相关实验视频

Updated: May 10, 2025

Predicting Catalyst Extrudate Breakage Based on the Modulus of Rupture

Predicting Catalyst Extrudate Breakage Based on the Modulus of Rupture

Published on: May 13, 2018

基于AutoML的水平井口集器的收集性能预测

Shaohua Li¹, Yang Li², Longlin Chen³

¹School of Information Science and Engineering, Yanshan University, Qinhuangdao 066004, China.

Sensors (Basel, Switzerland)

|April 28, 2025

概括

这项研究模拟了水平钻井中的集器性能,确定了在异常条件下影响性能的轴向挤出和硬度等关键因素. 优化这些参数可以提高整体钻井效率.

科学领域:

石油工程是石油工程中的一个.
材料科学材料科学材料科学

背景情况:

在现代石油和天然气开采中,水平钻井非常重要.
收集器是井口完整性和流体收集的重要组成部分.
了解影响集器在异常条件下的性能因素对于运行效率至关重要.

研究的目的:

客观地调查影响横向井井采集器性能的因素.
确定优化收集器设计和功能的关键参数.
开发一款用于集器性能的预测模型.

主要方法:

开发了一个模拟模型的集器在一个水平的井口,考虑到引力偏心.
使用自动机器学习 (AutoML) 与AutoGluon V1.2.0用于性能预测.
使用应力分布积分来评估弹性元素的特性 (材料,尺寸).

主要成果:

确定了轴向挤出范围,硬度,半径,体积模量和形度作为关键性能因素,以下降顺序的重要性,随着异心率的增加.
证明,异常度的增加显著影响了集体的性能.
展示了散装模量,轴向挤出范围和整体收集效率之间的相关性.

结论:

在异常水平钻井中的集器的参数优化应优先考虑轴向挤出范围和硬度.
调整像散装模块这样的材料特性可以通过增强轴向挤出来间接提高性能.
开发的AutoML模型提供了一种可靠的方法来预测和优化收集器性能.

关键词:

在AutoML中使用AutoML.收集绩效状态的异常预测有限元素方法的有限元素方法.水平井是指一个水平的井.收集器是一个收集器.

更多相关视频

Mechanical Expansion of Steel Tubing as a Solution to Leaky Wellbores

Mechanical Expansion of Steel Tubing as a Solution to Leaky Wellbores

Published on: November 20, 2014

A Cost-effective and Reliable Method to Predict Mechanical Stress in Single-use and Standard Pumps

A Cost-effective and Reliable Method to Predict Mechanical Stress in Single-use and Standard Pumps

Published on: August 5, 2015

相关概念视频

Rolling Resistance

Rolling Resistance

When a solid cylinder rolls steadily on a rigid surface, the normal force applied by the surface on the cylinder is perpendicular to the tangent at the contact point. However, since no materials are entirely rigid, the surface's reaction to the cylinder involves a range of normal pressures.
For instance, imagine a hard cylinder rolling on a comparatively soft surface. The cylinder's weight compresses the surface beneath it. As the cylinder moves, the material in front of it slows down...