic (New) Technology Collection Technology Research Database Computer and Information Systems Abstracts – Academic ProQuest One Academic Middle East (New) Mechanical & Transportation Engineering Abstracts ProQuest Central (Alumni Edition) ProQuest One Community College Earth, Atmospheric & Aquatic Science Collection ProQuest Central Aerospace Database Copper Technical Reference Library ProQuest Engineering Collection Biotechnology Research Abstracts ProQuest Central Korea Advanced Technologies Database with Aerospace Civil Engineering Abstracts ProQuest SciTech Collection METADEX Computer and Information Systems Abstracts Professional Advanced Technologies & Aerospace Database Materials Science & Engineering Collection Corrosion Abstracts AGRICOLA AGRICOLA - Academic
DatabaseTitleList	Publicly Available Content Database CrossRef AGRICOLA
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	Geography
EISSN	2072-4292
ExternalDocumentID	oai_doaj_org_article_872e8ae696ac4906b915f6b2e5415320 10_3390_rs12203418
GeographicLocations	Arizona Pakistan
GeographicLocations_xml	– name: Arizona – name: Pakistan
GroupedDBID	29P 2WC 2XV 5VS 8FE 8FG 8FH AADQD AAHBH AAYXX ABDBF ABJCF ACUHS ADBBV ADMLS AENEX AFFHD AFKRA AFZYC ALMA_UNASSIGNED_HOLDINGS ARAPS BCNDV BENPR BGLVJ BHPHI BKSAR CCPQU CITATION E3Z ESX FRP GROUPED_DOAJ HCIFZ I-F IAO ITC KQ8 L6V LK5 M7R M7S MODMG M~E OK1 P62 PCBAR PHGZM PHGZT PIMPY PQGLB PROAC PTHSS TR2 TUS 7QF 7QO 7QQ 7QR 7SC 7SE 7SN 7SP 7SR 7TA 7TB 7U5 8BQ 8FD ABUWG AZQEC C1K DWQXO F28 FR3 H8D H8G JG9 JQ2 KR7 L7M L~C L~D P64 PKEHL PQEST PQQKQ PQUKI PRINS 7S9 L.6 PUEGO
ID	FETCH-LOGICAL-a417t-8d6a2b77b9fee6b63d33e9fdee3cf5d1b3d54f23a26fb07fa7f61abe0daa1e493
IEDL.DBID	DOA
ISICitedReferencesCount	25
ISICitedReferencesURI	http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000585639400001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN	2072-4292
IngestDate	Fri Oct 03 12:40:25 EDT 2025 Fri Sep 05 10:25:08 EDT 2025 Fri Jul 25 09:28:59 EDT 2025 Sat Nov 29 07:14:08 EST 2025 Tue Nov 18 21:19:39 EST 2025
IsDoiOpenAccess	true
IsOpenAccess	true
IsPeerReviewed	true
IsScholarly	true
Issue	20
Language	English
LinkModel	DirectLink
MergedId	FETCHMERGED-LOGICAL-a417t-8d6a2b77b9fee6b63d33e9fdee3cf5d1b3d54f23a26fb07fa7f61abe0daa1e493
Notes	ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23
ORCID	0000-0002-3060-8442 0000-0003-1087-832X
OpenAccessLink	https://doaj.org/article/872e8ae696ac4906b915f6b2e5415320
PQID	2550310846
PQPubID	2032338
ParticipantIDs	doaj_primary_oai_doaj_org_article_872e8ae696ac4906b915f6b2e5415320 proquest_miscellaneous_2511182657 proquest_journals_2550310846 crossref_citationtrail_10_3390_rs12203418 crossref_primary_10_3390_rs12203418
PublicationCentury	2000
PublicationDate	20201018
PublicationDateYYYYMMDD	2020-10-18
PublicationDate_xml	– month: 10 year: 2020 text: 20201018 day: 18
PublicationDecade	2020
PublicationPlace	Basel
PublicationPlace_xml	– name: Basel
PublicationTitle	Remote sensing (Basel, Switzerland)
PublicationYear	2020
Publisher	MDPI AG
Publisher_xml	– name: MDPI AG
References	Bhambri (ref_38) 2020; 10 Meynart (ref_47) 2014; Volume 9241 Tao (ref_7) 2001; 67 Habib (ref_18) 2002; 17 ref_10 Reinartz (ref_24) 2016; 7 ref_51 Neigh (ref_52) 2013; 94 Rupnik (ref_11) 2016; 3 ref_17 Poli (ref_50) 2015; 100 ref_23 ref_20 Perko (ref_12) 2018; 6 Leprince (ref_15) 2008; 46 Shah (ref_40) 2019; 52 ref_26 Xiong (ref_22) 2009; 75 Bethmann (ref_29) 2015; XL-3/W2 Grodecki (ref_21) 2003; 69 Rashid (ref_39) 2019; 351 Poli (ref_49) 2013; XL-1/W1 Hirschmuller (ref_28) 2008; 30 ref_36 ref_35 Kuschk (ref_5) 2014; XL–1 ref_32 ref_31 Aguilar (ref_43) 2014; 52 Clery (ref_33) 2011; 3816 Raggam (ref_48) 2006; 72 Zhang (ref_19) 2017; 134 Aati (ref_37) 2020; 1 Chang (ref_30) 2018; 6 Fusiello (ref_27) 2000; 12 Takaku (ref_16) 2009; 47 Leprince (ref_14) 2007; 45 Rupnik (ref_34) 2017; 2 Santillan (ref_42) 2016; XLI-B4 ref_46 Jacobsen (ref_13) 2015; 40 ref_45 ref_44 Poli (ref_8) 2012; 27 Altena (ref_25) 2019; 23 ref_41 ref_1 ref_3 ref_2 ref_9 ref_4 ref_6
References_xml	– ident: ref_23 doi: 10.14358/PERS.69.1.53 – volume: 6 start-page: 2019 year: 2018 ident: ref_12 article-title: Very high resolution mapping with the Pleiades satellite constellation publication-title: Am. J. Remote Sens. – volume: XLI-B4 start-page: 149 year: 2016 ident: ref_42 article-title: Vertical Accuracy Assessment Of 30-M Resolution Alos, Aster, And Srtm Global Dems Over Northeastern Mindanao, Philippines publication-title: ISPRS Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. – ident: ref_51 – volume: 75 start-page: 1083 year: 2009 ident: ref_22 article-title: A generic method for RPC refinement using ground control information publication-title: Photogramm. Eng. Remote Sens. doi: 10.14358/PERS.75.9.1083 – volume: 67 start-page: 1347 year: 2001 ident: ref_7 article-title: A Comprehensive Study of the Rational Function Model for Photogrammetric Processing publication-title: Photogramm. Eng. Remote. Sens. – volume: 10 start-page: 4685 year: 2020 ident: ref_38 article-title: The hazardous 2017–2019 surge and river damming by Shispare Glacier, Karakoram publication-title: Sci. Rep. doi: 10.1038/s41598-020-61277-8 – volume: 23 start-page: 4233 year: 2019 ident: ref_25 article-title: River-ice and water velocities using the Planet optical cubesat constellation publication-title: Hydrol. Earth Syst. Sci. doi: 10.5194/hess-23-4233-2019 – ident: ref_6 doi: 10.3390/rs10091462 – volume: 100 start-page: 35 year: 2015 ident: ref_50 article-title: Radiometric and geometric evaluation of GeoEye-1, WorldView-2 and Pléiades-1A stereo images for 3D information extraction publication-title: ISPRS J. Photogramm. Remote Sens. doi: 10.1016/j.isprsjprs.2014.04.007 – volume: XL-3/W2 start-page: 23 year: 2015 ident: ref_29 article-title: Semi-Global Matching in Object Space publication-title: ISPRS Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. – ident: ref_1 doi: 10.4136/ambi-agua.2513 – volume: 69 start-page: 59 year: 2003 ident: ref_21 article-title: Block adjustment of high-resolution satellite images described by Rational polynomials publication-title: Photogramm. Eng. Remote Sens. doi: 10.14358/PERS.69.1.59 – volume: XL-1/W1 start-page: 287 year: 2013 ident: ref_49 article-title: Evaluation Of Pleiades-1a Triplet On Trento Testfield publication-title: ISPRS Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. – ident: ref_4 – ident: ref_31 – volume: 17 start-page: 635 year: 2002 ident: ref_18 article-title: Bundle Adjustment with Self–Calibration Using Straight Lines publication-title: Photogramm. Rec. – volume: 12 start-page: 16 year: 2000 ident: ref_27 article-title: A compact algorithm for rectification of stereo pairs publication-title: Mach. Vis. Appl. doi: 10.1007/s001380050120 – volume: 6 start-page: 11782 year: 2018 ident: ref_30 article-title: Automatic Contrast-Limited Adaptive Histogram Equalization With Dual Gamma Correction publication-title: IEEE Access doi: 10.1109/ACCESS.2018.2797872 – ident: ref_10 – volume: 3 start-page: 83 year: 2016 ident: ref_11 article-title: Refined satellite image orientation in the free open-source photogrammetric tools Apero/Micmac publication-title: ISPRS Ann. Photogramm. Remote Sens. Spat. Inf. Sci. doi: 10.5194/isprs-annals-III-1-83-2016 – volume: 72 start-page: 551 year: 2006 ident: ref_48 article-title: Surface mapping using image triplets publication-title: Photogramm. Eng. Remote Sens. doi: 10.14358/PERS.72.5.551 – volume: 47 start-page: 4060 year: 2009 ident: ref_16 article-title: PRISM On-Orbit Geometric Calibration and DSM Performance publication-title: IEEE Trans. Geosci. Remote Sens. doi: 10.1109/TGRS.2009.2021649 – ident: ref_41 – ident: ref_9 doi: 10.1109/IGARSS.2014.6946762 – volume: 52 start-page: 1259 year: 2014 ident: ref_43 article-title: Generation and Quality Assessment of Stereo-Extracted DSM From GeoEye-1 and WorldView-2 Imagery publication-title: IEEE Trans. Geosci. Remote Sens. doi: 10.1109/TGRS.2013.2249521 – ident: ref_17 – ident: ref_45 – ident: ref_20 – ident: ref_32 doi: 10.3133/fs20143085 – volume: 46 start-page: 2675 year: 2008 ident: ref_15 article-title: In-Flight CCD Distortion Calibration for Pushbroom Satellites Based on Subpixel Correlation publication-title: IEEE Trans. Geosci. Remote Sens. doi: 10.1109/TGRS.2008.918649 – volume: 351 start-page: 106957 year: 2019 ident: ref_39 article-title: The January 2018 to September 2019 surge of Shisper Glacier, Pakistan, detected from remote sensing observations publication-title: Geomorphology doi: 10.1016/j.geomorph.2019.106957 – volume: 2 start-page: 14 year: 2017 ident: ref_34 article-title: MicMac—A free, open-source solution for photogrammetry publication-title: Open Geospatial Data Softw. Stand. doi: 10.1186/s40965-017-0027-2 – volume: 45 start-page: 1529 year: 2007 ident: ref_14 article-title: Automatic and Precise Orthorectification, Coregistration, and Subpixel Correlation of Satellite Images, Application to Ground Deformation Measurements publication-title: IEEE Trans. Geosci. Remote. Sens. doi: 10.1109/TGRS.2006.888937 – ident: ref_44 – volume: 27 start-page: 58 year: 2012 ident: ref_8 article-title: Review of developments in geometric modelling for high resolution satellite pushbroom sensors publication-title: Photogramm. Rec. doi: 10.1111/j.1477-9730.2011.00665.x – volume: 7 start-page: 3 year: 2016 ident: ref_24 article-title: Skybox image and video product evaluation publication-title: Int. J. Image Data Fusion doi: 10.1080/19479832.2015.1109565 – volume: 1 start-page: 37 year: 2020 ident: ref_37 article-title: Comparative study of photogrammetry software in industrial field publication-title: Rev. Française Photogrammétrie Télédétection doi: 10.52638/rfpt.2019.439 – volume: 40 start-page: 81 year: 2015 ident: ref_13 article-title: DEM generation with short base length pleiades triplet publication-title: ISPRS Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. – volume: 134 start-page: 59 year: 2017 ident: ref_19 article-title: Auto-calibration of GF-1 WFV images using flat terrain publication-title: ISPRS J. Photogramm. Remote Sens. doi: 10.1016/j.isprsjprs.2017.10.009 – ident: ref_26 doi: 10.3390/rs11172052 – ident: ref_2 – ident: ref_3 doi: 10.1155/2019/5063145 – ident: ref_46 – volume: XL–1 start-page: 95 year: 2014 ident: ref_5 article-title: Evaluation of Skybox Video and Still Image products publication-title: ISPRS Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. – volume: 52 start-page: 1 year: 2019 ident: ref_40 article-title: Risk assessment of Shishper Glacier, Hassanabad Hunza, North Pakistan publication-title: J. Himal. Earth Sci. – volume: 3816 start-page: 269 year: 2011 ident: ref_33 article-title: Apero, an Open Source Bundle Adjusment Software for Automatic Calibration and Orientation of Set of Images publication-title: ISPRS Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. – volume: 30 start-page: 328 year: 2008 ident: ref_28 article-title: Stereo Processing by Semiglobal Matching and Mutual Information publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/TPAMI.2007.1166 – ident: ref_36 – volume: Volume 9241 start-page: 367 year: 2014 ident: ref_47 article-title: SkySat-1: Very high-resolution imagery from a small satellite publication-title: Proceedings of the Sensors, Systems, and Next-Generation Satellites XVIII – ident: ref_35 doi: 10.1145/1291233.1291311 – volume: 94 start-page: 121 year: 2013 ident: ref_52 article-title: High-Resolution Satellite Data Open for Government Research publication-title: Eos. Trans. Am. Geophys. Union doi: 10.1002/2013EO130002
SSID	ssj0000331904
Score	2.3879094
Snippet	The volume of data generated by earth observation satellites has increased tremendously over the last few decades and will increase further in the coming...
SourceID	doaj proquest crossref
SourceType	Open Website Aggregation Database Enrichment Source Index Database
StartPage	3418
SubjectTerms	accuracy Arizona Bias Calibration Coastal erosion copper Cubesat Cubesats deformation DEM-extraction Digital Elevation Models Earth Earth observations (from space) Earth surface Elevation Excavation extraction flow Geometric accuracy Geometry Geomorphology Glaciers ice Image acquisition Image reconstruction Image registration Landslides Lidar Mass transfer mining Model accuracy monitoring Nanosatellites Optimization Pakistan PlanetScope Rational functions Remote sensing RFM sensor model optimization Satellite observation Satellites Sensors SkySat Software Standard deviation surveys Temporal resolution Topography volume yields
SummonAdditionalLinks	– databaseName: Engineering Database dbid: M7S link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lb9QwELagIMGFd8VCQUZwQSKqHT9in1BBreBAQdoi9RbZjg0V7GZJUtT9NfzVehzvRgjEhWPssRNlxmPPeGY-hF5w4SgXmhdWeFdw40ihjVaFDSw2Nz5w6hLYRHV8rE5P9afscOtzWOVGJyZF3bQOfOT78egLVSzjdvl69aMA1Ci4Xc0QGlfRNaiSQFPo3nzrYyEsChjhY1VSFq37_a6nZUmi5la_7UOpXP8f2jhtMUe3__fj7qBb-XCJD0ZpuIuu-OU9dCPjnH9d30e_PkYNscipl7gNGJ4jl_D7RdQrOFIuAGHLYYBIg0T1V_hguuHGQ4tP2lWeDR9eDN2YFoHNspl64vAxZwF_mByQPU7BCRhAkvwwh1yYNGr-bT03w_j-bv0AfT46PHn7rsgQDYXhtBoK1UhT2qqyOngvrWQNY16HxnvmgmioZY3goWSmlMGSKpgqSGqsJ40x1HPNdtHOsl36hxBjZXhwXAkVotGn4tGEOqekMMQIKys9Qy83DKtdrl8OMBrf62jHAHPribkz9HxLuxqrdvyV6g3wfUsBlbZTQ9t9qfPCrVVVemW81NI4rom0moogbelFPPqwkszQ3kYk6rz8-3qShxl6tu2OCxduY-Jvbs-BhibjTlSP_j3FY3SzBCMfwmjUHtoZunP_BF13P4ezvnuaJP4SLkQOSA priority: 102 providerName: ProQuest
Title	Optimization of Optical Image Geometric Modeling, Application to Topography Extraction and Topographic Change Measurements Using PlanetScope and SkySat Imagery
URI	https://www.proquest.com/docview/2550310846 https://www.proquest.com/docview/2511182657 https://doaj.org/article/872e8ae696ac4906b915f6b2e5415320
Volume	12
WOSCitedRecordID	wos000585639400001&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: 2072-4292 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0000331904 issn: 2072-4292 databaseCode: DOA dateStart: 20090101 isFulltext: true titleUrlDefault: https://www.doaj.org/ providerName: Directory of Open Access Journals – providerCode: PRVHPJ databaseName: ROAD: Directory of Open Access Scholarly Resources customDbUrl: eissn: 2072-4292 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0000331904 issn: 2072-4292 databaseCode: M~E dateStart: 20090101 isFulltext: true titleUrlDefault: https://road.issn.org providerName: ISSN International Centre – providerCode: PRVPQU databaseName: Advanced Technologies & Aerospace Database customDbUrl: eissn: 2072-4292 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0000331904 issn: 2072-4292 databaseCode: P5Z dateStart: 20090301 isFulltext: true titleUrlDefault: https://search.proquest.com/hightechjournals providerName: ProQuest – providerCode: PRVPQU databaseName: Earth, Atmospheric & Aquatic Science Database customDbUrl: eissn: 2072-4292 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0000331904 issn: 2072-4292 databaseCode: PCBAR dateStart: 20090301 isFulltext: true titleUrlDefault: https://search.proquest.com/eaasdb providerName: ProQuest – providerCode: PRVPQU databaseName: Engineering Database customDbUrl: eissn: 2072-4292 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0000331904 issn: 2072-4292 databaseCode: M7S dateStart: 20090301 isFulltext: true titleUrlDefault: http://search.proquest.com providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: eissn: 2072-4292 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0000331904 issn: 2072-4292 databaseCode: BENPR dateStart: 20090301 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest – providerCode: PRVPQU databaseName: Publicly Available Content Database customDbUrl: eissn: 2072-4292 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0000331904 issn: 2072-4292 databaseCode: PIMPY dateStart: 20090301 isFulltext: true titleUrlDefault: http://search.proquest.com/publiccontent providerName: ProQuest
link	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lb9QwELZQQYILojzE0rIyggsSUeP4fWzRVu2hS8QWqXCJbMcWqN1NlU0r9sJf4a8ydtLdIpC4cLEUe5xYM-PHF88DoTeMO8K4Zpnl3mXMuDzTRqvMBgrVtQ-MuJRsQk6n6uxMl7dSfUWbsD48cM-4PSULr4wXWhjHdC6sJjwIW3gOWw8tElrPpb4FptIaTEG1ctbHI6WA6_faJSmKHNZs9dsOlAL1_7EOp83l8BF6OJwK8X4_mm10xy8eo_tDgvKvqyfo5weY2vPBZxI3AcdnYC8-nsOCgIFyHlNjORxzm0UP83d4f3M1jbsGnzaXw9vw5HvX9v4M2CzqTQt0750N8Mnmz-ESJ6sCHLMb-W4WnVhSr9n5ama6_vvt6in6dDg5fX-UDbkVMsOI7DJVC1NYKa0O3gsraE2p16H2nrrAa2JpzVkoqClEsLkMRgZBjPV5bQzxTNNnaGvRLPzzaBxlWHBMcRUArSk4UxDnlOAmN9wKqUfo7Q2_KzcEHo_5Ly4qACBRNtVGNiP0ek172Yfb-CvVQRTbmiKGyE4VoDjVoDjVvxRnhHZvhF4N83ZZAcCKsVLhUDZCr9bNMOPiNQqwubmKNCShMi5f_I9x7KAHRcTw0UpG7aKtrr3yL9E9d919W7ZjdPdgMi0_jpN6j6Nl6iyWPyZQlvwLtJfHJ-XnX1r7Bcg
linkProvider	Directory of Open Access Journals
linkToHtml	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1db9MwFLWmDmm88I0oDDACHpCIlvgr9gNCAzat2loqtUjjKdiODQjalCQD-mv4B_xGfJO0FQLxtgceY187knNybF_73oPQI8ZtwrhikeHORkzbOFJaych4Gopz51liG7GJdDSSp6dqvIV-rmJh4FrlihMbos4LCz7yvbD0hSyWYbp8vvgSgWoUnK6uJDRaWBy75bewZaueDV6F7_uYkMOD6cujqFMViDRL0jqSudDEpKlR3jlhBM0pdcrnzlHreZ4YmnPmCdVEeBOnXqdeJNq4ONc6cQySLwXK32YA9h7aHg-G47drr05MA6Rj1uZBpVTFe2WVEBKHuUL-NvM1AgF_8H8zqR1e_t-G4wq61C2f8X6L96toy82voZ1Oyf3D8jr68Tpw4KwLLsWFx_AccIgHs8CcOFjOQEPMYhCBg1D8p3h_c4aP6wJPi0XXGz74Xpdt4AfW83xTE5q3URl4uHGxVri5foFBBsrVE4j2aVpNPi0num7fXy5voDfnMj43UW9ezN0tuEWmmbdMcunDtlaGxVdirRRcx5obkao-erICSGa7DO0gFPI5Czs1AFO2AVMfPVzbLtq8JH-1egE4W1tALvGmoCjfZx01ZTIlTmonlNCWqVgYlXAvDHE8LO4oiftodwXBrCO4Ktvgr48erKsDNcF5Uxjm4gxskmb7ytPb_-7iPto5mg5PspPB6PgOukjApQGXhuQu6tXlmbuLLtiv9ceqvNf9bxi9O29M_wLLinFo
linkToPdf	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lj9MwELZWCwIuvBGFBYyAAxJRE79iHxBa2K2oFkqlLtJqL8F2bEDQpiRZoL-G_8Gvw5NHKwTitgeOccaO5Hye8dgz8yH0kHGbMK5YZLizEdM2jpRWMjKehubceZbYhmwinUzk0ZGabqGffS4MhFX2OrFR1Hlh4Yx8GLa-UMUymMuh78IipnujZ8svETBIwU1rT6fRQuTArb4F9616Ot4L__oRIaP9wxcvo45hINIsSetI5kITk6ZGeeeEETSn1CmfO0et53liaM6ZJ1QT4U2cep16kWjj4lzrxDEoxBTU_5k0-JgQTjjlx-vznZgGcMesrYhKqYqHZZUQEgerIX-zgQ1VwB-WoDFvo0v_88RcRhe7TTXebVfBFbTlFlfR-Y7f_cPqGvrxJmjGeZdyiguP4TmgE4_nQZ_iIDkHZjGLgRoOEvSf4N3NzT6uC3xYLLvR8P73umzTQbBe5Js3oXubq4Ffbw5eK9wEZWAgh3L1DHKAml6zT6uZrtvvl6vr6O2pzM8NtL0oFu4mxJZp5i2TXPrg7MqwJUuslYLrWHMjUjVAj3uwZLar2w70IZ-z4L8BsLINsAbowVp22VYr-avUc8DcWgIqjDcNRfk-6xRWJlPipHZCCW2ZioVRCffCEMfDlo-SeIB2ejhmndqrsg0WB-j--nVQWHALFaa5OAGZpHFqeXrr30PcQ-cCkLNX48nBbXSBwDkHRBLJHbRdlyfuDjprv9Yfq_Jus_AwenfagP4F_ap4yw
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=Optimization+of+Optical+Image+Geometric+Modeling%2C+Application+to+Topography+Extraction+and+Topographic+Change+Measurements+Using+PlanetScope+and+SkySat+Imagery&rft.jtitle=Remote+sensing+%28Basel%2C+Switzerland%29&rft.au=Saif+Aati&rft.au=Jean-Philippe+Avouac&rft.date=2020-10-18&rft.pub=MDPI+AG&rft.eissn=2072-4292&rft.volume=12&rft.issue=20&rft.spage=3418&rft_id=info:doi/10.3390%2Frs12203418&rft.externalDBID=DOA&rft.externalDocID=oai_doaj_org_article_872e8ae696ac4906b915f6b2e5415320
thumbnail_l	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2072-4292&client=summon
thumbnail_m	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2072-4292&client=summon
thumbnail_s	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2072-4292&client=summon