A machine learning model, originally trained in Oklahoma, was tested at 15 global sites and showed strong generalizability in predicting rapid changes in surface solar irradiance caused by moving clouds. The model can forecast solar "ramp" events crucial for grid stability, with modifications made for different locations to enhance accuracy. Overall, the model performed well across sites, with half matching or exceeding the original model's predictive performance. A study published in Solar Energy found that most sites have similar or better predictability of solar variability, although extreme environments like mountains, deserts, tropics, and high latitudes showed lower predictability. Collaboration between the University of Colorado Boulder, NOAA Global Monitoring Laboratory, and NOAA Global Systems Laboratory contributed to this research.
Tag: Oklahoma
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Green Hydrogen Startup Has A Message For Texas: Hold My Beer
Oklahoma is emerging as a new player in the green hydrogen industry, with startup Tobe Energy receiving a $1.8 million investment for their membrane-free electrolysis system. This technology aims to simplify the production process, reduce costs by up to 75%, and cut waste heat, with a focus on large-scale use in industries like energy, manufacturing, and transportation. Tobe Energy's innovative approach using LED technology in electrolysis has attracted interest from investors and is seen as a promising development in the decarbonization movement. Oklahoma's strong renewable energy profile and focus on attracting new businesses through renewable energy further solidify its position in the US energy transition, with the state actively promoting renewable energy as a way to drive economic growth and sustainability.
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The Orphan Well Case For Renewable Energy
Oklahoma has made progress in utilizing wind energy resources, ranking #3 in total renewable energy production and #4 in net power generation from renewables. Despite challenges with pollution and abandoned wells from the oil and gas industry, the state is a renewable energy leader with potential for solar energy growth. Renewable energy opportunities are emerging, with farmers and property owners pursuing solar panels and wind turbines for new revenue. The Energy Department is exploring harvesting geothermal energy from oil and gas wells, as well as repurposing unused oil storage tanks for energy storage, showing that Oklahoma has the potential to grow its renewable energy profile alongside its fossil fuel industry.
https://cleantechnica.com/2025/12/14/the-oilfield-binge-purge-another-reason-to-ditch-fossil-fuels/