基于SSA-PNN框架的岩石爆裂等级评估和参数灵敏度分析:考虑岩石质量强度
Xiaoyan Zhou1, Yimin Jiang1, Zhenyi Wang1
1School of Architectural Engineering, Zhengzhou University of Industrial Technology, Zhengzhou, China.
PloS one
|June 24, 2025
概括
岩石爆发预测的准确性通过使用搜索算法 (SSA) 和概率神经网络 (PNN) 模型来提高. 该框架通过分析道安全的关键岩石质量参数,有效评估岩石爆破等级.
科学领域:
- 地质技术工程 地质技术工程
- 岩石机械学 岩石机械学
- 计算智能是一种计算智能.
背景情况:
- 岩石喷发在地下挖掘中构成重大风险,受岩石质量强度和应力条件的影响.
- 准确的岩石破裂等级评估对于确保道的安全性和稳定性至关重要.
研究的目的:
- 使用先进的计算方法开发和验证一种新的岩石爆破等级评估系统.
- 分析不同岩石质量参数对岩石爆发事件的敏感性.
主要方法:
- 收集了拉林铁路道22个岩石爆裂地点的岩石质量强度和应力数据.
- 使用Sparrow搜索算法 (SSA) 来优化概率神经网络 (PNN) 的参数.
- 构建了一个SSA-PNN框架,用于岩石爆裂等级评估和灵敏度分析.
主要成果:
- SSA-PNN框架证明了高效和可靠的岩石爆破等级评估.
- 岩石质量的最大接触应力和单轴压力强度被确定为最有影响力的参数.
- 岩石的最大现场应力和单轴压力强度的影响较小,但仍然很重要.
结论:
- 综合的SSA-PNN方法为岩石爆破等级评估提供了一个高度可靠的方法.
- 这些发现为在岩爆评估中选择关键参数提供了有价值的见解.
- 这项研究有助于改善道工程项目中易发生岩石爆炸的安全措施.
相关概念视频
Toughness and Hardness of Aggregate
347
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...
347
Design Consideration
333
Designing a structure involves a series of considerations, primarily the material's ultimate strength, calculated through tests that measure changes under increased force until the material reaches its breaking point or limit. The ultimate load, where the material breaks, is divided by its original cross-sectional area, resulting in the ultimate normal stress or strength. The ultimate shearing stress is another significant factor taken into account.
The factor of safety is another key...
The factor of safety is another key...
333
Bonding and Strength of Aggregate
265
The bond between aggregate particles and the cement matrix is significantly influenced by the shape and surface texture of the aggregates. High-strength concretes benefit from a rougher texture, which leads to stronger bonding due to greater adhesion. Angular aggregates with larger surface areas also enhance this bond. The bonding quality, however, is complex to assess as no universally accepted test exists. Good bonding is indicated when a crushed concrete specimen shows some aggregate...
265
Non-destructive Tests for Concrete Strength
195
The rebound hammer test, also known as the Schmidt hammer test, is a non-destructive technique for evaluating the hardness of concrete and, indirectly, the strength of concrete. It operates on the principle that the rebound of a spring-driven mass from a concrete surface correlates to the surface's hardness. The device comprises a mass within a tubular housing, a spring mechanism, and a plunger that strikes the concrete. Upon release, the energy imparted to the mass by the spring causes it...
195
Mechanical Characteristics of Steel
769
The mechanical characteristics of steel are assessed through various tests that evaluate its strength, toughness, and flexibility. These tests include tension, torsion, impact, bending, and hardness assessments, each providing crucial information about steel's suitability for specific applications.
The tension test is fundamental for determining tensile strength. In this test, a steel specimen is stretched using a gripping device until it breaks. The data collected during this test are used...
The tension test is fundamental for determining tensile strength. In this test, a steel specimen is stretched using a gripping device until it breaks. The data collected during this test are used...
769
Stress-Strain Diagram - Brittle Materials
2.8K
Brittle materials, including glass, cast iron, and stone, exhibit unique characteristics. They fracture without considerable change in their elongation rate, indicating that their breaking and ultimate strength are equivalent. Such materials also show lower strain levels at the point of rupture. The failure in brittle materials predominantly results from normal stresses, as evidenced by the rupture created along a surface perpendicular to the applied load. These materials do not display...
2.8K


