Biomedical imaging, autonomous vehicle sensors may get boost from AI designed for physical signals
Peer-Reviewed Publication
Updates every hour. Last Updated: 23-Oct-2026 16:17 ET (23-Oct-2026 20:17 GMT/UTC)
A research team led by UCLA and the University of Rochester has demonstrated a promising evolution of an imaging system designed to capture details within “complex media,” which scatter light, from depicting structures inside body tissue to seeing obstacles through heavy fog. The system uses physics-based machine learning to improve upon an existing imaging technique.
In tests with standard calibration images obscured by complex media, the new system more than doubled the signal-to-noise ratio compared to a previous generation of the technology. The system also created images in close to real time — thousandths of a second.
New research found that the century-old yardstick used across many industries to estimate air-conditioning and refrigeration energy demand — called cooling degree days — is missing something fundamental. The study reports a new, physics-based version of the metric — effective cooling degree days — that captures how temperature and humidity together impact the actual work a cooling system is required to do. Applying it across North America, they found that cooling efficiency has been quietly declining by 2–4% per decade since 1971, and that the old temperature-only metric misjudges how much cooling is required in different regions, overstating demand in some places and understating it in others.
In many urban areas, low-income neighborhoods have more mosquitoes, making residents more vulnerable to mosquito-borne diseases. A new study co-authored by scientists at Cary Institute of Ecosystem Studies found that invasive, nonnative plants, which tend to be more common in low-income areas, boosted mosquito populations in Baltimore, MD, and Washington, DC. The results, published in the Journal of Medical Entomology, suggest that cities and their residents could reduce mosquito infestations by planting native tree species.
Researchers with the CHIME/FRB Collaboration found that diffuse “puffs” of ordinary matter fill the vast spaces between galaxies. The findings help explain why physicists’ estimates of the amount of visible matter in the universe are much larger than what we know exists within stars and galaxies.