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Deep learning model improves PV segmentation in remote sensing images

Scientists have developed a deep learning model that improves PV panel segmentation in remote sensing images, by combining state-space modeling with PV-specific geometric features. The Solar-Mamba architecture outperformed CNN-, Transformer-, and Mamba-based models. Researcher: “It's the first of its kind.” The post Deep learning model improves PV segmentation in remote sensing images appeared first on pv magazine Global .

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Scientists have developed a deep learning model that improves PV panel segmentation in remote sensing images, by combining state-space modeling with PV-specific geometric features. The Solar-Mamba architecture outperformed CNN-, Transformer-, and Mamba-based models. Researcher: “It's the first of its kind.”

The post Deep learning model improves PV segmentation in remote sensing images appeared first on pv magazine Global.

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https://www.pv-magazine.com/2026/07/20/deep-learning-model-improves-pv-segmentation-in-remote-sensing-images/

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INTEnergy Newspvmagazine:https://www.pv-magazine.com/?p=71697أخبارIn force

Taiwan introduces new solar rules for large buildings

From August, Taiwan will require new, expanded or renovated buildings of 1,000 square metres or larger to install 1 kW of solar for every 20 square metres of building area. The new rules are expected to add 660 MW of solar capacity annually. The post Taiwan introduces new solar rules for large buildings appeared first on pv magazine Global .

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Australia adds over 700 MW of rooftop solar in April-June

More than 700 MW of rooftop solar was added to Australia’s main grid in the past three months, helping drive wholesale electricity prices in the country's National Electricity Market to their lowest June quarter average since 2020. The post Australia adds over 700 MW of rooftop solar in April-June appeared first on pv magazine Global .

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As solar breaks records, its security must catch up

In May 2026, U.S. solar power hit a historic milestone by generating more electricity than coal for the first time, but rapid industry expansion brings critical security risks, particularly during construction, that require scalable and proactive physical defense strategies to protect valuable assets. The post As solar breaks records, its security must catch up appeared first on pv magazine Global .

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Algeria’s solar market moves beyond potential

A recent discussion hosted by the Middle East Solar Industry Association (MESIA) found the next phase of Algeria's solar expansion will be shaped by gas economics, procurement design, grid readiness and whether the country can turn its 15 GW target into bankable projects. The post Algeria’s solar market moves beyond potential appeared first on pv magazine Global .

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Chile forecasts up to 58 GW of new solar capacity by 2057

Chile's Ministry of Energy has presented its preliminary long-term energy plan, which anticipates between 27 GW and 58 GW of new solar capacity over the next 30 years across five different growth scenarios. The post Chile forecasts up to 58 GW of new solar capacity by 2057 appeared first on pv magazine Global .

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