基于差分进化算法的超深井静态地层温度随钻反演方法

姚学喆; 宋先知; 许争鸣; 周蒙蒙; 段世明; 崔悦琪; 王浩博

doi:10.7623/syxb202509012

欢迎来到能源电力期刊网！

English Version 读者登录期刊登录

您当前的位置：

首页 >

文章列表页 >

基于差分进化算法的超深井静态地层温度随钻反演方法

石油工程 | 更新时间：2025-10-18

- 基于差分进化算法的超深井静态地层温度随钻反演方法
- An inversion-while-drilling method for the static formation temperature of ultra-deep wells based on differential evolution algorithm
- 石油学报 2025年46卷第9期页码：1805-1816
- 作者机构：
  
  1. 中国石油大学(北京)石油工程学院北京 102249
  2. 中国石油大学(北京)碳中和示范性能源学院北京 102249
  3. 中国地质大学(北京)能源学院北京 100083
- 作者简介：
- 基金信息：
- DOI：10.7623/syxb202509012
  中图分类号： TE27
- 网络出版：2025-10-11，
  
  纸质出版：2025
- 稿件说明：
移动端阅览
姚学喆, 宋先知, 许争鸣, 周蒙蒙, 段世明, 崔悦琪, 王浩博. 基于差分进化算法的超深井静态地层温度随钻反演方法[J]. 石油学报, 2025, 46(9): 1805-1816.

Yao Xuezhe, Song Xianzhi, Xu Zhengming, et al. An inversion-while-drilling method for the static formation temperature of ultra-deep wells based on differential evolution algorithm[J]. Acta petrolei sinica, 2025, 46(9): 1805-1816.
姚学喆, 宋先知, 许争鸣, 周蒙蒙, 段世明, 崔悦琪, 王浩博. 基于差分进化算法的超深井静态地层温度随钻反演方法[J]. 石油学报, 2025, 46(9): 1805-1816. DOI： 10.7623/syxb202509012.

Yao Xuezhe, Song Xianzhi, Xu Zhengming, et al. An inversion-while-drilling method for the static formation temperature of ultra-deep wells based on differential evolution algorithm[J]. Acta petrolei sinica, 2025, 46(9): 1805-1816. DOI： 10.7623/syxb202509012.

摘要

静态地层温度是揭示油气运移机理、估算油气储量和计算井筒温度分布的重要基础数据。超深井储层温度高

由于井下仪器耐温能力有限和钻井时循环与停泵交替进行

导致直接测井法难以准确获取静态地层温度;而经验公式法由于需要在固定井深处的不同停泵时间下测量多个温度数据

导致其无法广泛应用。提出了一种基于差分进化算法的超深井静态地层温度随钻反演方法。考虑岩石热物性、钻井液流型和流道结构的影响

构建了地层—井筒瞬态传热模型

采用有限差分算法进行离散求解

最后结合实测井底循环温度数据

利用差分进化算法对超深井的地温梯度和静态地层温度进行反演求解。采用真实的超深井数据

对所建立的地层—井筒瞬态传热模型和静态地层温度反演模型进行验证。研究结果表明

地层—井筒瞬态传热模型预测的井底循环温度的平均相对误差为1.00%

静态地层温度反演模型的平均相对误差为1.44%。

Abstract

Static formation temperature is a fundamental parameter for understanding hydrocarbon migration mechanisms

estimating oil and gas reserves

and modeling wellbore temperature distribution. In ultra-deep wells

the reservoir temperature is extremely high. Due to the limited temperature resistance of downhole instruments and the alternating circulation and shut-in during drilling

it is difficult to accurately obtain static formation temperature through direct logging. Empirical formula methods are unsuitable for widespread application

as they require multiple temperature measurements at a fixed depth under varying shut-in times. This study proposes a method for real-time inversion of static formation temperature in ultra-deep wells while drilling

which is based on the differential evolution algorithm. Considering the effects of rock thermal properties

drilling fluid flow patterns

and wellbore structure

a transient heat transfer model of the formation-wellbore system was established. The model was discretized for solution using a finite difference method. Based on the measured bottom-hole circulating temperature data

the differential evolution algorithm was then employed to invert for the geothermal gradient and static formation temperature in ultra-deep wells. Real data from ultra-deep wells were used to validate the proposed formation-wellbore transient heat transfer model and the static formation temperature inversion model. The results show that the bottom-hole circulating temperature predicted by the transient heat transfer model has a mean relative error of 1.00 %

while the static formation temperature invertion model yields a mean relative error of 1.44 % .

关键词

Keywords

references

刘岩生,张佳伟,黄洪春.中国深层—超深层钻完井关键技术及发展方向[J].石油学报,2024,45(1):312-324.

吴鲜,李丹,韩俊,等.塔里木盆地顺托果勒北部地区超深层现今地温场特征[J].石油学报,2022,43(1):29-40.

王清华,徐振平,张荣虎,等.塔里木盆地油气勘探新领域、新类型及资源潜力[J].石油学报,2024,45(1):15-32.

SHANG Bofeng,MA Yupu,HU Run,et al.Passive thermal management system for downhole electronics in harsh thermal environments[J]. Applied Thermal Engineering,2017,118:593-599.

刘湘华,杜欢,刘彪,等.顺北Ⅳ号条带超深高温定向井钻井关键技术[J].石油钻采工艺,2022,44(6):665-670.

张志,唐联级,杨爱华.测井井下仪器温度性能指标的筛选方案与评价[J].石油管材与仪器,2019,5(6):84-87.

楚泽涵,袁祖贵,李云平.关于提高地球物理测井仪器温度性能指标问题[J].测井技术,2004,28(3):181-186.

EL DORRY K,COIT A,GUTIERREZ C G,et al.Drilling mud cooler opens up new automated drilling markets in hot hole applications[R].SPE 173105,2015.

OVWIGHO E M,ALMOMEN M S,CORONA M,et al.Managing high bottom-hole temperature challenges in slim long horizontal wells:a case study from the biggest gas field in the Middle East[R]SPE 214047,2023.

程付启,宋国奇,王永诗,等.地层温度对油气运、聚影响的系统分析[J].沉积学报,2012,30(4):747-754.

付建红,苏昱,姜伟,等.深层页岩气水平井井筒瞬态温度场研究与应用[J].西南石油大学学报:自然科学版,2019,41(6):165-173.

胡圣标,龙祖烈,朱俊章,等.珠江口盆地地温场特征及构造-热演化[J].石油学报,2019,40(增刊1):178-187.

罗静兰,何敏,庞雄,等.珠江口盆地南部热演化事件与高地温梯度的成岩响应及其对油气勘探的启示[J].石油学报,2019,40(增刊1): 90-104.

KAPPELMEYER O,HAENEL R.Geothermics with special reference to application [M].Stuttgart,Germany:Schweizerbart Science Publishers,1974.

杨谋,孟英峰,李皋,等.基于比例积分控制原理预测钻井全过程原始地层温度的新方法研究[J].物理学报,2013,62(17):179101.

GARCÍA-VALLADARES O,SÁNCHEZ-UPTON P,SANTOYO E.Numerical modeling of flow processes inside geothermal wells:an approach for predicting production characteristics with uncertainties[J].Energy Conversion and Management,2006,47(11/12):1621-1643.

DOWDLE W L,COBB W M.Static formation temperature from well logs-an empirical method[J].Journal of Petroleum Technology,1975,27(11):1326-1330.

ROUX B,SANYAL S K,BROWN S L.An improved approach to estimating true reservoir temperature from transient temperature data[R].SPE 8888,1980.

SANTOYO E,GARCIA A,ESPINOSA G,et al.Thermal evolution study of the LV-3 well in the Tres Virgenes geothermal field,Mexico[C] //Proceedings of the World Geothermal Congress.Kyushu-Tohoku,Japan:World Geothermal Congress,2000.

KUTASOV I M.Dimensionless temperature at the wall of an infinite long cylindrical source with a constant heat flow rate[J].Geothermics,2003,32(1):63-68.

KRITIKOS W P,KUTASOV I M.Two-point method for determination of undisturbed reservoir temperature[J].SPE Formation Evaluation,1988,3(1):222-226.

ASCENCIO F,RIVERA J,SAMANIEGO F.On the practical aspects of determination of the true reservoir temperature under spherical heat flow conditions[C]//Proceedings of the 21st Workshop on Geothermal Reservoir Engineering.Stanford:Stanford University,1997:27-29.

HASAN A R,KABIR C S.Static reservoir temperature determination from transient data after mud circulation[J].SPE Drilling & Completion,1994,9(1):17-24.

WONG-LOYA J A,SANTOYO E,ANDAVERDE J A,et al.RPM-WEBBSYS:a web-based computer system to apply the rational polynomial method for estimating static formation temperatures of petroleum and geothermal wells[J].Computers & Geosciences,2015,85:45-59.

DEMING D.Application of bottom-hole temperature corrections in geothermal studies[J].Geothermics,1989,18(5/6):775-786.

RAMAZANOV A S,CHEKHONIN E M,AKCHURIN R Z,et al.Determination of geothermal temperature and temperature gradient via measurements in the production well sump[J].Geoenergy Science and Engineering,2023,229:212163.

ESPINOSA-PAREDES G,MORALES-DÍAZ A,OLEA-GONZÁLEZ U, et al.Application of a proportional-integral control for the estimation of static formation temperatures in oil wells[J].Marine and Petroleum Geology,2009,26(2):259-268.

BASSAM A,SANTOYO E,ANDAVERDE J,et al.Estimation of static formation temperatures in geothermal wells by using an artificial neural network approach[J].Computers & Geosciences,2010,36(9):1191-1199.

STORN R,PRICE K.Differential evolution-a simple and efficient heuristic for global optimization over continuous spaces[J].Journal of Global Optimization,1997,11(4):341-359.

NERI F,TIRRONEN V.Recent advances in differential evolution:a survey and experimental analysis[J].Artificial Intelligence Review,2010,33(1):61-106.

丁学振,李卓轩,李予国,等.基于差分进化算法的磁梯度张量系统误差校正[J].地球物理学报,2022,65(12):4930-4943.

郭一豪,陈晓,杨海燕,等.大地电磁测深阶段式自适应正则化反演[J].石油地球物理勘探,2020,55(4):906-914.

王天意,杨进,颜廷杰,等.地球物理反演中的差分进化算法[J].地质与勘探,2014,50(5):971-975.

卢远富,包腾飞,李涧鸣,等.基于IDE-OSVR-ABAQUS的岩土力学参数反演方法[J].长江科学院院报,2017,34(6):81-87.

田茂霖,肖洪天,闫强刚.Hoek-Brown准则岩体力学参数非线性位移反分析[J].岩土力学,2017,38(S1):343-350.

杨谋,孟英峰,李皋,等.钻井液径向温度梯度与轴向导热对井筒温度分布影响[J].物理学报,2013,62(7):079101.

杨谋,孟英峰,李皋,等.钻井全过程井筒-地层瞬态传热模型[J].石油学报,2013,34(2):366-371.

吴鹏程,钟成旭,严俊涛,等.深层页岩气水平井钻进中井筒-地层瞬态传热模型[J].石油钻采工艺,2022,44(1):1-8.

ABDELHAFIZ M M E.Modelling and simulating the thermal interaction between the wellbore fluids and rock formation during drilling operations[D].Clausthal-Zellerfeld:Clausthal University of Technology,2021.

FÉNOT M,BERTIN Y,DORIGNAC E,et al.A review of heat transfer between concentric rotating cylinders with or without axial flow[J].International Journal of Thermal Sciences,2011,50(7):1138-1155.

INCROPERA F P,DEWITT D P.Fundamentals of heat and mass transfer[M]. 4th ed.New York:Wiley,1996.

GNIELINSKI V.Neue gleichungen für den wärme- und den stoffübergang in turbulent durchströmten rohren und kanälen[J].Forschung im Ingenieurwesen A,1975,41(1):8-16.

GNIELINSKI V.Heat transfer coefficients for turbulent flow in concentric annular ducts[J].Heat Transfer Engineering,2009,30(6):431-436 .

郑友志,辜涛,舒刚,等.高温定向井井筒瞬态温度计算模型及其应用[J].天然气工业,2021,41(3):119-126.

YAO Xuezhe,SONG Xianzhi,ZHOU Mengmeng,et al.Ultra-deep drilling wellbore temperature model considering thermophysical properties of different lithology[R].OMAE 2024-127236,2024.

TISKATINE R,BOUGDOUR N,IDOUM A,et al.Experimental investigation on rock thermal properties under the influence of temperature[J].Thermochimica Acta,2023,720:179424.

李文龙,高德利,杨进,等.深水超深井钻井井筒温度剖面预测[J].石油钻采工艺,2020,42(5):558-563.

丁青锋,尹晓宇.差分进化算法综述[J].智能系统学报, 2017,12(4):431-442.

李鹏举,徐若谷,蒋青.差分进化算法在岩石孔隙结构研究中的应用[J].黑龙江科技大学学报,2023,33(4):609-613.

朱立红,张金龙,仲佳俊,等.基于差分进化算法下肢康复机构的优化设计[J].合肥工业大学学报:自然科学版,2023,46(9):1153-1159.

宋先知,姚学喆,许争鸣,等.超深井控温钻井隔热涂层参数影响机制研究[J].石油钻探技术,2024,52(2):126-135.

KELLER H H,COUCH E J,BERRY P M.Temperature distribution in circulating mud columns[J].SPE Journal,1973,13(1):23-30.

刘雨晨.塔里木盆地顺托果勒低隆起及周缘热演化研究[D].北京:中国石油大学(北京),2019.

浏览量

下载量

CSCD

文章被引用时，请邮件提醒。

提交

工具集

关联资源

夭折大洋盆地构造演化及充填特征探讨——以南海双峰盆地为例

水力压裂微地震粒子群差分进化定位算法