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
Correction: Kos et al. An Experimental Study on the Properties of Concrete and Fiber-Reinforced Concrete in Rigid Pavements. <i>Materials</i> 2023, <i>16</i>, 5886. [PDF]
Kos Ž +3 more
europepmc +1 more source
The hydration behavior of C3S in seawater‐relevant solutions is studied based on experiments, boundary nucleation and growth (BNG) modeling, and machine learning. The main ions included in seawater modify hydration mechanisms, with MgCl2 showing the strongest acceleration effect at the same concentration.
Yanjie Sun +6 more
wiley +1 more source
The Advanced Development in Concrete Materials. [PDF]
Batikha M, Tamimi A, Al Martini S.
europepmc +1 more source
Smart Bioinspired Material‐Based Actuators: Current Challenges and Prospects
This work gathers, in a review style, an extensive and comprehensive literature overview on the development of autonomous actuators based on synthetic materials, bringing together valuable knowledge from several studies. Furthermore, the article identifies the fundamental principles of actuation mechanisms and defines key parameters to address the size
Alejandro Palacios +4 more
wiley +1 more source
Correction: A comparative SWOT analysis of urban green infrastructure in the Global South. [PDF]
Bereded B +6 more
europepmc +1 more source
Development of new driven pile technology
"May, 1999."; Includes bibliographical references.; Final report.; Performed by the University of Akron Dept. of Civil Engineering and prepared in cooperation with the Federal Highway Administration under State job no.; Harvested from the web on 3/2 ...
University of Akron. Dept. of Civil Engineering. +1 more
core
Human‐in‐the‐Loop Swarms: A Bionic Swarm Approach to Real‐World Soil Mapping
This article introduces the “Bionic Swarm,” a novel system that lowers the barriers to real‐world swarm validation by abstracting difficult hardware tasks to app‐guided human agents. We demonstrate the system's utility through the experimental validation of a geotechnical soil‐mapping swarm algorithm and show superior performance to baseline approaches
Petras Swissler +5 more
wiley +1 more source
Author Correction: Kriging-based surrogate data-enriching artificial neural network prediction of strength and permeability of permeable cement-stabilized base. [PDF]
Wang X +6 more
europepmc +1 more source
A piezoelectric meta‐transducer generates an ultrasonic rainbow, steering guided elastic waves to different angles according to frequency. A dithering‐based binary electrode design enables a closer realization of the target wavenumber filter, improving directional purity and suppressing unwanted lobes. Numerical and experimental validation demonstrates
Masoud Mohammadgholiha +5 more
wiley +1 more source

