However, its computational complexity is cubic in the number of antennas, which is non-scalable for extremely large-scale antenna array (ELAA) communication systems. To address this issue, in this ...

Microsoft devices meet the U.S. Department of Energy, California, and other regional and country-specific energy efficiency requirements. We work to improve energy-saving features throughout our ...

Abstract: In this letter, an efficient machine learning framework tailored for multi-objective antenna design is proposed. A hybrid neural network is designed as the decoder for training, possessing ...

This in turn significantly boosts the antenna's information mapping efficiently, pushing it close to unity (i.e., near its maximum possible efficiency). The proposed scheme offers several advantages.

The Inflation Reduction Act expanded energy-efficient home improvement credits significantly for years 2023 to 2032. There are now annual limits to the credits rather than a lifetime limit.

7, 2025 — An expert in energy technologies uses AI tools to ... perovskite tandem cell that sets a new world record with an efficiency of 24.6%, ... Electricity Prices Across Europe to Stabilize ...

Kepler (Kubernetes-based Efficient Power Level Exporter) uses eBPF to probe performance counters and other system stats, use ML models to estimate workload energy consumption based on these stats, and ...

District energy systems employ ... which often adds to a system’s efficiency, and can provide economic and environmental benefits as well. Thornton offered a number of examples to show how ...

With emerging technologies increasing wattage and lowering electricity costs, you need to know how to buy the most energy-efficient light bulbs for your home. LED, CFL, and Halogen are excellent ...