New irradiance forecasting method could improve stand-alone photovoltaic system operation
Peer-Reviewed Publication
Updates every hour. Last Updated: 22-Jun-2026 14:16 ET (22-Jun-2026 18:16 GMT/UTC)
Researchers have developed a feature selection-based solar irradiance forecasting method to improve the operation of stand-alone photovoltaic systems. The approach uses a bidirectional long short-term memory hybrid network to forecast solar irradiance and then applies the forecasted data to estimate the optimum tilt angle of photovoltaic panels, helping increase PV output power.
For the first time, scientists have directly imaged the quantum process underlying superconductivity, a phenomenon in which paired electrons cause electric current to flow without resistance at sufficiently low temperatures. The results weren’t quite what they expected. In the study, published April 15 in Physical Review Letters, the scientists directly imaged individual atoms pairing up in a special gas cooled nearly to absolute zero — the unreachable limit to how cold things can get. The type of gas, called a Fermi gas, allows scientists to substitute electrons with atoms and probe the physics of superconductors in a controlled way. Surprisingly, the scientists found that after pairing up, the atoms moved in a synchronized dance, with their positions dependent on those of other pairs — a phenomenon not predicted by the 70-year-old, Nobel-prize-winning theory of superconductivity.
A key question in physics is whether gravity follows quantum rules, but testing this is difficult because gravitational effects are so weak. Researchers from Kyushu University have theoretically proposed a method using momentum-squeezed states in optomechanical systems to amplify gravity-induced entanglement signals. This approach could make such signals easier to detect, paving the way for future experiments to determine whether gravity has a quantum nature.
The Protein Society, the premier international society dedicated to supporting protein research, announces the winners of the 2026 Protein Society Awards, which will be recognized at the 40th Anniversary Symposium, July 19-22, 2026, in Boston, USA. Plenary talks from award recipients will take place throughout the 3.5-day event. The winners’ scientific accomplishments, described by their nominators below, demonstrate their profound impact on protein science.
Modern technology demands compact, efficient optical devices for cameras, sensors, and quantum systems. Metasurfaces offer nanoscale control of light, yet strong confinement remains difficult. While traditional cavities rely on mirrors, bound states in the continuum (BICs) trap light through destructive interference. A recent review in Opto-Electronic Advances highlights BIC materials across wavelengths, machine-learning-driven designs, emerging topological forms like super-BICs, and scalable applications in lasing, sensing, and nonlinear optics.