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Toward accurate RUL and SoH estimation using reinforced graph-based physics-informed neural networks enhanced with dynamic weights
arXiv:2507.09766v2 Announce Type: replace Abstract: Accurate estimation of Remaining Useful Life (RUL) and State of Health (SoH) is essential for reliable Prognostics and Health Management (PHM), supporting timely maintenance and dependable industrial operation. However, hybrid models that combine data-driven learning with physics-based regularization often rely on fixed loss weights and therefore lose accuracy when transferred across assets with different degradation behaviors. This study...
More than 250 athletes provisionally selected to represent Singapore at 2026 Asian Games
More than 250 athletes provisionally selected to represent Singapore at 2026 Asian Games Defending Asian Games champions Shanti Pereira and Ryan Lo are among those selected, along with Loh Kean Yew and the Quah siblings. SINGAPORE: A total of 256 athletes across 23 sports have been provisionally selected to represent Singapore at the upcoming Asian Games in Japan. In a media release issued on Tuesday (Jun 2), the Singapore National Olympic Council (SNOC) announced the first batch of athletes...
Luxury yacht catches fire at Sentosa Cove marina
Luxury yacht catches fire at Sentosa Cove marina Thick black smoke billowed from the vessel at ONE15 Marina Sentosa Cove on Sunday (Jun 7) morning. SINGAPORE: A fire broke out on a luxury yacht at ONE15 Marina Sentosa Cove on Sunday morning (Jun 7), sending thick black smoke into the air and drawing the attention of residents and guests in the area. Flames engulfed parts of the vessel, identified as Eagle Wings III, a 112ft superyacht berthed at the marina.
Blending form and function: A first look at 3 new MRT stations that will close the Circle Line loop
Blending form and function: A first look at 3 new MRT stations that will close the Circle Line loop The stations form part of a broader trend in newer MRT developments, where architecture and public art increasingly draw on the identity and heritage of the communities they serve. SINGAPORE: With its curved ceilings and stained glass murals, commuters arriving at the new Cantonment MRT station may be forgiven for thinking they had stepped into a historical building. The familiar green of the...
Woman who repeatedly fed pigeons fined S$6,500, says she wanted to 'rescue' them
A woman was fined S$6,500 after repeatedly feeding pigeons. She told the court that the birds motivated her because she felt they were unable to work, a sentiment the magistrate noted was unfounded.