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.

AI AnalyticsSustainability

Why Prosocial AI Matters For The Future Of Planetary Health

At the intersection of artificial intelligence and planetary health lies a transformative opportunity. Prosocial AI reimagines intelligence as a force for regeneration rather than extraction, offering practical tools to address our hybrid tipping zone.

We stand at a peculiar crossroads in human history where two massive forces—artificial intelligence and ecological collapse—are converging in ways that will fundamentally reshape civilization. While most people experience these as separate crises, they are deeply entangled, and understanding this entanglement represents our best hope for a regenerative future. The emergence of prosocial AI offers a powerful framework for addressing this hybrid challenge through intentional design and deployment.

The Stark Reality of Planetary Boundaries