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ORIX: Orchestration of RIS with xApps for Smart Wireless Factory Environments

Announce Type: replace-cross Abstract: The vision of a smart wireless factory (SWF) demands highly flexible, low-latency, and reliable connectivity that goes beyond conventional wireless solutions. Reconfigurable intelligent surface (RIS)-empowered communications, when integrated with the open radio access network (O-RAN) architectures, have emerged as a promising enabler to meet these challenging requirements. This article introduces the methodology for the orchestration of RIS with xApps...

arXiv CS 2d ago

From Local Training to Large-Scale Mapping: A Comparative Assessment of Machine Learning and Deep Learning for Transferable Satellite-Derived Bathymetry

Announce Type: cross Abstract: Satellite-derived bathymetry (SDB) from multispectral imagery is cost-effective but scales poorly across regions, especially in optically complex coastal environments. We evaluate machine learning and deep learning for transferable SDB over the 0-20 m depth range using Sentinel-2 imagery. A Random Forest baseline and four CNNs (ResNet-50, ResNet-101, EfficientNet-B4, ConvNeXt-Large) are trained on Pratas Island and selected Great Barrier Reef regions, then...

arXiv Physics 7d ago

From Local Training to Large-Scale Mapping: A Comparative Assessment of Machine Learning and Deep Learning for Transferable Satellite-Derived Bathymetry

Announce Type: new Abstract: Satellite-derived bathymetry (SDB) from multispectral imagery is cost-effective but scales poorly across regions, especially in optically complex coastal environments. We evaluate machine learning and deep learning for transferable SDB over the 0-20 m depth range using Sentinel-2 imagery. A Random Forest baseline and four CNNs (ResNet-50, ResNet-101, EfficientNet-B4, ConvNeXt-Large) are trained on Pratas Island and selected Great Barrier Reef regions, then...

arXiv CS 7d ago

Draw made for new league stage of Sky Sports Cup

Sky Sports Cup: Draw made for new league stage as Glasgow City look to defend title The new format kicks off on July 26; Glasgow City won the trophy last season; the final will be held on March 27 or 28 Tuesday 9 June 2026 13:48, UK The fixtures for the inaugural season of the Sky Sports Cup league stage have been revealed. The new format will kick off on July 26 and involves the remaining eight Scottish Women's Premier League (SWPL) 2 clubs from last season, the bottom four SWPL clubs from...

Sky Sports Football 1d ago