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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. Hidden Degradation Costs in Energy-Cost-Only HEMS Optimisation: Study on Battery and PV Sensitivity

    A new study published on arXiv explores the hidden costs of battery degradation in home energy management systems (HEMS) that solely optimize for energy costs. Researchers used a mixed-integer linear programming model with data from the REFIT dataset to analyze the sensitivity of degradation costs across various battery and photovoltaic (PV) sizes. The findings indicate that degradation costs can significantly exceed energy cost savings, by up to 1,060% in some scenarios, highlighting the need for degradation-aware control formulations in HEMS. AI

  2. Boom Times For The Battery Energy Storage Market

    The battery energy storage market is experiencing a boom, driven by increasing electricity demand, particularly from AI data centers. In the first quarter, the U.S. added a record 9.7 gigawatt-hours of battery storage capacity, with projections indicating over 610 GWh by 2030. This surge is leading automakers like Ford and GM to shift focus from electric vehicles to energy storage solutions, areas where Tesla has long been a competitor. Despite this growth in storage, overall U.S. clean tech investment saw a decline, largely due to reduced EV sales and manufacturing investment. AI

    Boom Times For The Battery Energy Storage Market

    IMPACT Surging AI data center demand is driving record growth in battery storage infrastructure, crucial for grid stability and renewable energy integration.

  3. How 24/7 Renewables Are Ending Fossil Fuel Reliability

    Renewable energy sources like solar and wind, when paired with battery storage, can now provide reliable, 24/7 electricity at costs competitive with or even lower than fossil fuels. This shift challenges the long-held assumption that fossil fuels are inherently more reliable. The International Renewable Energy Agency (IRENA) projects that fossil fuels will constitute only 20% of the global electricity mix by 2050, down from 70% currently. AI

    How 24/7 Renewables Are Ending Fossil Fuel Reliability