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.

BusinessMarkets

Apple’s iPhone 17 Series Ignites Sales and Stock Surge Amid Strong Demand

Apple’s latest iPhone 17 series is reportedly outselling its predecessor in key markets, with the iPhone Air selling out in minutes in China. The surge in demand has propelled Apple shares to a record close, marking a significant rebound for the tech giant.

Strong Consumer Response to iPhone 17 Series

Apple’s newest iPhone 17 lineup is generating substantial consumer interest, with the Cosmic Orange finish on the Pro model drawing attention despite some criticism, according to reports. The series, which includes the base iPhone 17, Pro, and a slimmer Air variant, has been outperforming previous models in the U.S. and China, sources indicate. Counterpoint Research data suggests that sales have surpassed those of the predecessor, highlighting a positive reception in competitive markets.