AndreaBozzo/ceres-open-data-index huggingface dataset:
Dronescape: UAV Observations of TERN Ecosystem Surveillance Monitoring Plots, Data Collection

Dronescape Dataset Description

Dronescape is a research infrastructure initiative within TERN that integrates uncrewed aerial vehicle (UAV) remote sensing techniques into Australia's terrestrial ecosystem monitoring framework. The project addresses critical spatio-temporal gaps between field-based measurements and satellite observations by deploying UAV systems carrying RGB, 10-band multispectral, and LiDAR sensors across TERN's surveillance monitoring plot network. Through standardized protocols and automated processing workflows, Dronescape generates analysis-ready products including orthomosaics, reflectance maps, vegetation indices, and 3D point clouds.

As of 2025, the project has surveyed over 120 plots across multiple bioregions, with ongoing expansion to additional monitoring sites. Each plot covers approximately 90,000 m², contributing to a continuously growing dataset that enables long-term monitoring of Australia's diverse vegetation communities.

Project Scope

<ul><li>Coverage: More than 120 plots across multiple bioregions (ongoing expansion)  </li>
<li>Plot Size: Approximately 90,000 m² per monitoring site  </li>
<li>Temporal Scale: 2–10 year monitoring cycles  </li>
<li>Data Types: RGB, 10-band multispectral, and LiDAR</li></ul>

Tags: TERN Ecosystem Surveillance, drone, lidar, multispectral, uas, uav
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Yarramundi Control Flux Data Release 2025_v2

This release consists of flux tower measurements of the exchange of energy and mass between the surface and the atmospheric boundary-layer using eddy covariance techniques. Data were processed using PyFluxPro (v3.4.21) as described by Isaac et al. (2017). PyFluxPro produces a final, gap-filled product with Net Ecosystem Exchange (NEE) partitioned into Gross Primary Productivity (GPP) and Ecosystem Respiration (ER).

The Yarramundi Control Paddock site is located near Richmond, NSW (GPS coordinates -33.613469, 150.734864). The site is about 1&nbsp;km east of the Cumberland Plain Woodland flux tower. The climate is warm-temperate, with annual rainfall averaging 728&nbsp;mm, mean maximum temperature in January of 30.4&deg;C and mean minimum temperature in July of 3.6&deg;C (BOM station 067105). The elevation of the site is about 20&nbsp;m asl and the topography is flat. The soil is sandy loam in texture, organic carbon content is &lt;1% nutrient availability is very low in the top 10&nbsp;cm; iron concretions below 50&nbsp;cm indicate poor drainage at times. The vegetation canopy is less than 1&nbsp;m tall, and the plant community is dominated by exotic herbaceous perennials, including <em>Conyza sumatrensis</em>, <em>Setaria parviflora</em>, <em>Cynodon dactylon</em>, <em>Commelina cyanea</em>, <em>Senecio madagascariensis</em>, and <em>Eragrostis curvula</em>. 
 Fluxes of water vapour, carbon dioxide and heat are quantified with the open-path eddy flux technique from a 2.5&nbsp;m tall mast. Additional measurements above the canopy include temperature, humidity, rainfall and net radiation, and photographs are taken several times per day to track canopy greenness.

Organization: Terrestrial Ecosystem Research Network's Data Discovery
Boyagin Flux Data Release 2023_v2

This release consists of flux tower measurements of the exchange of energy and mass between the surface and the atmospheric boundary-layer using eddy covariance techniques. Data were processed using PyFluxPro (v3.4.15) as described by Isaac et al. (2017). PyFluxPro produces a final, gap-filled product with Net Ecosystem Exchange (NEE) partitioned into Gross Primary Productivity (GPP) and Ecosystem Respiration (ER).

 The flux station was established in 2017 in Wandoo Woodland, which is surrounded by broadacre farming. About 80% of the overstorey cover is <em>Eucalyptus accedens</em>. Climate information comes from the nearby Pingelly BOM AWS station 010626 (1991 to 2016) and shows mean annual precipitation is approximately 445&nbsp;mm with highest rainfall in June and July of 81&nbsp;mm each month. Maximum and minimum annual rainfall is 775 and 217&nbsp;mm, respectively. Maximum temperatures range from 31.9&nbsp;°C (in Jan) to 15.4&nbsp;°C (in July), while minimum temperatures range from 5.5&nbsp;°C (in July) to 16.0&nbsp;°C (in Feb). The Noongar people are the traditional owners at Boyagin. 

Tags: AU-Boy, dry sclerophyll woodland, eddy covariance
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Tumbarumba Flux Data Collection

This dataset consists of measurements of the exchange of energy and mass between the surface and the atmospheric boundary-layer in wet sclerophyll forest using eddy covariance techniques.   
The Tumbarumba flux station is located in the Bago State Forest in south eastern New South Wales. It was established in 2000 and is managed by CSIRO Marine and Atmospheric Research. The forest is classified as wet sclerophyll, the dominant species is Eucalyptus delegatensis, and average tree height is 40m. Elevation of the site is 1200m and mean annual precipitation is 1000mm. The Bago and Maragle State Forests are adjacent to the south west slopes of southern New South Wales and the 48,400 ha of native forest have been managed for wood production for over 100 years. The instrument mast is 70m tall. Fluxes of heat, water vapour and carbon dioxide are measured using the open-path eddy flux technique. Supplementary measurements above the canopy include temperature, humidity, wind speed, wind direction, rainfall, incoming and reflected shortwave radiation and net radiation. Profiles of temperature, humidity and CO2 are measured at seven levels within the canopy. Soil moisture content is measured using Time Domain reflectometry, while soil heat fluxes and temperature are also measured. Hyper-spectral radiometric measurements are being used to determine canopy leaf-level properties. The Tumbarumba flux station is supported by TERN and the DCCEE through the ACCSP. For additional site information, see https://www.tern.org.au/tern-observatory/tern-ecosystem-processes/tumbarumba-wet-eucalypt-supersite/. This data is also available at http://data.ozflux.org.au .

Tags: AU-Tum, wet sclerophyll
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Wedgetail Flux Data 2025_v2

This release consists of flux tower measurements of the exchange of energy and mass between the surface and the atmospheric boundary-layer using eddy covariance techniques. Data were processed using PyFluxPro as described by Isaac et al. (2017) for the quality control and post-processing steps. The final, gap-filled product containing Net Ecosystem Exchange (NEE) partitioned into Gross Primary Productivity (GPP) and Ecosystem Respiration (ER) has been produced using the ONEFlux software as described in Pastorello et al. (2020).

The Wedge Tail flux tower (42&deg;05'29"S, 147&deg;04'46"E) is located on the traditional lands of the Lairmairrener people within the Silver Plains Reserve, a property managed by the Tasmanian Land Conservancy.Installed on 29 July 2024 by the University of Tasmania, the Wedge Tail flux tower is situated approximately 550 meters from the adjacent Silver Plains Flux Tower.&nbsp;The surrounding landscape is a gently south-southwest sloping, species-rich sedgeland and grassland, with a history of grazing. Positioned at an elevation of 860 meters, the site receives an average annual precipitation of approximately 900 mm. The soil at the site is organosol on a Jurassic dolerite geology. Average seasonal temperatures range from 16&deg;C in summer to 6&deg;C in winter.

Tags: AU-Wgt
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Daytime Cloud Mask for Himawari-8/9 (HIM_CLD_Day_Mask)

This cloud mask collection was generated for daytime Himawari-8/9 imagery using a newly developed algorithm by CSIRO (Commonwealth Scientific and Industrial Research Organisation), collaboratively among research teams, for the Australian continent and surrounding waters. The product was extensively validated against space-borne LiDAR to ensure its quality. The product is provided here in a regular latitude/longitude grid. It is also available in the original Himawari (geostationary) projection (WGS84, sub-satellite longitude = 140.7&deg;E and satellite altitude = 35785863 meters). Please contact the authors for accessing the data, which is located on the Australian National Computational Infrastructure (NCI). Currently, a near-real-time algorithm/processor is being developed to improve data availability, and to extend production to Himawari-10 (2028-2045).

Organization: Terrestrial Ecosystem Research Network's Data Discovery
Digby Plantation Flux Data Release 2023_v2

This release consists of flux tower measurements of the exchange of energy and mass between the surface and the atmospheric boundary-layer using eddy covariance techniques. Data were processed using PyFluxPro (v3.4.15) as described by Isaac et al. (2017). PyFluxPro produces a final, gap-filled product with Net Ecosystem Exchange (NEE) partitioned into Gross Primary Productivity (GPP) and Ecosystem Respiration (ER).

The Digby Plantation flux station was installed in a recently planted blue gum (<em>Eucalyptus globulus</em>) plantation near the town of Digby in western Victoria, Australia. The plantatiopn was establlished in August 2017 with a tree density of approximately 1000 trees per hectare. The seedlings were about 30&nbsp;cm tall and the trees were about 11&nbsp;m tall in July 2021. The equipment was installed on an extendable tower that was moved from 5&nbsp;m at the beginning of the monitoring period to about 15&nbsp;m at the end of the experiment, following the growth of the trees.

Tags: Plantation
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Uncrewed Aircraft Systems (UAS) Multispectral Orthomosaic - Okehampton Bay, Tasmania

This dataset contains UAV multispectral imagery collected as part of a field trial to test the Unmanned Aerial System to be used for the TERN Drone project. The UAS platform is DJI Matrice 300 RTK with 2 sensors: Zenmuse P1 (35 mm) RGB mapping camera and Micasense RedEdge-MX (5-band multispectral sensor). P1 imagery were geo-referenced using the onboard GNSS in M300 and the D-RTK 2 Mobile Station. P1 Camera positions were post-processed using <a href="https://www.ga.gov.au/scientific-topics/positioning-navigation/geodesy/auspos">AUSPOS</a>. The flights took place between 14:58 and 03:08 at a height of 80m with a flying speed set to 5 m/s. Forward and side overlaps of photographs were set to 80%. 

Micasense multispectral sensor positions were interpolated using P1, following which a standard workflow was followed in Agisoft Metashape to generate this orthomosaic (resolution 5 cm). Reflectance calibration was performed using captures of the MicaSense Calibration Panel taken before the flight. The orthomosaic raster has the relative reflectance (no unit) for the 5 bands (B, G, R, RedEdge, NIR). This cloud optimised (COG) GeoTIFF was created using rio command line interface. The coordinate reference system of the COG is EPSG 7855 - GDA2020 MGA Zone 55.

In the raw data RedEdge-MX image file suffixes correspond to bands like so - 1: Blue, 2: Green, 3: Red, 4: NIR, 5: Red Edge. However, in the processed Orthomoasic GeoTIFF, the bands are ordered in the wavelength order (Blue, Green, Red, Red Edge, NIR).

Tags: Drone, UAV
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Dry River Flux Data Release 2023_v1

This release consists of flux tower measurements of the exchange of energy and mass between the surface and the atmospheric boundary-layer using eddy covariance techniques. Data were processed using PyFluxPro (v3.5.0) as described by Isaac et al. (2017). PyFluxPro produces a final, gap-filled product with Net Ecosystem Exchange (NEE) partitioned into Gross Primary Productivity (GPP) and Ecosystem Respiration (ER).

The site is classified as open forest savanna. The overstory is co-dominated by tree species <em>Eucalyptus tetrodonta</em>, <em>Eucalyptus dichromophloia</em>, <em>Corymbia terminalis</em>, <em>Sorghum intrans</em>, <em>Sorghum plumosum</em>, <em>Themeda triandra</em> and <em>Chrysopogon fallax</em>, with canopy height averaging 12.3&nbsp;m. Elevation of the site is close to 175&nbsp;m and mean annual precipitation from a nearby Bureau of Meteorology site measures 895.3 mm. Maximum temperatures range from 29.1&nbsp;°C (in June) to 37.6&nbsp;°C (in July), while minimum temperatures range from 14.6&nbsp;°C (in July) to 24.8&nbsp;°C (in November). Maximum temperatures vary seasonally by 8.5&nbsp;°C and minimum by 10.2&nbsp;°C.  The instrument mast is 15&nbsp;m tall. Heat, water vapour and carbon dioxide measurements are taken using the open-path eddy flux technique. Temperature, humidity, wind speed, wind direction, rainfall, incoming and reflected shortwave radiation and net radiation are measured above the canopy. Soil heat fluxes are measured and soil moisture content is gathered using time domain reflectometry.  Ancillary measurements taken at the site include LAI, leaf-scale physiological properties (gas exchange, leaf isotope ratios, nitrogen and chlorophyll concentrations), vegetation optical properties and soil physical properties. Airborne based remote sensing (Lidar and hyperspectral measurements) was carried out across the site in September 2008. 

Tags: AU-Dry, Eddy Covariance, open forest savanna
Organization: Terrestrial Ecosystem Research Network's Data Discovery
NSW Forest Carbon Stock – Aboveground, Belowground and Dead Organic Matter Carbon Mass, 1990–2020

The NSW Carbon Monitoring project is a collaboration between the Natural Resources Commission of NSW and Mullion Group to develop a spatial time-series dataset of forest carbon history for the state of NSW at ~25m resolution. The project used FLINTpro software to integrate historical environmental and land management data to model carbon stock and fluxes. Aboveground biomass refers to the amount of carbon stored within aboveground forest components (pools) which includes leaves, branches, bark and stems. Belowground biomass refers to the amount of carbon stored within belowground forest components (pools) which includes coarse and fine roots. Dead Organic Matter refers to the amount of carbon stored within dead forest components (pools) which includes leaf litter, branch litter, bark litter, stem litter, and dead roots. Carbon stored within soil and harvested wood products is not included within any of these datasets.

This dataset has been superseeded by <a href="https://portal.tern.org.au/metadata/TERN/b9eab336-0ccc-43cd-9d44-e1e6207a2575">NSW Forest Carbon Stock - Aboveground, Belowground and Dead Organic Matter Carbon Mass 1990-2021</a>

Tags: Forest Biomass, Forest Carbon, Greenhouse Gas Inventory, NSW Carbon Monitoring project, NSW Forests
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Samford Ecological Research Facility Flux Data Release 2023_v2

This release consists of flux tower measurements of the exchange of energy and mass between the surface and the atmospheric boundary-layer using eddy covariance techniques. Data were processed using PyFluxPro (v3.4.15) as described by Isaac et al. (2017). PyFluxPro produces a final, gap-filled product with Net Ecosystem Exchange (NEE) partitioned into Gross Primary Productivity (GPP) and Ecosystem Respiration (ER).

Samford flux station is situated on an improved (<em>Paspalum dilatum</em>) pasture in the humid subtropical climatic region of coastal south-east Queensland. Located only 20&nbsp;km from the centre of Brisbane city, Samford Valley provides an ideal case study to examine the impact of urbanisation and land use change on ecosystem processes. The valley covers an area of some 82&nbsp;km2 and is drained in the southern regions by the Samford creek, which extends some 13&nbsp;km to Samford Village and into the South Pine River. The Samford Valley is historically a rural area experiencing intense urbanisation, with the population increasing almost 50% in the 10 years to 2006 (Morton Bay Regional Council, 2011). Within the Samford valley study region, the Samford Ecological Research Facility (SERF) not only represents a microcosm of current and historical land uses in the valley, but provides a unique opportunity to intensively study various aspects of ecosystem health in a secure, integrated and long term research capacity. Mean annual minimum and maximum temperatures at a nearby Bureau of Meteorology site are 13.1&nbsp;°C and 25.6&nbsp;°C respectively while average rainfall is 1102&nbsp;mm.

Tags: AU-Sam, eddy covariance, pasture
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Fletcherview Tropical Rangeland Flux Data Release 2023_v1

This release consists of flux tower measurements of the exchange of energy and mass between the surface and the atmospheric boundary-layer using eddy covariance techniques. Data were processed using PyFluxPro (v3.5.0) as described by Isaac et al. (2017). PyFluxPro produces a final, gap-filled product with Net Ecosystem Exchange (NEE) partitioned into Gross Primary Productivity (GPP) and Ecosystem Respiration (ER).

Fletcherview Tropical Rangeland SuperSite was established in 2021 at James Cook University’s Fletcherview Research Station, a fully operational outback cattle station located 50&nbsp;km west of Townsville, Queensland. The site is used for cattle grazing and is characterised by tall open savanna. The vegetation is dominated by native grasses such as blackspear and kangaroo grasses, as well as introduced species like buffel grass, signal grass and leucaena. Fletcherview typically experiences a dry and wet season, with most rainfall occurring between January and April.

Tags: fletch, tropical rangeland
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Tumbarumba Flux Data Release 2023_v1

This release consists of flux tower measurements of the exchange of energy and mass between the surface and the atmospheric boundary-layer using eddy covariance techniques. Data were processed using PyFluxPro (v3.5.0) as described by Isaac et al. (2017). PyFluxPro produces a final, gap-filled product with Net Ecosystem Exchange (NEE) partitioned into Gross Primary Productivity (GPP) and Ecosystem Respiration (ER).

Tumbarumba flux station is located in Bago State Forest in south eastern New South Wales. It was established in 2000 and is managed by CSIRO Marine and Atmospheric Research. The forest is classified as wet sclerophyll, the dominant species is <em>Eucalyptus delegatensis</em>, and average tree height is 40&nbsp;m. Elevation of the site is 1200&nbsp;m and mean annual precipitation is 1000&nbsp;mm. Bago and Maragle State Forests are adjacent to the south west slopes of southern New South Wales and the 48,400&nbsp;ha of native forest have been managed for wood production for over 100 years. The instrument mast is 70&nbsp;m tall. Fluxes of heat, water vapour and carbon dioxide are measured using the open-path eddy flux technique. Supplementary measurements above the canopy include temperature, humidity, wind speed, wind direction, rainfall, incoming and reflected shortwave radiation and net radiation. Profiles of temperature, humidity and CO2 are measured at seven levels within the canopy. Soil moisture content is measured using time domain reflectometry. Soil heat fluxes and temperature are also measured. Hyper-spectral radiometric measurements are being used to determine canopy leaf-level properties.

Tags: AU-Tum, wet sclerophyll
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Climate Adjusted Seasonal Persistent Green Trend – Landsat, QLD DES Algorithm, QLD and NT Coverage

The climate adjusted linear seasonal persistent green trend is derived from analysis of the linear seasonal persistent green trend, adjusted for rainfall. The current version is based on the 1987-2014 period. 
Seasonal persistent green cover is derived from seasonal cover using a weighted smooth spline fitting routine. This weights a smooth line to the minimum values of the seasonal green cover. This smooth minimum is designed to represent the slower changing green component, ideally consisting of perennial vegetation including over-storey, mid-storey and persistent ground cover. The seasonal persistent green is then summarised using simple linear regression, and the slope of the fitted line is captured in the linear seasonal persistent green product. This product is further processed to produce a climate-adjusted version.

Organization: Terrestrial Ecosystem Research Network's Data Discovery
Ground Level Predator–Prey Interactions and Rainforest Structure Across 18 Permanent Plots, Cassowary Coast Region, Australia 2023

This dataset contains measurements of predation rates, predator abundance, and environmental variables collected in September 2023 across 18 permanent 20 × 20 m study plots in tropical rainforest of the Cassowary Coast Region, Wet Tropics World Heritage Area, North Queensland, Australia. Predation was quantified using 360 artificial plasticine caterpillars exposed for seven days and inspected for predator attack marks, alongside concurrent pitfall trapping of ground-dwelling arthropods (ants, carabid beetles, and crickets). Environmental data include tree and vine stem counts, species identifications, basal area, aboveground biomass estimates, vine-to-tree ratios, leaf area index from hemispherical photographs, litter depth, and coarse woody debris surveys. These data were collected following standardised ecological protocols to support analysis of predator–prey interactions, vegetation structure, and rainforest disturbance dynamics.

Tags: hill diversity index, predation proportion
Organization: Terrestrial Ecosystem Research Network's Data Discovery
Wellington Research Station Flux Data 2025_v2

This dataset consists of measurements of the exchange of energy and mass between the surface and the atmospheric boundary-layer using eddy covariance techniques. Data were processed using PyFluxPro (v3.4.21) as described by Isaac et al. (2017). PyFluxPro produces a final, gap-filled product with Net Ecosystem Exchange (NEE) partitioned into Gross Primary Productivity (GPP) and Ecosystem Respiration (ER). 
The Wellington Research Station flux tower is part of the network of Australian Critical Zone Observatories (OzCZO). The site vegetation is characterised by pastoral/woodland type. Climate of the site is represented by a humid subtropical climate type (Köppen), with hot summers and cool winters. Long term weather records from the Bureau of Meteorology (station no. 065035) states annual mean maximum temperatures of ca 22.8 °C, and mean minimum temperatures of ca 10.5 °C. The rainfall for the site is in the range from an annual lowest of 348.3 mm to annual highest of 1355.3 mm.

Tags: AU-WEL, Eddy Covariance, Pasture, Woodland
Organization: Terrestrial Ecosystem Research Network's Data Discovery