石油学报 ›› 2008, Vol. 29 ›› Issue (3): 470-474.DOI: 10.7623/syxb200803033

• 石油工程 • 上一篇    

钻井液卡森模式流变参数非线性最小二乘估计新算法

鲁港1, 李晓光1, 陈铁铮2, 单俊峰1, 高益桁1   

  1. 1. 中国石油辽河油田公司勘探开发研究院 辽宁 盘锦 124010;
    2. 中国石油辽河油田公司曙光采油厂 辽宁 盘锦 124010
  • 收稿日期:2007-07-15 修回日期:2007-09-29 出版日期:2008-05-25 发布日期:2010-05-21
  • 作者简介:鲁港,男,1963年4月生,2005年获大连理工大学软件工程硕士学位,现为中国石油辽河油田勘探开发研究院高级工程师,长期从事石油钻探领域数学模型研究和计算机应用软件开发工作.E-mail:Lugang1999@sina.com
  • 基金资助:
    中国石油天然气股份有限公司科技项目(07-01C-01-04)"辽河探区西部凹陷深化勘探理论与实践"部分研究成果.

A new method for non—linear least square estimation on rheological parameter in Casson model of drilling fluid

LU Gang1, LI Xiaoguang1, CHEN Tiezheng2, SHAN Junfeng1, GAO Yiheng1   

  1. 1. Exploration & Development Research Institute, PetroChina Liaohe Oilfield Company, Panjin 124010, China;
    2. Shuguang Oil Production Plant, PetroChina Liaohe Oilfield Company, Panjin 124010, China
  • Received:2007-07-15 Revised:2007-09-29 Online:2008-05-25 Published:2010-05-21

摘要: 针对卡森流变方程的特点,提出了一种非线性最小二乘估计的新算法.该算法不需要人工给定迭代初始值,迭代过程稳定的收敛到参数允许区域中的唯一最小点,不会陷入极小点陷阱,存储需求量小,收敛速度快.新算法是一个全局优化算法,所得到的流变参数估计具有拟合残差近似无偏性和方差几乎为最小的特征.利用实际钻井液数据计算的实例表明,新方法具有比线性回归方法更小的拟合方差、相近的均值及优良的拟合残差统计特性.该方法可以应用到钻井液卡森流变模式流变参数的确定、钻井液流变模式优选及钻井液性能调整和评价等方面.

关键词: 钻井液, 卡森流变模式, 流变参数, 拟合方差, 非线性最小二乘估计算法

Abstract: A new method for the non-linear least square estimation was proposed on the basis of the characteristics of Casson rheological formula.It is unnecessary to artificially give an initial iteration value.The iteration process of this method can converge steadily to a unique minimum point in the domain of parameter and can not fall into the trap of the minimum point.This method requires a little storage and can converge rapidly.This is a globally optimized algorithm and can derive a rheological parameter estimation,showing superior statistic features including near unbiasedness of fitting residual error and almost least variance.The calculation cases,using a large amount of practical drilling fluid dada,indicate that the new method has smaller fitting variance,more similar mean value and more superior statistical feature of fitting residual error than the linear regression.This method can be used to determine the rheological parameter in Casson model of drilling fluid,optimize rheological model,adjust and evaluate the performance of drilling fluid.

Key words: drilling fluid, Casson rheological model, rheological parameter, fitting residual error, non-linear least square estimation method

中图分类号: