一个框架,用于确定等级砂填充器的最佳振动频率,使用击模态方法和ANN
Xianpu Xiao1,2, Taifeng Li1, Feng Lin1
1China Academy of Railway Sciences Co., Ltd., Beijing 100081, China.
Sensors (Basel, Switzerland)
|January 26, 2024
概括
这项研究优化了高速铁路分级石 (HRGG) 压缩的振动频率. 一个人工神经网络预测模型 (ANN-PM) 准确地预测了最佳的振动频率,改善了亚级结构.
科学领域:
- 地质技术工程 地质技术工程
- 铁路工程 铁路工程是指铁路工程.
- 材料科学 材料科学 材料科学
背景情况:
- 高铁分级砂 (HRGG) 压缩的最佳振动频率仍然是不确定的.
- 精确预测振动频率对于高效的下层建筑至关重要.
研究的目的:
- 为了确定HRGG的最佳振动频率 (f).
- 为f.开发一个高精度的预测模型.
- 为智能高速铁路次级建设提供理论指导.
主要方法:
- 振动压缩实验和敲击模态分析以确定共振频率 (f0).
- 灰色关系分析以确定关键影响特征.
- 人工神经网络预测模型 (ANN-PM) 使用已识别的特征进行开发.
主要成果:
- 在共振频率 (f0) 实现的最佳压缩性能 (最大干密度,刚度,承载能力).
- 确定了影响最佳频率的关键特征:最大粒子直径 (dmax),分级参数 (b,m),粒子形状 (Q) 和洛杉矶磨损 (LAA).
- ANN-PM表现出高预测准确度 (R2>0.95) 和强大的性能.
结论:
- 这项研究提供了一种新的方法来确定子级填充剂的最佳振动频率.
- 开发的ANN-PM可以准确可靠地预测HRGG的振动频率.
- 结果支持智能建设和优化高速铁路次级.
相关概念视频
Design Example: Aggregate Gradation
94
The right type and quality of aggregates are crucial for concrete as they significantly influence its properties, mix proportions, and cost-effectiveness. If different sources are available for sand, the commonly used fine aggregate in concrete, the selection of sand is primarily based on its gradation.
The grading, or particle-size distribution, of sand is determined using sieve analysis, with standard sizes ranging from 150 μm to 10 mm (ASTM No. 100 sieve to 3⁄8 in. sieve). Sand is...
The grading, or particle-size distribution, of sand is determined using sieve analysis, with standard sizes ranging from 150 μm to 10 mm (ASTM No. 100 sieve to 3⁄8 in. sieve). Sand is...
94
Vibrating Concrete
97
Mechanical vibrators are instrumental in compacting newly poured concrete within formwork and around reinforcements. This process is essential to eliminate trapped air pockets and establish a dense concrete mass. One widely used method is vibrating by internal vibrators, often referred to as a poker vibrator or immersion vibrator. It is rapidly inserted through the full depth of the freshly laid concrete and slightly extends into the layer below it (which remains in a plastic state). Consistent...
97
Sieve Analysis and Grading Curves
364
Sieve analysis is a method used to determine the particle size distribution of aggregate materials. This process involves the following steps:
364
Toughness and Hardness of Aggregate
258
Toughness and hardness are critical properties of aggregate materials used in concrete, particularly on pavement surfaces and industrial flooring subjected to heavy loads. Toughness is defined as the aggregate's resistance to failure by impact and is measured by the aggregate impact value (AIV). For this, the aggregate impact value test is performed, wherein the impact is delivered by a standard hammer, which falls freely under its own weight onto the aggregates. The aggregates fragment in...
258
Fineness Modulus
407
The fineness modulus (FM) of aggregate is a numerical index that measures the coarseness or fineness of the particles. It is calculated by adding the cumulative percentages of aggregate retained on each of a specified series of sieves and dividing the sum by 100.
Consider performing sieve analysis on sand through a set of ASTM sieves. The weight of aggregate retained in each sieve and pan placed at the bottom is recorded, as given in Column B of Table 1.
To determine the fineness modulus of...
Consider performing sieve analysis on sand through a set of ASTM sieves. The weight of aggregate retained in each sieve and pan placed at the bottom is recorded, as given in Column B of Table 1.
To determine the fineness modulus of...
407
Effects of Air-entrainment in Concrete
86
Air entrainment in concrete significantly enhances the material's durability, especially in environments subjected to freeze-thaw cycles. Introducing small air bubbles into the concrete mix acts as internal voids that accommodate the expansion of water when it freezes, thereby alleviating internal stress and preventing structural cracks. This function is crucial in climates with significant freezing and thawing, as it protects the concrete from repeated stresses that could lead to premature...
86


