Results 1 to 10 of about 3,676,467 (289)

Structural reinforcement-based graph convolutional networks

open access: yesConnection Science, 2022
Graph Convolutional Network (GCN) is a tool for feature extraction, learning, and inference on graph data, widely applied in numerous scenarios. Despite the great success of GCN, it performs weakly under some application conditions, such as a multiple ...
Jisheng Qin, Qianqian Wang, Tao Tao
doaj   +2 more sources

Experimental Study on Axial Compression of an Insulating Layer through a Composite Shear Wall

open access: yesAdvances in Civil Engineering, 2021
Based on the research of composite walls at home and abroad, a construction method of continuous opening of the insulation layer in the specimen is proposed.
Yuliang Wang, Congcong Wang, Zhixing Cao
doaj   +1 more source

基于差分进化-人工神经网络的沉积河谷地震动放大效应预测模型

open access: yesDizhen xuebao, 2022
探讨了基于差分进化-人工神经网络构建沉积河谷地震响应代理模型的可行性。首先建立沉积河谷对地震波散射的求解方法,以半圆形、V形沉积河谷为例,以入射波条件、沉积内外介质属性、场地形状为特征参数,以沉积河谷地震动放大系数为预测目标参数,构建数据集;其次,建立沉积河谷地震动放大效应人工神经网络、差分进化-人工神经网络算法预测模型,对比两种算法计算精度和稳定性,并进行了特征参数敏感性分析。结果表明:人工神经网络能较好地预测沉积河谷地震动放大效应,使差分进化-人工神经网络预测模型的精度和稳定性显著提高 ...
Sibo Meng, Jiawei Zhao, Zhongxian Liu
doaj   +1 more source

Research Progress and Applications of Fe-Mn-Si-Based Shape Memory Alloys on Reinforcing Steel and Concrete Bridges

open access: yesApplied Sciences, 2023
In civil engineering, beam structures such as bridges require reinforcement to increase load-bearing capacity and extend service life due to damage, aging, and capacity degradation under long-time services and disasters. The utilization of Fe-based shape
Xuhong Qiang   +3 more
doaj   +1 more source

Structured prediction with reinforcement learning [PDF]

open access: yesMachine Learning, 2009
We formalize the problem of Structured Prediction as a Reinforcement Learning task. We first define a Structured Prediction Markov Decision Process (SP-MDP), an instantiation of Markov Decision Processes for Structured Prediction and show that learning an optimal policy for this SP-MDP is equivalent to minimizing the empirical loss.
Maes, Francis   +2 more
openaire   +2 more sources

Rib‐reinforced Shell Structure [PDF]

open access: yesComputer Graphics Forum, 2017
AbstractShell structures are extensively used in engineering due to their efficient load‐carrying capacity relative to material volume. However, large‐span shells require additional supporting structures to strengthen fragile regions. The problem of designing optimal stiffeners is therefore becoming a major challenge for shell applications.
Wei Li   +5 more
openaire   +1 more source

Reinforcement of Timber Beams with Steel Bars: Parametric Analysis Using the Finite Element Method

open access: yesBuildings, 2022
Incorporating steel bars as reinforcement in glued laminated timber beams is a technique that aims at better structural performance, allowing the reduction of cross-sections.
André Luis Christoforo   +6 more
doaj   +1 more source

Dynamic Response of Structurally Reinforced Wing Leading Edge against Soft Impact

open access: yesAerospace, 2022
In this current research, a commercial aircraft metallic leading edge structurally reinforced with a Y-shaped and V-shaped plate system is numerically examined to investigate the effectiveness of such reinforcements against soft impacts, more commonly ...
Muhammad Azeem Aslam   +2 more
doaj   +1 more source

INDIRECT REINFORCEMENT OF REINFORCED CONCRETE STRUCTURES

open access: yesModern Technologies and Scientific and Technological Progress, 2022
The article considers the possibility of using reinforced concrete structures with indirect reinforcement in the design of buildings and ...
Klim Gordeev, Pavel Gorbach
openaire   +1 more source

Flexural Performance of Concrete Beams Reinforced with Epoxy Resin/Glass and Carbon Fibers Composites

open access: yesMaterials Research, 2021
Factors such as project and execution errors, lack of maintenance and inspection, and increases in loading can cause deficiencies to reinforced concrete structures.
Tiago Teixeira da Silva Braga   +4 more
doaj   +1 more source

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