Lidar Survey of Lava Tubes, CA 2023

This lidar dataset was collected as part of an NCALM Seed grant for Edward Williams at the University of Maryland. This dataset was collected to help search for the topographic expression of lava tubes in a region where they are particularly abundant, the Lava Beds National Monument in California. Publications associated with this dataset can be found at NCALM's Data Tracking Center.

Data and Resources

Additional Info

Field Value
Last Updated September 25, 2025, 17:39 (UTC)
Created September 25, 2025, 17:39 (UTC)
harvest_object_id f905c1a4-7a38-4ccd-9785-94d937ce3182
harvest_source_id ad7f2adc-2f40-4ba6-b208-5eab21217073
harvest_source_title OpenTopography
providers [{"url": "https://www.opentopography.org", "name": "OpenTopography", "roles": ["host"]}, {"url": "http://ncalm.cive.uh.edu/", "name": "National Center for Airborne Laser Mapping", "roles": ["Collector"]}, {"url": "https://nsf.gov/", "name": "National Science Foundation", "roles": ["Funder"]}, {"url": "mailto:ewilli17@umd.edu", "name": "Edward Williams", "roles": ["Principal Investigator"]}]
sci:citation Williams, E. (2024). Lidar Survey of Lava Tubes, CA 2023. National Center for Airborne Laser Mapping (NCALM). Distributed by OpenTopography. https://doi.org/10.5069/G9ST7N19. Accessed <YYYY-MM-DD>
sci:doi https://doi.org/10.5069/G9ST7N19
spatial {"type": "Polygon", "coordinates": [[[-121.571880414, 41.772915495], [-121.462244733, 41.772915495], [-121.462244733, 41.686938147], [-121.571880414, 41.686938147], [-121.571880414, 41.772915495]]]}
temporal {"endTime": "2023-09-28T00:00:00Z", "startTime": "2023-09-28T00:00:00Z"}