Neural-network switching control boosts high-speed nano-positioning accuracy
Peer-Reviewed Publication
Updates every hour. Last Updated: 8-Jun-2026 09:16 ET (8-Jun-2026 13:16 GMT/UTC)
Struggling with hysteresis and slow computing in high-speed nano-positioning systems? A new study in Engineering presents a neural-network-based switching controller paired with an FPGA–CPU dual-layer framework to tackle these issues. Designed for piezoelectric nano-stages, the approach stabilizes tracking under switching reference signals and supports reliable nanoscale manipulation. Verified by experiments, it delivers improved precision for precision manufacturing and detection tasks.
Soil salinity threatens global farmland, but a new Engineering study offers a sustainable solution. Researchers found that delivering halotolerant plant growth-promoting bacteria through drip irrigation greatly eases salt stress for jujube trees. This method cuts soil salinity, lifts yield and fruit quality, reshapes beneficial soil bacteria, and boosts plant stress resistance. It’s a practical, low-cost way to support crops in saline soils.