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Journal Articles

Mechanism and Data Fusion Method for Predicting Wear and Life of Polycrystalline Diamond Compact Bits Based on the Gaussian Process Regression

Zhi Yan, Honghai Fan, Xianzhi Song, Hongbao Zhang, Zhaopeng Zhu, Yuhan Liu, Haoyu Diao, Yuguang Ye
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. 29 (12): 6605–6622.
Paper Number: SPE-223614-PA
https://doi.org/10.2118/223614-PA
Published: 11 December 2024
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View article titled, Mechanism and Data Fusion Method for Predicting Wear and Life of Polycrystalline Diamond Compact Bits Based on the Gaussian Process Regression
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Includes: Supplementary Content
Proceedings Papers

Inertial Effect of Drill Pipe Friction Trend and Early Warning of Stuck Pipe

Muchen Liu, Xianzhi Song, Zhaopeng Zhu, Gensheng Li, Hao Xiao, Li Fu, Tao Pan, Xintong Li, Yanlong Yang
Paper presented at the SPE Annual Technical Conference and Exhibition, September 23–25, 2024
Paper Number: SPE-220991-MS
https://doi.org/10.2118/220991-MS
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View Paper titled, Inertial Effect of Drill Pipe Friction Trend and Early Warning of Stuck Pipe
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Proceedings Papers

Experimental Study of Fluid Rheological Properties on the Friction of Cuttings Bed in the Horizontal Well

Mengmeng Zhou, Huanhao Wang, Hao Xiao, Xianzhi Song, Yiqun Qi, Haobo Wang, Liang Han, Shiming Duan, Zhengming Xu, Zhaopeng Zhu
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-0856
https://doi.org/10.56952/ARMA-2024-0856
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View Paper titled, Experimental Study of Fluid Rheological Properties on the Friction of Cuttings Bed in the Horizontal Well
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Proceedings Papers

Enhancing Intelligent Drilling Rate of Penetration PredictionModeling Through Anomalous Drilling Data Handling Methodology

Shanlin Ye, Lin Zhu, Zehao Lv, Xianzhi Song, Zihao Liu, Zhaopeng Zhu, Tao Pan
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-0132
https://doi.org/10.56952/ARMA-2024-0132
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View Paper titled, Enhancing Intelligent Drilling Rate of Penetration PredictionModeling Through Anomalous Drilling Data Handling Methodology
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Proceedings Papers

Numerical Simulation of Flow Field and Erosion Characteristics in Hydraulic Fracturing Tool

Xianzhi Song, Yueqi Cui, Mengmeng Zhou, Xu Zhengming, Zhaopeng Zhu, Gensheng Li
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-0100
https://doi.org/10.56952/ARMA-2024-0100
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View Paper titled, Numerical Simulation of Flow Field and Erosion Characteristics in Hydraulic Fracturing Tool
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Proceedings Papers

Kick Warning and Pressure Inversion Method Based on Wellhead Pressure Signal

Shiming Duan, Xianzhi Song, Xuezhe Yao, Zhengming Xu, Mengmeng Zhou, Zhaopeng Zhu, Yueqi Cui
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-0282
https://doi.org/10.56952/ARMA-2024-0282
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View Paper titled, Kick Warning and Pressure Inversion Method Based on Wellhead Pressure Signal
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Proceedings Papers

CFD-DEM Simulation Analysis of the Effect of Sweep Stages on Proppant Placement within Rough Fracture

Xianzhi Song, Zhichao Yang, Mengmeng Zhou, Zhengming Xu, Qianqian Zhou, Hamid Ait Abderrahmane, Bin Wang, Yong Zheng
Paper presented at the GOTECH, May 7–9, 2024
Paper Number: SPE-219284-MS
https://doi.org/10.2118/219284-MS
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View Paper titled, CFD-DEM Simulation Analysis of the Effect of Sweep Stages on Proppant Placement within Rough Fracture
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Proceedings Papers

Intelligent Optimization of Drilling Parameters Based on Multiple Drilling Agents

Zhijun Pei, Xianzhi Song, Zhijian Hu, Tao Pan
Paper presented at the International Petroleum Technology Conference, February 12, 2024
Paper Number: IPTC-24457-MS
https://doi.org/10.2523/IPTC-24457-MS
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View Paper titled, Intelligent Optimization of Drilling Parameters Based on Multiple Drilling Agents
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Proceedings Papers

Predicting Rate of Penetration Using the Dual Seq2Seq Model

Tao Pan, Zhen Li, Chengkai Zhang, Xianzhi Song, Lin Zhu, Zhi Yan, Zhaopeng Zhu, Yuan Sun, Pengbo Ni
Paper presented at the International Geomechanics Symposium, October 30–November 2, 2023
Paper Number: ARMA-IGS-2023-0353
https://doi.org/10.56952/IGS-2023-0353
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View Paper titled, Predicting Rate of Penetration Using the Dual Seq2Seq Model
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Proceedings Papers

Drilling Stuck Probability Intelligent Prediction Based on LSTM Considering Local Interpretability

Jianhua Wang, Zhen Guan, Muchen Liu, Xianzhi Song, Zheng Wang
Paper presented at the 57th U.S. Rock Mechanics/Geomechanics Symposium, June 25–28, 2023
Paper Number: ARMA-2023-0326
https://doi.org/10.56952/ARMA-2023-0326
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View Paper titled, Drilling Stuck Probability Intelligent Prediction Based on LSTM Considering Local Interpretability
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Proceedings Papers

An Intelligent Prediction Method of Horizontal Well ROP Based on Di-GRU

Tao Pan, Xianzhi Song, Zheng Wang, Zhiyong Yin, Yong Ji, Lin Zhu, Zhijun Pei, Shanlin Ye, Muchen Liu, Zhen Li, Zhaopeng Zhu
Paper presented at the 57th U.S. Rock Mechanics/Geomechanics Symposium, June 25–28, 2023
Paper Number: ARMA-2023-0405
https://doi.org/10.56952/ARMA-2023-0405
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View Paper titled, An Intelligent Prediction Method of Horizontal Well ROP Based on Di-GRU
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Proceedings Papers

A Novel Rock Drillability Characterization and Prediction Method Based on Drilling Big Data and Unsupervised Clustering Algorithm

Zongyu Lu, Zhenxin Jiang, Zhe Wu, Xianzhi Song, Shanlin Ye, Zihao Liu
Paper presented at the 57th U.S. Rock Mechanics/Geomechanics Symposium, June 25–28, 2023
Paper Number: ARMA-2023-0394
https://doi.org/10.56952/ARMA-2023-0394
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View Paper titled, A Novel Rock Drillability Characterization and Prediction Method Based on Drilling Big Data and Unsupervised Clustering Algorithm
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Proceedings Papers

Real-Time Prediction of Formation Pore Pressure Using Hybrid LSTM-BP Model

Xuezhe Yao, Xianzhi Song, Liang Han, Haolin Zhang, Zhaopeng Zhu, Baoyu Li, Rui Zhang
Paper presented at the 57th U.S. Rock Mechanics/Geomechanics Symposium, June 25–28, 2023
Paper Number: ARMA-2023-0130
https://doi.org/10.56952/ARMA-2023-0130
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View Paper titled, Real-Time Prediction of Formation Pore Pressure Using Hybrid LSTM-BP Model
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Proceedings Papers

Real-Time Monitoring Model of PDC Bit Wear Based on GRU Neural Network

Long Tian, Mingzhu Chen, Zeyu Zheng, Zhihua Zhu, Xianzhi Song, Donghan Yang, Tao Pan
Paper presented at the 57th U.S. Rock Mechanics/Geomechanics Symposium, June 25–28, 2023
Paper Number: ARMA-2023-0195
https://doi.org/10.56952/ARMA-2023-0195
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View Paper titled, Real-Time Monitoring Model of PDC Bit Wear Based on GRU Neural Network
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Proceedings Papers

PDC Bit Wear Condition Judgment Based on Object Detection and Computer Vision

Donghan Yang, Xianzhi Song, Donglei Liu, Zirui Guan, Tao Pan, Lin Zhu, Zhaopeng Zhu
Paper presented at the 57th U.S. Rock Mechanics/Geomechanics Symposium, June 25–28, 2023
Paper Number: ARMA-2023-0239
https://doi.org/10.56952/ARMA-2023-0239
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View Paper titled, PDC Bit Wear Condition Judgment Based on Object Detection and Computer Vision
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Proceedings Papers

PDC Bit Wear Detection Based on YOLO V5 and OpenCV

Donghan Yang, Xianzhi Song, Zheng Wang, Zhijun Pei, Zhaopeng Zhu
Paper presented at the 56th U.S. Rock Mechanics/Geomechanics Symposium, June 26–29, 2022
Paper Number: ARMA-2022-0351
https://doi.org/10.56952/ARMA-2022-0351
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View Paper titled, PDC Bit Wear Detection Based on YOLO V5 and OpenCV
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Proceedings Papers

Heat Extraction and Interlayer Interference in Heterogeneous Multi-Layer Commingled Production Oil Reservoir

Fuqiang Xu, Xianzhi Song, Zihao Song, Gaosheng Wang, Yu Shi
Paper presented at the 56th U.S. Rock Mechanics/Geomechanics Symposium, June 26–29, 2022
Paper Number: ARMA-2022-0504
https://doi.org/10.56952/ARMA-2022-0504
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View Paper titled, Heat Extraction and Interlayer Interference in Heterogeneous Multi-Layer Commingled Production Oil Reservoir
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Proceedings Papers

Prediction Method of Cutting Settling Velocity in Gas-Liquid Two-Phase Flow Based on Multi-Gene Genetic Programming

Zhaopeng Zhu, Xianzhi Song, Liang Han, Rui Zhang, Wei Liu, Jiasheng Fu, Xiaoli Hu, Dayu Li, Furong Qin, Donghan Yang
Paper presented at the 56th U.S. Rock Mechanics/Geomechanics Symposium, June 26–29, 2022
Paper Number: ARMA-2022-0977
https://doi.org/10.56952/ARMA-2022-0977
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View Paper titled, Prediction Method of Cutting Settling Velocity in Gas-Liquid Two-Phase Flow Based on Multi-Gene Genetic Programming
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Proceedings Papers

A Novel Method for Real-Time Identification of Formation Lithology Based on Machine Learning

Xuezhe Yao, Xianzhi Song, Liang Han, Zheng Wang, Rui Zhang, Wei Liu, Jiasheng Fu, Shuo Zhu, Zhaopeng Zhu
Paper presented at the 56th U.S. Rock Mechanics/Geomechanics Symposium, June 26–29, 2022
Paper Number: ARMA-2022-2310
https://doi.org/10.56952/ARMA-2022-2310
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View Paper titled, A Novel Method for Real-Time Identification of Formation Lithology Based on Machine Learning
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Journal Articles

Gas-Kick Simulation in Oil-Based Drilling Fluids with Nonequilibrium Gas-Dissolution and -Evolution Effects

Zhengming Xu, Xuejiao Chen, Xianzhi Song, Zhaopeng Zhu, Wenping Zhang
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. 26 (05): 2549–2569.
Paper Number: SPE-206717-PA
https://doi.org/10.2118/206717-PA
Published: 13 October 2021
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View article titled, Gas-Kick Simulation in Oil-Based Drilling Fluids with Nonequilibrium Gas-Dissolution and -Evolution Effects
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