Browse research papers in General Engineering - Engineering Discover 2 academic papers with AI-powered analysis

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General Engineering

Interdisciplinary engineering research and education covering fundamental engineering principles, systems thinking, engineering design methodology, and cross-cutting engineering challenges

2 papers in this specialization

Papers

Evolutionary hybrid neural network approach to predict shield tunneling-induced ground settlements

This study developed a hybrid AI model to predict how much the ground sinks during subway tunnel construction. Testing it on a real project in Guangzhou, China, they found it was pretty accurate, especially for small settlements, and also figured out which construction factors matter most (like the pressure at the front of the tunnel boring machine).

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Yin_Data_evolutionary_hybrid.pdf

Jul 14, 11:16 AM

Prediction method of surface settlement of rectangular pipe jacking tunnel based on improved PSO-BP neural network

This study develops an improved PSO-BP neural network model to predict surface settlement during rectangular pipe jacking tunnel construction. The model, tested on a real-world case study, outperforms traditional methods by accounting for adaptive mutation and incorporating inertia weight and mutation particles for enhanced accuracy and stability. The findings suggest this model can be valuable for similar projects.

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s41598-023-32189-0.pdf

Jul 14, 11:16 AM