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163 Research products

  • Digital Humanities and Cultural Heritage
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Klehm, Carla Elizabeth;

    BlackMesa2022_BoulderExample_Metadata.txt Project Name: Black Mesa Skydio 2+ Tests Project Location: Oklahoma, US Project Dates: 26-27 October 2022 Black Mesa Skydio Tests evaluated the utility of the Skydio 2+, an entry-level RBG drone, for applications in data documentation for archaeology and related field-based sciences. The Skydio 2+ has the built-in capability for object avoidance (greater than 1.27 cm) and autonomous flight planning of a user-defined volumetric study area. The project focused on testing the Skydio 2+ for basic photogrammetric documentation in remote, vegetated, and GPS-denied environments, using documentation scenarios carried out in Black Mesa, Oklahoma. The Black Mesa case study focused on a set of remote rock art sites situated around Black Mesa, located in the far western edge of the panhandle of Oklahoma. The goals of the test flights were to: 1) explore hazardously located, hard-to-document features where sUAS photogrammetry would be challenging, if not impossible; 2) attempt sUAS photogrammetry where handheld photographs would be too time-intensive to be deployed, and/or the overall context would be lost; and 3) to create and execute mission plans in the field without additional data or prior knowledge of the areas. We designed flights and built models of petroglyphs (carved rock art) that are located on freestanding boulders, along cliff faces, and within shallow caves, to explore a variety of scenarios and environments. We also captured an archaeological site that was located on a distant, hard-to access cliff promontory to explore the capabilities for a more remote launch site, with both flight planning and data acquisition conducted from a distance. The Black Mesa case study used the Skydio 2+, with a Sony IMX577 1/2.3” 12.3MP CMOS camera and 3.7 mm lens. Flight planning was conducted using 3D Scan. All flights used 80% overlap, 70% sidelap, and the 3D Capture Scan Mode for their settings. Flights took place on October 26-27, 2022 between the morning and early evening, during light-to-moderate (<20 mph) wind conditions in which flying is feasible. Between five and seven pillars were set for each flight, with flight times ranging from 10-16 minutes in length. Imagery was processed using Agisoft Metashape Professional 1.8.0. Parameters for the depth map generation included selecting a high-quality model with a mild filtering mode, and 16 set for the max number of neighbors. The sparse point cloud was cleaned up and reprocessed to remove extraneous points before building the dense point cloud. This upload contains the photogrammetry raw data and processed outputs created during the Black Mesa project for one of the scenarios. The primary object of interest was a boulder, approximately 5.5 m in diameter and 3.2 m in height that contained petroglyphs. While the petroglyphs are located close to the ground and could be documented with handheld photogrammetry, a photogrammetric model of the boulder would be more time-intensive, with potential risk to equipment as it would be carried across rugged terrain. Further, a fixed-height aerial flight overhead would inadequately document the undercut sides of the boulder and combining a fixed-height survey with ground-based photogrammetry would, essentially, double the work. The boulder seemed is an ideal candidate for volumetric flight planning, where the object of interest should be well defined by the 3D Scan software. The geographical location of the boulder has been removed in both the raw and processed data in order to protect the petroglyphs from looting. As a result, scaling of the models will not reach the same accuracy as what is reported on with the initially processed data (with correct) geodetic location. However, the data included within here provides a reasonably replicable opportunity for researchers to evaluate the data themselves and with other or updated photogrammetric software. The original data, and the photogrammetric data associated with the other scenarios at Black Mesa, are available upon request from the Oklahoma Archaeological Survey, with whom the data is permanently housed. Related archived materials can be found at: 10.5281/zenodo.8381415 (data collection and processing reports) and 10.5281/zenodo.8381404 (additional images and videos from the project).

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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Klehm, Carla E.;

    Project Name: Black Mesa Skydio 2+ Tests Project Location: Oklahoma, US Project Dates: 26-27 October 2022 Black Mesa Skydio Tests evaluated the utility of the Skydio 2+, an entry-level RBG drone, for applications in data documentation for archaeology and related field-based sciences. The Skydio 2+ has the built-in capability for object avoidance (greater than 1.27 cm) and autonomous flight planning of a user-defined volumetric study area. The project focused on testing the Skydio 2+ for basic photogrammetric documentation in remote, vegetated, and GPS-denied environments, using documentation scenarios carried out in Black Mesa, Oklahoma. The Black Mesa case study focused on a set of remote rock art sites situated around Black Mesa, located in the far western edge of the panhandle of Oklahoma. The goals of the test flights were to: 1) explore hazardously located, hard-to-document features where sUAS photogrammetry would be challenging, if not impossible; 2) attempt sUAS photogrammetry where handheld photographs would be too time-intensive to be deployed, and/or the overall context would be lost; and 3) to create and execute mission plans in the field without additional data or prior knowledge of the areas. We designed flights and built models of petroglyphs (carved rock art) that are located on freestanding boulders, along cliff faces, and within shallow caves, to explore a variety of scenarios and environments. We also captured an archaeological site that was located on a distant, hard-to access cliff promontory to explore the capabilities for a more remote launch site, with both flight planning and data acquisition conducted from a distance. The Black Mesa case study used the Skydio 2+, with a Sony IMX577 1/2.3” 12.3MP CMOS camera and 3.7 mm lens. Flight planning was conducted using 3D Scan. All flights used 80% overlap, 70% sidelap, and the 3D Capture Scan Mode for their settings. Flights took place on October 26-27, 2022 between the morning and early evening, during light-to-moderate (<20 mph) wind conditions in which flying is feasible. Between five and seven pillars were set for each flight, with flight times ranging from 10-16 minutes in length. Imagery was processed using Agisoft Metashape Professional 1.8.0. Parameters for the depth map generation included selecting a high-quality model with a mild filtering mode, and 16 set for the max number of neighbors. The sparse point cloud was cleaned up and reprocessed to remove extraneous points before building the dense point cloud. Related archived materials can be found at: 10.5281/zenodo.8381415 (data collection and processing reports) and 10.5281/zenodo.8381408 (boulder images and products stripped of geolocation).

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
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    ZENODO
    Image . 2023
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    Data sources: ZENODO
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    ZENODO
    Image . 2023
    License: CC BY
    Data sources: Datacite
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      ZENODO
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      ZENODO
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Martínez-Abarca, Rodrigo; Abstein, Michelle; Schenk, Frederik; Hodell, David A; +14 Authors
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ PANGAEA - Data Publi...arrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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    PANGAEA
    Dataset . 2023
    Data sources: B2FIND
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ PANGAEA - Data Publi...arrow_drop_down
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      PANGAEA
      Dataset . 2023
      Data sources: B2FIND
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Martínez-Abarca, Rodrigo; Abstein, Michelle; Schenk, Frederik; Hodell, David A; +14 Authors
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ PANGAEAarrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    PANGAEA
    Dataset . 2023
    Data sources: B2FIND
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      PANGAEA
      Dataset . 2023
      Data sources: B2FIND
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Martínez-Abarca, Rodrigo; Abstein, Michelle; Schenk, Frederik; Hodell, David A; +14 Authors
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ PANGAEAarrow_drop_down
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    PANGAEA
    Dataset . 2023
    Data sources: B2FIND
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      PANGAEA
      Dataset . 2023
      Data sources: B2FIND
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  • Authors: Hon, M.; Huber, D.; Kuszlewicz, J.S.; Stello, D.; +5 Authors

    We present the first near all-sky yield of oscillating red giants from the prime mission data of NASA's Transiting Exoplanet Survey Satellite (TESS). We apply machine learning toward long-cadence TESS photometry from the first data release by the MIT Quick-look Pipeline to automatically detect the presence of red giant oscillations in frequency power spectra. The detected targets are conservatively vetted to produce a total of 158505 oscillating red giants, which is an order of magnitude increase over the yield from Kepler and K2 and a lower limit to the possible yield of oscillating giants across TESS's nominal mission. For each detected target, we report effective temperatures and radii derived from colors and Gaia parallaxes, as well as estimates of their frequency at maximum oscillation power. Using our measurements, we present the first near all-sky Gaia-asteroseismology mass map, which shows global structures consistent with the expected stellar populations of our Galaxy. To demonstrate the strong potential of TESS asteroseismology for Galactic archeology even with only one month of observations, we identify 354 new candidates for oscillating giants in the Galactic halo, display the vertical mass gradient of the Milky Way disk, and visualize correlations of stellar masses with kinematic phase-space substructures, velocity dispersions, and {alpha}-abundances. Cone search capability for table J/ApJ/919/131/table1 (List of seismic detections)

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    Authors: Seth Quintus; Dylan S. Davis; Ethan E. Cochrane;

    This dataset provides supplemental information for the manuscript, "Diverse terracing practices revealed by automated lidar analysis across the Sāmoan islands", submitted to Archaeological Prospection. The dataset contains a trained Mask R-CNN deep learning model designed for detecting archaeological terracing features on the islands of American Samoa, associated training data, and the raw and cleaned output of detected terraces.

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    ZENODO
    Dataset . 2022
    License: CC BY
    Data sources: Datacite
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    ZENODO
    Dataset . 2022
    License: CC BY
    Data sources: ZENODO
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      ZENODO
      Dataset . 2022
      License: CC BY
      Data sources: Datacite
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      ZENODO
      Dataset . 2022
      License: CC BY
      Data sources: ZENODO
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    Authors: Terrén-Serrano, Guillermo; Martínez-Ramón, Manel;

    This repository contains the software necessary for extracting the features and selecting the Sun intersecting cloudy pixels using the functions contained in files posted in other repositories.See preprint article: https://arxiv.org/pdf/2110.05622.pdfSee preprint article: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4064631See realated data: https://doi.org/10.5061/dryad.zcrjdfn9mAdditional funding was provided by the King Felipe VI Endowed Chair of the University of New Mexico.

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163 Research products
  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Klehm, Carla Elizabeth;

    BlackMesa2022_BoulderExample_Metadata.txt Project Name: Black Mesa Skydio 2+ Tests Project Location: Oklahoma, US Project Dates: 26-27 October 2022 Black Mesa Skydio Tests evaluated the utility of the Skydio 2+, an entry-level RBG drone, for applications in data documentation for archaeology and related field-based sciences. The Skydio 2+ has the built-in capability for object avoidance (greater than 1.27 cm) and autonomous flight planning of a user-defined volumetric study area. The project focused on testing the Skydio 2+ for basic photogrammetric documentation in remote, vegetated, and GPS-denied environments, using documentation scenarios carried out in Black Mesa, Oklahoma. The Black Mesa case study focused on a set of remote rock art sites situated around Black Mesa, located in the far western edge of the panhandle of Oklahoma. The goals of the test flights were to: 1) explore hazardously located, hard-to-document features where sUAS photogrammetry would be challenging, if not impossible; 2) attempt sUAS photogrammetry where handheld photographs would be too time-intensive to be deployed, and/or the overall context would be lost; and 3) to create and execute mission plans in the field without additional data or prior knowledge of the areas. We designed flights and built models of petroglyphs (carved rock art) that are located on freestanding boulders, along cliff faces, and within shallow caves, to explore a variety of scenarios and environments. We also captured an archaeological site that was located on a distant, hard-to access cliff promontory to explore the capabilities for a more remote launch site, with both flight planning and data acquisition conducted from a distance. The Black Mesa case study used the Skydio 2+, with a Sony IMX577 1/2.3” 12.3MP CMOS camera and 3.7 mm lens. Flight planning was conducted using 3D Scan. All flights used 80% overlap, 70% sidelap, and the 3D Capture Scan Mode for their settings. Flights took place on October 26-27, 2022 between the morning and early evening, during light-to-moderate (<20 mph) wind conditions in which flying is feasible. Between five and seven pillars were set for each flight, with flight times ranging from 10-16 minutes in length. Imagery was processed using Agisoft Metashape Professional 1.8.0. Parameters for the depth map generation included selecting a high-quality model with a mild filtering mode, and 16 set for the max number of neighbors. The sparse point cloud was cleaned up and reprocessed to remove extraneous points before building the dense point cloud. This upload contains the photogrammetry raw data and processed outputs created during the Black Mesa project for one of the scenarios. The primary object of interest was a boulder, approximately 5.5 m in diameter and 3.2 m in height that contained petroglyphs. While the petroglyphs are located close to the ground and could be documented with handheld photogrammetry, a photogrammetric model of the boulder would be more time-intensive, with potential risk to equipment as it would be carried across rugged terrain. Further, a fixed-height aerial flight overhead would inadequately document the undercut sides of the boulder and combining a fixed-height survey with ground-based photogrammetry would, essentially, double the work. The boulder seemed is an ideal candidate for volumetric flight planning, where the object of interest should be well defined by the 3D Scan software. The geographical location of the boulder has been removed in both the raw and processed data in order to protect the petroglyphs from looting. As a result, scaling of the models will not reach the same accuracy as what is reported on with the initially processed data (with correct) geodetic location. However, the data included within here provides a reasonably replicable opportunity for researchers to evaluate the data themselves and with other or updated photogrammetric software. The original data, and the photogrammetric data associated with the other scenarios at Black Mesa, are available upon request from the Oklahoma Archaeological Survey, with whom the data is permanently housed. Related archived materials can be found at: 10.5281/zenodo.8381415 (data collection and processing reports) and 10.5281/zenodo.8381404 (additional images and videos from the project).

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
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    ZENODO
    Image . 2023
    License: CC BY
    Data sources: ZENODO
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      ZENODO
      Image . 2023
      License: CC BY
      Data sources: ZENODO
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Klehm, Carla E.;

    Project Name: Black Mesa Skydio 2+ Tests Project Location: Oklahoma, US Project Dates: 26-27 October 2022 Black Mesa Skydio Tests evaluated the utility of the Skydio 2+, an entry-level RBG drone, for applications in data documentation for archaeology and related field-based sciences. The Skydio 2+ has the built-in capability for object avoidance (greater than 1.27 cm) and autonomous flight planning of a user-defined volumetric study area. The project focused on testing the Skydio 2+ for basic photogrammetric documentation in remote, vegetated, and GPS-denied environments, using documentation scenarios carried out in Black Mesa, Oklahoma. The Black Mesa case study focused on a set of remote rock art sites situated around Black Mesa, located in the far western edge of the panhandle of Oklahoma. The goals of the test flights were to: 1) explore hazardously located, hard-to-document features where sUAS photogrammetry would be challenging, if not impossible; 2) attempt sUAS photogrammetry where handheld photographs would be too time-intensive to be deployed, and/or the overall context would be lost; and 3) to create and execute mission plans in the field without additional data or prior knowledge of the areas. We designed flights and built models of petroglyphs (carved rock art) that are located on freestanding boulders, along cliff faces, and within shallow caves, to explore a variety of scenarios and environments. We also captured an archaeological site that was located on a distant, hard-to access cliff promontory to explore the capabilities for a more remote launch site, with both flight planning and data acquisition conducted from a distance. The Black Mesa case study used the Skydio 2+, with a Sony IMX577 1/2.3” 12.3MP CMOS camera and 3.7 mm lens. Flight planning was conducted using 3D Scan. All flights used 80% overlap, 70% sidelap, and the 3D Capture Scan Mode for their settings. Flights took place on October 26-27, 2022 between the morning and early evening, during light-to-moderate (<20 mph) wind conditions in which flying is feasible. Between five and seven pillars were set for each flight, with flight times ranging from 10-16 minutes in length. Imagery was processed using Agisoft Metashape Professional 1.8.0. Parameters for the depth map generation included selecting a high-quality model with a mild filtering mode, and 16 set for the max number of neighbors. The sparse point cloud was cleaned up and reprocessed to remove extraneous points before building the dense point cloud. Related archived materials can be found at: 10.5281/zenodo.8381415 (data collection and processing reports) and 10.5281/zenodo.8381408 (boulder images and products stripped of geolocation).

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    ZENODO
    Image . 2023
    License: CC BY
    Data sources: ZENODO
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    ZENODO
    Image . 2023
    License: CC BY
    Data sources: Datacite
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      ZENODO
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      License: CC BY
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      ZENODO
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Martínez-Abarca, Rodrigo; Abstein, Michelle; Schenk, Frederik; Hodell, David A; +14 Authors
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ PANGAEA - Data Publi...arrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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    PANGAEA
    Dataset . 2023
    Data sources: B2FIND
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ PANGAEA - Data Publi...arrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      PANGAEA
      Dataset . 2023
      Data sources: B2FIND
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Martínez-Abarca, Rodrigo; Abstein, Michelle; Schenk, Frederik; Hodell, David A; +14 Authors
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ PANGAEAarrow_drop_down
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    PANGAEA
    Dataset . 2023
    Data sources: B2FIND
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ PANGAEAarrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      PANGAEA
      Dataset . 2023
      Data sources: B2FIND
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/