碳纤维/环氧复合材料使用人工神经网络方法的柔性强度预测
Veena Phunpeng1, Karunamit Saensuriwong1, Thongchart Kerdphol2
1School of Mechanical Engineering, Institute of Engineering, Suranaree University of Technology, 111 Maha Witthayalai Rd., Suranaree Sub-District, Mueang Nakhon Ratchasima District, Nakhon Ratchasima 30000, Thailand.
Materials (Basel, Switzerland)
|August 12, 2023
概括
这项研究使用人工神经网络 (ANN) 预测了碳纤维/环氧复合材料的柔性强度. 这种具有成本效益的方法可以准确预测材料性能,减少复合材料选择的昂贵物理测试.
科学领域:
- 材料科学 材料科学 材料科学
- 机械工程 机械工程
- 计算科学 计算科学
背景情况:
- 对自然资源日益增长的需求需要复合材料等替代材料.
- 复合材料提供了耐用性和轻度等可取的特性.
- 了解机械性能对于选择合适的复合材料至关重要.
研究的目的:
- 测量和预测碳纤维/环氧复合材料的屈曲强度.
- 为了降低与传统材料测试方法相关的高成本.
- 开发一种评估复合材料性能的经济方法.
主要方法:
- 使用人工神经网络 (ANN) 技术研究了曲强度.
- 使用的输入参数:层的方向,制造,宽度,厚度和石墨填充剂的百分比.
- 定义了可接受的预测标准:MSE<0.001和R2≥0.95.
主要成果:
- 实现了0.003039.9的平均平方误差 (MSE).
- 获得了0.95274.4的确定系数 (R2).
- 证明了低预测误差和高精度在曲强度预测.
结论:
- 该技术为复合材料的屈曲强度提供了准确的预测.
- 开发的方法为广泛的物理测试提供了具有成本效益的替代方案.
- 这些发现支持基于预测的机械性质对复合材料进行明智的选择.
相关概念视频
Fiber Reinforced Concrete
102
Fiber-reinforced concrete significantly enhances the structural and nonstructural properties of traditional concrete by incorporating fibers like steel, glass, and polymers. These fibers, varying from natural ones such as sisal and cellulose to manufactured ones like polypropylene and Kevlar, are mixed into hydraulic cement with aggregates. Steel fibers, often preferred for their robustness, contribute to improved ductility, toughness, and post-cracking performance. The concrete is classified...
102
Flexural Stress
328
When analyzing bending in symmetric members, it's crucial to understand how stresses distribute when subjected to bending moments. This stress distribution is effectively described by applying fundamental mechanics and material science principles, particularly Hooke's Law for elastic materials.
Hooke's Law states that within the material's elastic limits, stress is directly proportional to strain. In a member experiencing a bending moment, the strain at any point is relative to...
Hooke's Law states that within the material's elastic limits, stress is directly proportional to strain. In a member experiencing a bending moment, the strain at any point is relative to...
328
Bending of Members Made of Several Materials
223
In analyzing a structural member composed of two different materials with identical cross-sectional areas, it is crucial to understand how their distinct elastic properties affect the member's response under load. The analysis involves assessing stress and strain distributions using the transformed section concept, which accounts for variations in material properties.
Hooke's Law determines stress in each material, stating that stress is proportional to strain but varies due to each...
Hooke's Law determines stress in each material, stating that stress is proportional to strain but varies due to each...
223
Tensile Strength Considerations of Concrete
151
Considering the tensile strength of concrete involves recognizing that the theoretical strength of cement paste can be up to a thousand times higher than what is observed in practical applications. This significant discrepancy is largely attributed to the presence of microscopic cracks within the concrete. These cracks tend to amplify stress at their tips when a load is applied, a phenomenon explained by Griffith's theory of brittle fracture.
The dimensions and shape of a concrete specimen...
The dimensions and shape of a concrete specimen...
151
Fatigue Strength of Concrete
216
Fatigue, in the context of materials science and engineering, refers to the weakening or failure of a material caused by repeatedly applied loads, even if these loads are below the strength limit of the material. Fatigue strength in concrete is a critical property that influences its durability and longevity. Concrete can fail in two ways due to fatigue. Static fatigue or creep rupture occurs under a constant load or one that increases slowly. The other failure mode is due to cyclical or...
216
Dynamic Modulus of Elasticity of Concrete
393
The dynamic modulus of elasticity assesses how a concrete structure deforms under impact or dynamic loads. It is typically higher than the static modulus of elasticity, measured under slow, steady loading conditions.
The sonic test is a common method to determine the dynamic modulus. In this test, a concrete beam, sized either 6 x 6 x 30 inches or 4 x 4 x 20 inches, is clamped at its center. Vibrations are initiated at one end of the beam by an electromagnetic exciter unit powered by...
The sonic test is a common method to determine the dynamic modulus. In this test, a concrete beam, sized either 6 x 6 x 30 inches or 4 x 4 x 20 inches, is clamped at its center. Vibrations are initiated at one end of the beam by an electromagnetic exciter unit powered by...
393


