ComputingEnergy

New Smart Meter Device Integrates Deep Learning to Fix Missing Power Data

A breakthrough smart metering device addresses critical data loss issues in power systems through integrated hardware and advanced AI. The system reportedly achieves optimal performance using TimesNet deep learning models across various missing data scenarios.

Addressing Smart Grid Data Challenges

Power data monitoring systems frequently suffer from missing information due to sensor failures, communication delays, and equipment maintenance, according to recent research published in Scientific Reports. These gaps in data collection reportedly compromise the accuracy of critical power system operations including intelligent scheduling and load forecasting. Sources indicate the problem has become increasingly significant as smart grids rely more heavily on high-quality, continuous data for decision-making.

BusinessEnergyPolicy

Private Equity Seizes Critical Minerals Opportunities Amid Global Supply Push

Private equity firm Appian Capital Advisory is partnering with the World Bank’s International Finance Corporation on a $1 billion critical minerals initiative. The move comes as governments worldwide scramble to secure supplies of essential minerals amid growing geopolitical competition.

Global Push for Mineral Security Drives Private Equity Interest

Private equity firms are reportedly positioning themselves to capitalize on governments’ increasing efforts to secure critical mineral supplies, according to industry reports. Appian Capital Advisory, a mining-focused investment firm managing approximately $5 billion in assets, has revealed it is in active discussions with multiple governments about serving as their entry point into the natural resources sector.

EnergyMobility

Surrey Council Confident in EV Infrastructure Goals Despite Grid Connection Delays

Surrey County Council expresses confidence in meeting its 2028 electric vehicle infrastructure targets despite significant delays in power connections. Multiple charge point installations remain incomplete due to grid connection challenges affecting projects across the region.

Electric Vehicle Infrastructure Faces Grid Connection Hurdles

Surrey County Council remains optimistic about achieving its electric vehicle charge point targets by 2028 despite ongoing challenges with power connections that have left multiple projects delayed, according to recent council discussions. The situation highlights broader infrastructure challenges facing EV adoption nationwide as local authorities race to meet growing demand for charging facilities.