AndreaBozzo/ceres-open-data-index huggingface dataset:
Solar Resource and Meteorological Assessment Project (SOLRMAP): Rotating Shadowband Radiometer (RSR) Data for Milford, Utah

The U.S. Department of Energy's National Renewable Energy Laboratory collaborates with the solar industry to establish high quality solar and meteorological measurements. This Solar Resource and Meteorological Assessment Project (SOLRMAP) provides high quality measurements to support deployment of power projects in the United States. The no-funds-exchanged collaboration brings NREL solar resource assessment expertise together with industry needs for measurements. The end result is high quality data sets to support the financing, design, and monitoring of large scale solar power projects for industry in addition to research-quality data for NREL model development. NREL provides consultation for instrumentation and station deployment, along with instrument calibrations, data acquisition, quality assessment, data distribution, and summary reports. Industry participants provide equipment, infrastructure, and station maintenance.

Tags: diffuse, direct, display, global, humidity, instrumentation, irradiance, measurement, meterological, midc, millford, outdoor, precipitation, pressure, pyranometer, radiometer, re, renewable-energy, rotating, rsp, rsr, shadowband, silicon, solar, solar-calendar, solar-energy, temperature, utah, weather, wind
Organization: Department of Energy
Solar Resource and Meteorological Assessment Project (SOLRMAP): Southwest Solar Research Park (Formerly SolarCAT) Rotating Shadowband Radiometer (RSR) Data for Phoenix, Arizona

The U.S. Department of Energy's National Renewable Energy Laboratory collaborates with the solar industry to establish high quality solar and meteorological measurements. This Solar Resource and Meteorological Assessment Project (SOLRMAP) provides high quality measurements to support deployment of power projects in the United States. The no-funds-exchanged collaboration brings NREL solar resource assessment expertise together with industry needs for measurements. The end result is high quality data sets to support the financing, design, and monitoring of large scale solar power projects for industry in addition to research-quality data for NREL model development. NREL provides consultation for instrumentation and station deployment, along with instrument calibrations, data acquisition, quality assessment, data distribution, and summary reports. Industry participants provide equipment, infrastructure, and station maintenance.

Tags: arizona, diffuse, direct, display, global, humidity, instrumentation, irradiance, measurement, meterological, midc, outdoor, phoenix, precipitation, pressure, pyranometer, radiometer, re, renewable-energy, rotating, rsp, rsr, shadowband, silicon, solar, solar-calendar, solar-energy, southwest-solar, temperature, weather, wind, wind-rose
Organization: Department of Energy
Solar Resource and Meteorological Assessment Project (SOLRMAP): Observed Atmospheric and Solar Information System (OASIS) Data for Tucson, Arizona

The U.S. Department of Energy's National Renewable Energy Laboratory collaborates with the solar industry to establish high quality solar and meteorological measurements. This Solar Resource and Meteorological Assessment Project (SOLRMAP) provides high quality measurements to support deployment of power projects in the United States. The no-funds-exchanged collaboration brings NREL solar resource assessment expertise together with industry needs for measurements. The end result is high quality data sets to support the financing, design, and monitoring of large scale solar power projects for industry in addition to research-quality data for NREL model development. NREL provides consultation for instrumentation and station deployment, along with instrument calibrations, data acquisition, quality assessment, data distribution, and summary reports. Industry participants provide equipment, infrastructure, and station maintenance.

Tags: arizona, diffuse, direct, display, global, humidity, instrumentation, irradiance, measurement, meterological, midc, oasis, observed-atmospheric-and-solar-information-system, outdoor, precipitation, pressure, pyranometer, pyrheliometer, radiometer, re, renewable-energy, solar, solar-calendar, solar-energy, temperature, thermopile, tracker, tuscon, weather, wind
Organization: Department of Energy
Split Phase Inverter Data

The increase in power electronic based generation sources require accurate modeling of inverters. Accurate modeling requires experimental data over wider operation range. We used 8.35 kW off-the-shelf grid following split phase PV inverter in the experiments. We used controllable AC supply and controllable DC supply to emulate AC and DC side characteristics. The experiments were performed at NREL's Energy Systems Integration Facility. Inverter is tested under 100%, 75%, 50%, 25% load conditions. In the first dataset, for each operating condition, controllable AC source voltage is varied from 0.9 to 1.1 per unit (p.u) with a step value of 0.025 p.u while keeping the frequency at 60 Hz. In the second dataset, under similar load conditions (100%, 75%, 50%, 25% ), the frequency of the controllable AC source voltage was varied from 59 Hz to 61 Hz with a step value of 0.2 Hz. Voltage and frequency range is chosen based on inverter protection. Voltages and currents on DC and AC side are included in the dataset.

Tags: artificial-intelligence, data-analysis, data-visualizations, database-for-artificial-intelligence-training, database-for-inverter-characterization, database-for-model-validation, machine-learning, pv-inverter, pytorch, reinforcement-learning, scikit-learn, split-phase-inverter, tensorflow
Organization: Department of Energy
Sacramento Municipal Utility District (SMUD): Rotating Shadowband Radiometer (RSR); Anatolia - Rancho Cordova, California (Data)

A partnership with industry and U.S. Department of Energy's National Renewable Energy Laboratory (NREL) to collect solar data to support future solar power generation in the United States.  The measurement station monitors global horizontal, direct normal, and diffuse horizontal irradiance to define the amount of solar energy that hits this particular location. The solar measurement instrumentation is also accompanied by meteorological monitoring equipment to provide scientists with a complete picture of the solar power possibilities.

Tags: california, diffuse, direct, display, global, humidity, instrumentation, irradiance, measurement, meterological, midc, outdoor, pressure, pyranometer, radiometer, re, renewable-energy, rotating, rsp, rsr, sacramento, sacramento-municipal-utility-district, shadowband, silicon, solar, solar-calendar, solar-energy, temperature, weather, wind-rose
Organization: Department of Energy
NREL National Wind Technology Center (NWTC): M2 Tower; Boulder, Colorado (Data)

The National Wind Technology Center (NWTC), located at the foot of the Rocky Mountains near Boulder, Colorado, is a world-class research facility managed by NREL for the U.S. Department of Energy. NWTC researchers work with members of the wind energy industry to advance wind power technologies that lower the cost of wind energy through research and development of state-of-the-art wind turbine designs.  NREL's Measurement and Instrument Data Center provides data from NWTC's M2 tower which are derived from instruments mounted on or near an 82 meter (270 foot) meteorological tower located at the western edge of the NWTC site and about 11 km (7 miles) west of Broomfield, and approximately 8 km (5 miles) south of Boulder, Colorado.  The data represent the mean value of readings taken every two seconds and averaged over one minute. The wind speed and direction are measured at six heights on the tower and air temperature is measured at three heights.  The dew point temperature, relative humidity, barometric pressure, totalized liquid precipitation, and global solar radiation are also available.

Tags: boulder, colorado, display, global, humidity, instrumentation, irradiance, m2, measurement, meterological, midc, nwtc, outdoor, precipitation, pressure, pyranometer, re, real-time, renewable-energy, research, solar, solar-calendar, temperature, thermopile, tower, weather, wind, wind-energy, wind-rose
Organization: Department of Energy
Metering Best Practices Applied in the National Renewable Energy Laboratory's Research Support Facility: A Primer to the 2011 Measured and Modeled Energy Consumption Datasets

Modern buildings are complex energy systems that must be controlled for energy efficiency. The Research Support Facility (RSF) at the National Renewable Energy Laboratory (NREL) has hundreds of controllers -- computers that communicate with the building's various control systems -- to control the building based on tens of thousands of variables and sensor points. These control strategies were designed for the RSF's systems to efficiently support research activities. Many events that affect energy use cannot be reliably predicted, but certain decisions (such as control strategies) must be made ahead of time. NREL researchers modeled the RSF systems to predict how they might perform. They then monitor these systems to understand how they are actually performing and reacting to the dynamic conditions of weather, occupancy, and maintenance.

Tags: building-systems, buildings, colorado, consumption, control-strategy, electricity, energy-analysis, energy-conservation, energy-modeling, golden, mathematics-and-computing-research, research-support-facility, resources, rsf, utilization
Organization: Department of Energy
Rotating Shadowband Radiometer (RSR) Data for Kalaeloa Oahu, Hawaii

The U.S. Department of Energy's National Renewable Energy Laboratory collaborates with the solar industry to establish high quality solar and meteorological measurements. This Solar Resource and Meteorological Assessment Project (SOLRMAP) provides high quality measurements to support deployment of power projects in the United States. The no-funds-exchanged collaboration brings NREL solar resource assessment expertise together with industry needs for measurements. The end result is high quality data sets to support the financing, design, and monitoring of large scale solar power projects for industry in addition to research-quality data for NREL model development. NREL provides consultation for instrumentation and station deployment, along with instrument calibrations, data acquisition, quality assessment, data distribution, and summary reports. Industry participants provide equipment, infrastructure, and station maintenance.

Tags: diffuse, direct, display, global, hawaii, humidity, instrumentation, irradiance, kalaeloa-oahu, measurement, meterological, midc, outdoor, precipitation, pressure, pyranometer, radiometer, re, renewable-energy, rotating, rsp, rsr, shadowband, silicon, solar, solar-calendar, solar-energy, temperature, weather, wind
Organization: Department of Energy
University of Texas Panamerican (UTPA): Solar Radiation Lab (SRL); Edinburg, Texas (Data)

This measurement station monitors global horizontal, direct normal, and diffuse horizontal irradiance to define the amount of solar energy that hits this particular location.

Tags: diffuse, direct, display, edinburg, global, instrumentation, irradiance, measurement, meterological, midc, outdoor, pyranometer, pyrheliometer, radiometer, re, renewable-energy, solar, solar-calendar, solar-energy, texas, thermopile, tracker, university-of-texas-panamerican, weather, wind-rose
Organization: Department of Energy
Lowry Range Solar Station: Arapahoe County, Colorado (Data)

A partnership with industry and U.S. Department of Energy's National Renewable Energy Laboratory (NREL) to collect solar data to support future solar power generation in the United States.  The measurement station monitors global horizontal, direct normal, and diffuse horizontal irradiance to define the amount of solar energy that hits this particular location. The solar measurement instrumentation is also accompanied by meteorological monitoring equipment to provide scientists with a complete picture of the solar power possibilities.

Tags: arapahoe-county, colorado, diffuse, direct, display, global, humidity, instrumentation, irradiance, lowry, measurement, meterological, midc, outdoor, precipitation, pressure, pyranometer, radiometer, re, renewable-energy, rotating, rsp, rsr, shadowband, silicon, solar, solar-calendar, solar-energy, temperature, weather, wind, wind-rose
Organization: Department of Energy
Solar radiation monitoring for University of Nevada (UNLV), Las Vegas, Nevada

A partnership with the University of Nevada and U.S. Department of Energy's National Renewable Energy Laboratory (NREL) to collect solar data to support future solar power generation in the United States.  The measurement station monitors global horizontal, direct normal, and diffuse horizontal irradiance to define the amount of solar energy that hits this particular location. The solar measurement instrumentation is also accompanied by meteorological monitoring equipment to provide scientists with a complete picture of the solar power possibilities.

Tags: diffuse, direct, display, global, humidity, instrumentation, irradiance, las-vegas, measurement, meterological, midc, nevada, outdoor, precipitation, pressure, pyranometer, pyrheliometer, radiometer, re, renewable-energy, solar, solar-calendar, solar-energy, temperature, thermopile, tracker, university-of-nevada, weather, wind, wind-rose
Organization: Department of Energy
Solar Resource and Meteorological Assessment Project (SOLRMAP): Rotating Shadowband Radiometer (RSR) Data for Cedar City, Utah

The U.S. Department of Energy's National Renewable Energy Laboratory collaborates with the solar industry to establish high quality solar and meteorological measurements. This Solar Resource and Meteorological Assessment Project (SOLRMAP) provides high quality measurements to support deployment of power projects in the United States. The no-funds-exchanged collaboration brings NREL solar resource assessment expertise together with industry needs for measurements. The end result is high quality data sets to support the financing, design, and monitoring of large scale solar power projects for industry in addition to research-quality data for NREL model development. NREL provides consultation for instrumentation and station deployment, along with instrument calibrations, data acquisition, quality assessment, data distribution, and summary reports. Industry participants provide equipment, infrastructure, and station maintenance.

Tags: cedar-city, diffuse, direct, display, global, humidity, instrumentation, irradiance, measurement, meterological, midc, outdoor, precipitation, pressure, pyranometer, radiometer, re, renewable-energy, rotating, rsp, rsr, shadowband, silicon, solar, solar-calendar, solar-energy, temperature, utah, weather, wind
Organization: Department of Energy
Solar Resource and Meteorological Assessment Project (SOLRMAP): Sun Spot Two Data for Swink, Colorado

The U.S. Department of Energy's National Renewable Energy Laboratory collaborates with the solar industry to establish high quality solar and meteorological measurements. This Solar Resource and Meteorological Assessment Project (SOLRMAP) provides high quality measurements to support deployment of power projects in the United States. The no-funds-exchanged collaboration brings NREL solar resource assessment expertise together with industry needs for measurements. The end result is high quality data sets to support the financing, design, and monitoring of large scale solar power projects for industry in addition to research-quality data for NREL model development. NREL provides consultation for instrumentation and station deployment, along with instrument calibrations, data acquisition, quality assessment, data distribution, and summary reports. Industry participants provide equipment, infrastructure, and station maintenance.

Tags: colorado, diffuse, direct, display, global, humidity, instrumentation, irradiance, measurement, meterological, midc, outdoor, precipitation, pressure, pyranometer, radiometer, re, renewable-energy, rotating, rsp, rsr, shadowband, silicon, solar, solar-calendar, solar-energy, sun-spot-two, swink, temperature, weather, wind, wind-rose
Organization: Department of Energy
India Direct Normal & Global Horizontal Irradiance Solar Resources

GIS data for India's direct normal irradiance (DNI) and global horizontal irradiance.

Provides 10-kilometer (km) solar resource maps and data for India. The 10-km hourly solar resource data were developed using weather satellite (METEOSAT) measurements incorporated into a site-time specific solar modeling approach developed at the U.S. State University of New York at Albany. The data is made publicly available in geographic information system (GIS) format (shape files etc).

The new maps and data were released in June 2013. The new data expands the time period of analysis from 2002-2007 to 2002-2011 and incorporates enhanced aerosols information to improve direct normal irradiance (DNI).

These products were developed by the U.S. National Renewable Energy Laboratory (NREL) in cooperation with India's Ministry of New and Renewable Energy, through funding from the U.S. Department of Energy and U.S. Department of State.

Tags: 10-kilometer, analysis, direct-solar-irradiance, dni, gis, india, irradiance, maps, meteosat, re, renewable-energy, satellite, shape-files, solar, solar-modeling
Organization: Department of Energy
Observations and Lessons Learned in Residential Roofing Integrated Photovoltaics

The data file includes field observations of residential roofing integrated photovoltaics installation that happened between July 2021 and June 2022 in California. There are 21 observations - 2 in the re-roofing category and 19 in the new construction category.&nbsp;The file includes two time and motion forms (Re-Roofing &amp; New Construction) we used to capture the time it takes for each activity in the rooftop solar and electrical installation process. You will see the duration for detailed steps along with activities that are included for total installation time for the paper.&nbsp;There are three parts to the time and motion form - Part 1 has project and crew characteristics, product information, and inspection and permitting data and can be filled before the installation. Part 2 has the actual installation time stamps and related notes. Part 3 has the crew information and can be filled on-site or off-site, but this section is optional.&nbsp;The re-roofing form has pre-solar activities and gutters and vents section in Part 2 of the form, whereas new construction form includes a section for capturing the time it took for rough wiring. The re-roofing form does not include rough wiring but instead includes the final electrical wiring process. These are the key differences in both the forms. Each day/step/installation activity needs to include the crew break time as they happen and there is space available to capture the crew breaks duration.&nbsp;In Table 1 below, the different terms used in the time and motion form are defined and their corresponding unit of measurement stated. We also highlight the optional sections.&nbsp;The data is captured in total mins, total hours, person mins, person hours. You can use this form or make edits to the form to recreate the study or make your own observations.&nbsp;The data herein was reviewed but may not be comprehensive.&nbsp;NREL invites questions and inputs to improve the data, including to:Correct erroneous informationFill in missing/updated informationClarifications on data and variables&nbsp;Updated information may be submitted to Sushmita Jena at sushmita.jena@nrel.gov.

Tags: bipv, building-energy, building-integrated-pv, building-roof-area, buildings, photovoltaic, ripv, roof, roofing-integrated-pv, rooftop-pv, rooftop-solar
Organization: Department of Energy
BLM OR Wild and Scenic Rivers Line Hub

wsr_arc: This layer is the line representation of the designated Wild and Scenic River segments under BLM management within the boundaries of Oregon and Washington. The National Wild and Scenic Rivers System was created by Congress in 1968 to preserve certain rivers with outstanding natural, cultural, and recreational values in a free-flowing condition. For more information about the WSR Act, river classification, management, and links to related sites go to http://www.rivers.gov/rivers/.

Tags: geospatial, hydrology, inlandwaters, management, oregon, pacific-northwest, recreation, recreational, rivers, scenic, study, washington, wild, wild-and-scenic-rivers, wsr
Organization: Department of the Interior
Rotating Shadowband Radiometer (RSR) Data for Los Angeles, California

The U.S. Department of Energy's National Renewable Energy Laboratory collaborates with the solar industry to establish high quality solar and meteorological measurements. This Solar Resource and Meteorological Assessment Project (SOLRMAP) provides high quality measurements to support deployment of power projects in the United States. The no-funds-exchanged collaboration brings NREL solar resource assessment expertise together with industry needs for measurements. The end result is high quality data sets to support the financing, design, and monitoring of large scale solar power projects for industry in addition to research-quality data for NREL model development. NREL provides consultation for instrumentation and station deployment, along with instrument calibrations, data acquisition, quality assessment, data distribution, and summary reports. Industry participants provide equipment, infrastructure, and station maintenance.

Tags: california, diffuse, direct, display, global, humidity, instrumentation, irradiance, los-angeles, measurement, meterological, midc, outdoor, precipitation, pressure, pyranometer, radiometer, re, renewable-energy, rotating, rsp, rsr, shadowband, silicon, solar, solar-calendar, solar-energy, temperature, weather, wind
Organization: Department of Energy
Oak Ridge National Laboratory (ORNL); Rotating Shadowband Radiometer (RSR); Oak Ridge, Tennessee (Data)

This measurement station monitors global horizontal, direct normal, and diffuse horizontal irradiance to define the amount of solar energy that hits this particular location.

Tags: diffuse, direct, display, global, humidity, instrumentation, irradiance, measurement, meterological, midc, oak-ridge, oak-ridge-national-laboratory, ornl, outdoor, precipitation, pressure, pyranometer, radiometer, re, renewable-energy, rotating, rsp, rsr, shadowband, silicon, solar, solar-calendar, solar-energy, temperature, tennessee, weather, wind
Organization: Department of Energy
Rotating Shadowband Radiometer (RSR) Data from SOLRMAP Escalante Tri-State - Prewitt, New Mexico

The U.S. Department of Energy's National Renewable Energy Laboratory collaborates with the solar industry to establish high quality solar and meteorological measurements. This Solar Resource and Meteorological Assessment Project (SOLRMAP) provides high quality measurements to support deployment of power projects in the United States. The no-funds-exchanged collaboration brings NREL solar resource assessment expertise together with industry needs for measurements. The end result is high quality data sets to support the financing, design, and monitoring of large scale solar power projects for industry in addition to research-quality data for NREL model development. NREL provides consultation for instrumentation and station deployment, along with instrument calibrations, data acquisition, quality assessment, data distribution, and summary reports. Industry participants provide equipment, infrastructure, and station maintenance.

Tags: diffuse, direct, display, escalante-tri-state, global, humidity, instrumentation, irradiance, measurement, meterological, midc, new-mexico, outdoor, precipitation, pressure, prewitt, pyranometer, radiometer, re, renewable-energy, rotating, rsp, rsr, shadowband, silicon, solar, solar-calendar, solar-energy, temperature, weather, wind
Organization: Department of Energy