GraphRAG for engineering diagrams: ChatP&ID enables LLM interaction with P&IDs
Abstract Piping and Instrumentation Diagrams (P&IDs) are central to process engineering workflows, yet extracting information from them remains a tedious and time‐consuming task. This work introduces ChatP&ID, a framework enabling natural‐language interaction with smart P&IDs through Graph Retrieval‐Augmented Generation (GraphRAG), to our knowledge ...
Achmad Anggawirya Alimin +1 more
wiley +1 more source
sciMET-cap: high-throughput single-cell methylation analysis with a reduced sequencing burden. [PDF]
Acharya SN +5 more
europepmc +1 more source
Deceptive Overgeneralization: When Adaptive Learning Enables Systematic Misapplication
ABSTRACT Background Adaptive learning systems infer mastery from observed correctness, but this approach may fall short when learners exhibit ‘deceptive overgeneralization’—performing correct actions based on incomplete understanding. This phenomenon can mislead systems into prematurely stopping practice, leaving knowledge gaps unaddressed.
Marshall An +2 more
wiley +1 more source
Assessment of Radiological Safety of Ceramic Tiles Commonly Used in Polish Buildings. [PDF]
Łukaszek-Chmielewska A +7 more
europepmc +1 more source
Automatic Crater Classification Using a Deep‐Learning‐Based Pipeline
Abstract Identifying and classifying impact craters on Mars is crucial for understanding the planet's geological history and surface evolution. Traditional crater classification relies on manual annotation methods, which are often limited by human biases and the difficulty of interpreting geomorphological features.
L. Martinez +3 more
wiley +1 more source
Modular shape-changing tensegrity-blocks enable self-assembling robotic structures. [PDF]
Zhao L +4 more
europepmc +1 more source
One‐Class Autoencoders for Porcelain Art Attribution: The Case of William Billingsley
ABSTRACT This comprehensive study explores the application of advanced machine learning techniques, specifically one‐class autoencoders, for the authentication and attribution of English porcelain artworks. Focusing primarily on the works of William Billingsley (1758–1828), one of England's most celebrated porcelain decorators, we demonstrate how ...
Hassan Ugail +3 more
wiley +1 more source
Hybrid Coupling With Operator Inference and the Overlapping Schwarz Alternating Method
ABSTRACT This paper presents a hybrid approach for coupling subdomain‐local, nonintrusive Operator Inference (OpInf) reduced order models (ROMs) with each other and with subdomain‐local, high‐fidelity full order models (FOMs) using the overlapping Schwarz alternating method (O‐SAM).
Irina Tezaur +5 more
wiley +1 more source
Ex vivo comparative study of at home bleaching products on whitening efficacy and enamel integrity. [PDF]
Pasquale C +9 more
europepmc +1 more source
Visualizing energy transfer between redox-active colloids. [PDF]
Qu AS +20 more
europepmc +1 more source

