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Description

This data set provides estimates of above-ground biomass (AGB), canopy height, and percent tree cover at 30-m spatial resolution for Sonoma County, California, USA, for the nominal year 2013. Biomass estimates, megagrams of biomass per hectare (Mg/ha) were generated using a combination of LiDAR data, field plot measurements, and random forest modeling approaches. Estimates of AGB uncertainty are also provided. Maximum canopy height and tree cover were derived from LiDAR data and high-resolution National Agriculture Imagery Program (NAIP) images.

Product Summary

Platforms
Airplane ,
COMPUTERS ,
Models
Instruments
LIDAR ,
Computer
Spatial Extent

N: 38.8642 S: 38.1017 E: -122.339 W: -123.542

Coordinate System
CARTESIAN
Granule Spatial Representation
CARTESIAN
Temporal Extent
2013-09-01 to 2013-12-31
Data Partner
THE OAK RIDGE NATIONAL LABORATORY (ORNL) DISTRIBUTED ACTIVE ARCHIVE CENTER (DAAC) (ORNL_DAAC)
Concept ID
C2389082431-ORNL_CLOUD
Data State
COMPLETE
Number of Files/Granules
5
Processing Level
3
Published
Updated
Science Keywords
Biomass ,
Canopy Characteristics ,
Vegetation Cover

Citation

Citation is critically important for dataset documentation and discovery. This dataset is openly shared, without restriction, in accordance with the EOSDIS Data Use and Citation Guidance.

Copy Citation

Dubayah, R. O., Swatantran, A., Huang, W., Duncanson, L., Tang, H., Johnson, K., O'Neil-Dunne, J., & Hurtt, G. C. (2017). CMS: LiDAR-derived Biomass, Canopy Height and Cover, Sonoma County, California, 2013 (Version 1). ORNL Distributed Active Archive Center. https://doi.org/10.3334/ORNLDAAC/1523 Date Accessed: 2026-05-02

Documents

Publications Citing This Dataset

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Title Year Author Topic
Forest aboveground biomass in the southwestern US from MISR and GEDI: Chopping, Mark J., Wang, Zhuosen, Schaaf, Crystal B., Bull, Michael Terrestrial Ecosystems, LIDAR WAVEFORM, Biomass, Canopy Characteristics, Vegetation Cover, Droughts, Land Use/Land Cover, Litter Characteristics, Forests, Carbon
Navigating the Future: Intelligent Ship Detection through Multisensor Imagery and Deep Learning Das, Shreya Biomass, Canopy Characteristics, Vegetation Cover
Integrating Manual and Digital Techniques in Heritage Documentation: Developing Sustainable Frameworks for Architectural Pedagogy in India Rajendran, Maniyarasan, Battepatti, Abhigna, Changali, Sridevi, Paul, Rosie Biomass, Canopy Characteristics, Vegetation Cover
Events Evaluating the Deterioration Risk of Cultural Heritage Building by CFD SimulationA Case Study of Chaotian Temple in Taiwan Liao, Chia-Yu, Lee, Meng-Chieh Jeffrey, Tsai, Y.L. Biomass, Canopy Characteristics, Vegetation Cover
H-GIS and Digital Strategies for the Documentation and Preservation of the Serenissima's Cultural Heritage: Spatio-Temporal Mapping of Itineraries along the Adriatic Coast DellAmico, Anna, Dellabartola, Gianlorenzo Biomass, Canopy Characteristics, Vegetation Cover
Orbital river gauge from optical and passive microwave radiometry. A comparison of capabilities Kugler, Zsofia, Horvath, Viktor Gyozo Biomass, Canopy Characteristics, Vegetation Cover
Calculating Walkability and Bikeability of Cities with a Multimodal and Multiscale Approach Duque, Juan Pablo, Brovelli, Maria A. Biomass, Canopy Characteristics, Vegetation Cover
Multi-resolution gridded maps of vegetation structure from GEDI Burns, Patrick, Hakkenberg, Christopher R., Goetz, Scott J. Canopy Characteristics, Biomass, VEGETATION HEIGHT, Forest Composition/Vegetation Structure, LIDAR WAVEFORM, Terrain Elevation, Plant Phenology, Vegetation Cover, Lidar, Topography, Digital Elevation/Terrain Model (DEM), Forests, Evergreen Vegetation, Deciduous Vegetation, Shrubland/Scrub, Grasslands, VIEWING GEOMETRY, Terrestrial Ecosystems
Assessing climatic change impacts on mangrove structural dynamics on the northern coasts of the Persian Gulf Shirmohammadi, Mahdieh, Mafi-Gholami, Davood, Pirasteh, Saied, Youssefi, Fahimeh, Shen, Jie, Li, Weilian, Li, Jonathan Biomass, Canopy Characteristics, Vegetation Cover
Automatic upgrade of 3D building models to LoD3 using 3D Point Clouds and Grounding DINO Yarroudh, Anass, Kharroubi, Abderrazzaq, Jeddoub, Imane, Billen, Roland Biomass, Canopy Characteristics, Vegetation Cover
Estimating forest aboveground biomass using temporal features extracted from multiple satellite data products and ensemble machine learning algorithm Zhang, Yuzhen, Liu, Jingjing Biomass, Canopy Characteristics, Vegetation Cover
Accuracy evaluation of multi-source DEM data based on the analysis of vegetation-induced penetration rate in the forest area CAI, Shixue, () , 430078 School of Geography and Information Engineering, China University of Geosciences (Wuhan), Wuhan 430078, China, YUE, Linwei, YIN, Chao, QIU, Zhonghang Biomass, Canopy Characteristics, Vegetation Cover
DIGITAL ELEVATION MODELS FOR VEGETATION MONITORING: A CASE STUDY OF A FOREST DISTRICT IN POLAND Becek, K., Waclawik, P. Biomass, Canopy Characteristics, Vegetation Cover
Possibilities of spatial correlation of 3d models in an archaeological augmented reality application Kaimaris, D., Roustanis, T., Klimantakis, K., Karolos, I. A., Patias, P. Biomass, Canopy Characteristics, Vegetation Cover
Combining simulated hyperspectral EnMAP and Landsat time series for forest aboveground biomass mapping Cooper, Sam, Okujeni, Akpona, Pflugmacher, Dirk, van der Linden, Sebastian, Hostert, Patrick Biomass, Canopy Characteristics, Vegetation Cover
Yield Estimation of Sunflower Plant with Cnn and ANN Using SENTINEL-2 Narin, O. G., Sekertekin, A., Saygin, A., Balik Sanli, F., Gullu, M. Biomass, Canopy Characteristics, Vegetation Cover
OBJECT BASED IMAGE ANALYSIS AND TEXTURE FEATURES FOR PASTURE CLASSIFICATION IN BRAZILIAN SAVANNAH. Girolamo-Neto, C. D., Sato, L. Y., Sanches, I. D., Silva, I. C. O., Rocha, J. C. S., Almeida, C. A. Biomass, Canopy Characteristics, Vegetation Cover
Fusion of Multiple Gridded Biomass Datasets for Generating a Global Zhang, Yuzhen, Liang, Shunlin Biomass, Canopy Characteristics, Vegetation Cover, Biomass Dynamics, Carbon, Forests, Forest Yields, Nitrogen, Nitrogen, Carbon, Soil Depth, Soil Bulk Density, Leaf Characteristics, Soil Chemistry, Forest Composition/Vegetation Structure
Towards Innovative Participation-Oriented Planning of Infrastructure Measures Lowner, M.-O., Bandelow, N. C., Gerke, M., Hillen, F., Klein, L., Schmidt, A., Siefer, T. Biomass, Canopy Characteristics, Vegetation Cover
A Review of Regional and Global Gridded Forest Biomass Datasets Zhang, Yuzhen, Liang, Shunlin, Yang, Lu Biomass, Carbon, Forest Yields, Forests, Biomass Dynamics, Deforestation, Canopy Characteristics, Vegetation Cover
Representation and Digitalization of Stone Theatres in Eastern Sicily: the Palazzolo Acreide Theater Di Gregorio, G. Biomass, Canopy Characteristics, Vegetation Cover
DEVELOPING GIS-BASED DISASTER MANAGEMENT SYSTEM FOR LOCAL AUTHORITY CASE STUDY IN MALAYSIA Abdul Rahman, A., Karim, H., Musliman, I. A., Siew, B., Rashidan, H., Idros, S., Al-Hafiz Azman, M., Fadzli Abdullah, M. Biomass, Canopy Characteristics, Vegetation Cover
NMSTREAM: A SCALABLE EVENT-DRIVEN ETL FRAMEWORK FOR PROCESSING Xiao, F., Li, C., Wu, Z., Wu, Y. Biomass, Canopy Characteristics, Vegetation Cover
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