Solar Energy

Machine Learning Enhances Solar Power Forecast Accuracy

Published

1 month ago

February 18, 2025

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Machine Learning Enhances Solar Power Forecast Accuracy

by Simon Mansfield

Sydney, Australia (SPX) Feb 18, 2025

As solar power becomes a more significant component of the global energy grid, improving the accuracy of photovoltaic (PV) generation forecasts is crucial for balancing supply and demand. A recent study published in Advances in Atmospheric Sciences examines how machine learning and statistical techniques can enhance these predictions by refining errors in weather models.

Since PV forecasting depends heavily on weather predictions, inaccuracies in meteorological models can impact power output estimates. Researchers from the Institute of Statistics at the Karlsruhe Institute of Technology investigated ways to improve forecast precision through post-processing techniques. Their study evaluated three methods: adjusting weather forecasts before inputting them into PV models, refining solar power predictions after processing, and leveraging machine learning to predict solar power directly from weather data.

“Weather forecasts aren’t perfect, and those errors get carried into solar power predictions,” explained Nina Horat, lead author of the study. “By tweaking the forecasts at different stages, we can significantly improve how well we predict solar energy production.”

The study found that applying post-processing techniques to power predictions, rather than weather forecasts, yielded the most significant improvements. While machine learning models generally outperformed conventional statistical methods, their advantage was marginal in this case, likely due to the constraints of the available input data. Researchers also highlighted the importance of including time-of-day information in models to enhance forecast accuracy.

“One of our biggest takeaways was just how important the time of day is,” said Sebastian Lerch, corresponding author of the study. “We saw major improvements when we trained separate models for each hour of the day or fed time directly into the algorithms.”

A particularly promising approach involves bypassing traditional PV models altogether by using machine learning algorithms to predict solar power directly from weather data. This technique eliminates the need for detailed knowledge of a solar plant’s configuration, relying instead on historical weather and performance data for training.

The findings pave the way for further advancements in machine learning-based forecasting, including the integration of additional weather variables and the application of these methods across multiple solar installations. As renewable energy adoption accelerates, improving solar power forecasting will be key to maintaining grid stability and efficiency.

Research Report:Improving Model Chain Approaches for Probabilistic Solar Energy Forecasting through Post-processing and Machine Learning

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Solar Energy

Star Catcher showcases space energy beaming tech at Jacksonville stadium

Published

15 hours ago

March 24, 2025

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Star Catcher showcases space energy beaming tech at Jacksonville stadium

by Clarence Oxford

Los Angeles CA (SPX) Mar 24, 2025

Star Catcher Industries, Inc. (“Star Catcher”), a leader in the field of space-to-space energy transfer, has completed its first public demonstration of space power beaming technology. This milestone event, held at EverBank Stadium in Jacksonville, Florida, marks significant progress toward the development of a space-based energy grid designed to provide uninterrupted power to satellites and space infrastructure.

During the demonstration, Star Catcher deployed its proprietary system to harness concentrated solar energy and beam it over a distance exceeding 100 meters. The energy was transmitted to a series of standard satellite solar panels, effectively showcasing the system’s compatibility with existing spacecraft hardware. This demonstration highlighted the adaptability of Star Catcher’s technology, which requires no modifications to current satellite power systems, allowing seamless integration into existing orbital platforms.

“This demonstration marks the first end-to-end test of our space power beaming technology, proving we can collect and wirelessly transmit energy with the precision needed for space applications,” said Andrew Rush, Co-Founder and CEO of Star Catcher. “Today’s success puts us one step closer to eliminating power constraints in space and unlocking new capabilities for satellites and the customers they serve.”

The EverBank Stadium event represents a foundational achievement for the planned Star Catcher Network, an orbital power infrastructure intended to offer on-demand, continuous energy supply to satellites and other space-based assets. By validating the core functionality of its power transmission technology in a real-world setting, Star Catcher has demonstrated its readiness to move toward larger-scale applications.

Looking ahead, the company is preparing for a more ambitious trial at Space Florida’s Launch and Landing Facility (LLF) this summer. This future demonstration aims to transmit hundreds of watts of power wirelessly across a distance greater than one kilometer, energizing multiple simulated satellites simultaneously. The LLF site, historically used for Space Shuttle landings, will provide a fitting backdrop for this next phase of development.

Star Catcher’s momentum in advancing space power solutions is further bolstered by recent financial and governmental support. The firm secured a $12.25 million seed investment co-led by Initialized Capital and B Capital. In addition, it received an AFWERX SBIR Phase 1 contract to enhance its capabilities in space-based power transmission.

Rooted in Jacksonville, Star Catcher has deep ties to the local space innovation ecosystem. By hosting its inaugural technology demonstration at EverBank Stadium, in partnership with the Jacksonville Jaguars, the company reinforced its commitment to community involvement. The event also served as a unique educational platform, allowing local students to engage with groundbreaking space technology developed within their region.

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Solar Energy

Framatome and Perpetual Atomics to Scale Up Space Battery Production for Future Missions

Published

15 hours ago

March 24, 2025

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Framatome and Perpetual Atomics to Scale Up Space Battery Production for Future Missions

by Sophie Jenkins

London, UK (SPX) Mar 24, 2025

Framatome and Perpetual Atomics have formalised a new strategic partnership through a Memorandum of Understanding (MoU), aiming to scale up the production of americium-based radioisotope power systems, often referred to as “space batteries.” Signed during the Farnborough International Space Show, the agreement outlines a joint effort to advance the industrial processing of americium into sealed sources for radioisotope heater units (RHUs) and radioisotope thermoelectric generators (RTGs).

These power systems, which generate heat through the natural decay of radioisotopes, can use that heat directly or convert it into electrical energy. Among available isotopes, americium-241 stands out due to its lengthy half-life of approximately 430 years, making it an optimal choice for space missions requiring sustained energy over extended durations.

The collaboration is designed to address the need for reliable energy solutions for deep space exploration, with a focus on industrialising the manufacturing processes to meet the demands of upcoming missions.

“We are delighted to collaborate with Perpetual Atomics to jointly pioneer the further development of nuclear power technology, pushing new frontiers in enabling deep space exploration. The partnership forges Perpetual Atomics’ cutting-edge technology in radioisotope nuclear power systems with Framatome’s global nuclear pedigree in production-scale industrialisation,” said Dr. Kason Bala, Chief Commercial Officer, UK Defence and Space at Framatome Ltd.

Professor Richard Ambrosi, Chief Scientific Officer, founder, and Director of Perpetual Atomics, commented: “The UK and Europe host a large inventory of americium, and this combined with the technology maturity, know-how, and industrial capability to scale production and manufacturing establishes an important foundation for the UK and European Space Agency (ESA) programmes. Perpetual Atomics looks forward to working closely with Framatome to develop industrialisation solutions for radioisotope power systems at scale.”

The agreement leverages Framatome’s extensive experience in nuclear manufacturing and regulatory compliance and Perpetual Atomics’ two decades of innovation in the field, much of which has been driven by the Space Nuclear Power group at the University of Leicester. Framatome Space and Framatome Ltd are expected to play significant roles in supporting lunar and Mars exploration missions under UK and ESA initiatives later this decade.

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Solar Energy

800-mn-euro battery factory to be built in Finland

Published

4 days ago

March 21, 2025

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800-mn-euro battery factory to be built in Finland

by AFP Staff Writers

Helsinki (AFP) Mar 20, 2025

A Chinese-Finnish company announced Thursday it would begin building a battery materials plant in Finland in April, the first of its kind in the Nordic country.

The plant will produce cathode active material, a key component in lithium-ion batteries used in electric vehicles and for energy storage, said Easpring Finland New Materials, a company co-owned by Finnish Minerals Group and Beijing Easpring Material Technology.

It said the investment was worth 800 million euros ($868 million).

The announcement came one week after a bankruptcy filing by Swedish battery maker Northvolt, which had planned to develop cathode production but dropped those plans to focus on battery cell production as it fought for survival.

Easpring Finland New Materials said commercial production was expected to begin in 2027.

The plant, to be located in Kotka in southeast Finland, will initially produce 60,000 tonnes of cathode active material annually.

At full production capacity, it could supply cathode material for the production of around 750,000 electric vehicles annually, the company said.

Matti Hietanen, the chief executive of Finnish Minerals Group, said the investment created an “entirely new kind of industry in Finland related to the production of lithium-ion batteries” and represented a European “spearhead project for the industry.”

The new plant will employ 270 people and an area of around 80 hectares had been reserved for its construction.

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