优化梯度增强模型,以利用钻探数据进行碳酸盐岩中单轴压缩强度的自适应预测
Stephen Adjei1, Ahmed Gowida2, Salaheldin Elkatatny2
1Department of Petroleum Engineering, Kwame Nkrumah University of Science and Technology, Kumasi 378466289, Ghana.
ACS omega
|March 31, 2025
概括
机器学习,特别是极端梯度提升 (XGBoost),使用实时钻探数据准确预测单轴压力 (UCS). 这种动态方法提高了效率,并降低了地下形成的风险.
科学领域:
- 地质力学 地质力学
- 机器学习 机器学习
- 钻井工程 钻井工程
背景情况:
- 单轴压力强度 (UCS) 对于评估地下形成至关重要.
- 传统的UCS实验室测试是准确的,但耗时且昂贵.
- 机器学习提供高效的实时UCS预测.
研究的目的:
- 调查渐变增强机器 (GBM) 用于UCS预测.
- 应用滞后技术来实现动态的实时数据输入.
- 评估 XGBoost 与其他 GBM 相比的预测性能.
主要方法:
- 使用了2056个钻探数据点 (ROP,GPM,SPP,RPM,T,WOB).
- 使用历史钻井深度数据作为输入特征应用滞后技术.
- 对GBM模型进行过超参数优化,包括XGBoost.
主要成果:
- 在UCS预测方面,XGBoost表现出卓越的准确性.
- 优化的GBM显著改善了预测性能.
- 最低的错误指标是通过XGBoost.在测试和验证数据集上实现的.
结论:
- 使用XGBoost与滞后技术的实时UCS预测非常有效.
- 这种方法提高了钻井效率,并减轻了诸如井口不稳定的风险.
- 突出了在碳酸盐构成中应用的巨大潜力.
相关概念视频
Non-destructive Tests for Concrete Strength
100
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...
100
Abrasion Resistance of Concrete
85
Abrasion resistance is an essential characteristic of concrete that determines its durability and longevity under various wear conditions. Concrete surfaces are vulnerable to different types of abrasion. For instance, surfaces may wear down due to the constant movement of vehicles or be eroded by solids carried in water, as seen in concrete canal linings. Specific tests are conducted to measure the abrasion resistance of concrete.
One such test is the revolving disc test, where three plates...
One such test is the revolving disc test, where three plates...
85
Strength of Cement
115
Strength tests for cement are not performed directly on neat cement paste due to difficulty in obtaining consistent, reliable specimens. Instead, cement is typically tested in the form of cement-sand mortar.
For compressive strength tests, ASTM C 109-05 standards prescribe a cement-sand mix ratio of 1:2.75 and a water/cement ratio of 0.485 for making 2-inch cubes. These cubes are mixed, cast, and cured in saturated lime water at 23°C until testing. Flexural strength testing, outlined in...
For compressive strength tests, ASTM C 109-05 standards prescribe a cement-sand mix ratio of 1:2.75 and a water/cement ratio of 0.485 for making 2-inch cubes. These cubes are mixed, cast, and cured in saturated lime water at 23°C until testing. Flexural strength testing, outlined in...
115
Specific Gravity of Aggregate
186
Aggregates typically contain pores, which can be either permeable or impermeable. Considering the pores in the aggregates, the specific gravity of aggregates is defined in three different forms, namely, bulk or gross specific gravity, apparent specific gravity, and absolute specific gravity.
Bulk or gross specific gravity is calculated by taking the ratio of the mass of aggregates in the saturated surface-dry state to the total volume that includes both the solids and the voids within the...
Bulk or gross specific gravity is calculated by taking the ratio of the mass of aggregates in the saturated surface-dry state to the total volume that includes both the solids and the voids within the...
186
Behavior of Concrete Under Compressive Load
127
Concrete exhibits specific behaviors under different compressive loads. Understanding this is crucial for understanding its structural integrity. When concrete undergoes uniaxial compression, it tends to develop cracks that run parallel to the direction of the force. These parallel cracks stem from localized tensile stresses that occur perpendicular to the compression direction. Additionally, angled cracks may appear due to the formation of shear planes.
As the concrete specimen fractures under...
As the concrete specimen fractures under...
127
Elasticity in Concrete
76
Upon subjecting concrete to moderate or high uniaxial compressive or tensile stresses, the strain response is non-linear relative to the stress applied. As the stress is removed, the resulting stress-strain curve deviates from the original path traced during loading, creating a hysteresis loop, indicative of the concrete's non-linear and non-elastic properties. Typically, a material's modulus of elasticity, which is a measure of the material's stiffness, is inferred from the linear...
76


