DOI: https://doi.org/10.5069/G96W989H OT Collection ID: OT.022026.6339.1 OT Collection Name: Mapping Coastal Dune Erosion, CA 2025 Short Name: CA25_Sondeno Collection Platform: Airborne Lidar ---------------------------------------------------------- Download and Access Products: 1. Point Cloud Data opentopoID: OTLAS.022026.6339.1 Data Processing: https://portal.opentopography.org/lidarDataset?opentopoID=OTLAS.022026.6339.1 2. Raster opentopoID: OTSDEM.022026.6339.1 Data Processing: https://portal.opentopography.org/raster?opentopoID=OTSDEM.022026.6339.1 ---------------------------------------------------------- Collection Overview: This lidar dataset was collected as part of an NCALM Seed grant for Shannon Sondeno at the California State University, Monterey Bay. This lidar dataset was collected to help assess coastal dune erosion before and after the closure of sand mining operations in southern Monterey Bay, California. Publications associated with this dataset can be found at NCALM's Data Tracking Center Dataset Acknowledgement: Lidar data acquisition and processing completed by the National Center for Airborne Laser Mapping (NCALM). NCALM funding provided by NSF's Division of Earth Sciences, Instrumentation and Facilities Program. EAR-2324629 Dataset Citation: Sondeno, S. (2026). Mapping Coastal Dune Erosion, CA 2025. National Center for Airborne Laser Mapping (NCALM). Distributed by OpenTopography. https://doi.org/10.5069/G96W989H. Accessed 2026-03-03 Use License: CC BY 4.0 Dataset Keywords: lidar, geomorphology, erosion, hydrology Survey Date: 08/18/2026 Publication Date: 02/27/2026 ---------------------------------------------------------- Data Provider and Roles: 1. California State University, Monterey Bay Role: Principal Investigator Url: Not Available. 2. National Center for Airborne Laser Mapping Role: Collector Url: https://ncalm.cive.uh.edu/ 3. National Science Foundation Role: Funder Url: https://nsf.gov/ ---------------------------------------------------------- Total Number of Points: 635,588,823 pts Area: 41.38 km^2 Point Density: 15.36 pts/m^2 Classifications: Class 1 - Unclassified: 469,314,988 Class 2 - Ground: 166,044,855 Class 7 - Low Point (low noise): 6,782 Class 18 - High Noise: 216,129 Class 22 - Reserved: 6,069 Coordinates System: Horizontal: NAD83 (2011) (EPOCH:2010) / UTM Zone 10N Meters [EPSG: 6339] Vertical: NAVD88 (GEOID 18) [EPSG: 5703] Survey Report: https://object.cloud.sdsc.edu:443/v1/AUTH_opentopography/www/metadata/CA25_Sondeno_metadata.pdf LAS Validation Data Report: https://portal.opentopography.org/lasReport?opentopoID=OTLAS.022026.6339.1 ---------------------------------------------------------- Dataset Boundary in GeoJSON Format: Point Cloud: https://raw.githubusercontent.com/OpenTopography/Data_Catalog_Spatial_Boundaries/main/OpenTopography_Point_Cloud_Lidar/CA25_Sondeno.geojson Raster: https://raw.githubusercontent.com/OpenTopography/Data_Catalog_Spatial_Boundaries/main/OpenTopography_Raster/CA25_Sondeno.geojson Dataset Extent (Bounding Box): North: 36.815858° South: 36.589333° East: -121.776123° West: -121.902149°