曹志民｜东北石油大学｜学者主页

2026

结合流型特征的图神经网络岩性识别

韩建，吴成浩，曹志民，吕婷婷，刘兴斌

《化工自动化及仪表》

2026

基于PTGNet的油管螺纹裂纹识别方法研究

韩建，周思璐，曹志民，刘东明，吕婷婷，刘兴斌

《化工自动化及仪表》

2026

基于格兰杰因果图神经网络的测井曲线重构方法

韩建，陈着，王业统，曹志民，叶林

《石油地球物理勘探》

DOI

2026

A Novel Causal Graph-Convolutional-Network-Enhanced Mamba Framework with Proportional-Integral-Derivative-Inspired Constraint for Multistep Petroleum Production Forecasting

Jian Han, Zhihao Wang, Zhimin Cao, Shengchao Xia, Wei Gao, Bo Yi

SPE Journal

DOI

2026

Oil and Gas Pipeline Intrusion Event Classification Method Based on GhostNet-SE

Bo Yi, Jian Han, Zhimin Cao, Shengchao Xia, Zhihao Wang, Yu Deng, Xingbin Liu

SPE Journal

DOI

2026

Preserving High-Frequency Geological Features in Large-Scale Super-Resolution of Shale-Oil Well Logs via Multistage Knowledge Transfer

Zhimin Cao, Shengchao Xia, Han Ja

SPE Journal

DOI

2025

基于集成机器学习的测井曲线大尺度差异超分辨

曹志民，丁璐，韩建，郝乐川

《吉林大学学报(地球科学版)》

DOI

2025

基于STFTGAN模型的测井曲线超分辨方法研究

韩建，贾园园，郑兵，曹志民，吕婷婷

《化工自动化及仪表》

DOI

2025

基于SMOTE平衡数据的极端随机树岩性识别

曹志民，张丽，郑兵，韩建

《吉林大学学报(地球科学版)》

DOI

2025

基于RGCVAE的测井曲线重构方法

韩建，陈着，王业统，曹志民，邓宇

《工业仪表与自动化装置》

DOI

2025

基于注意力机制的ResNet18网络示功图识别方法研究

韩建，周犹财，曹志民

《黑龙江科学》

2025

基于测井曲线异构特征多视重采样的元学习岩性识别方法

曹志民，刘鹏程，韩建，郝乐川

《石油物探》

2025

海上油田注CO2驱井下温度压力预测方法研究

牟海维，李文豪，刘伟，刘强，韩建，曹志民，刘兴斌

《自动化仪表》

2025

CCD-WLR: CNN-Bi-LSTM and CNN-transformer-based dual-channel for missing well logs reconstruction

Zhimin Cao, Lin Ye, Bing Zheng, Jian Han, Xingbin Liu, Shengchao Xia

Engineering Research Express

DOI

2025

A Novel Multihead Attention-Enhanced Convolutional Neural Network-Long Short-Term Memory Encoder-Decoder for Oil Production Forecasting

Zhimin Cao, Qianxi Song, Kongduo Xing, Jian Han, Dongxin Qie

SPE Journal

DOI

2025

Heterogeneous Feature Selection from Well Logging Curves for Lithology Identification

Lechuan Hao, Pengcheng Liu, Bing Cai, Zhimin Cao, Jian Han, Xiaowei Zhang

Springer series in geomechanics and geoengineering

DOI

2024

基于模态分解与LSTM注意表征的测井曲线重构研究

刘梦，韩建，曹志民，刘兴斌

《电子学报》

2024

基于Stacking集成学习的声波时差测井曲线复原研究

曹志民，丁璐，韩建

《化工自动化及仪表》

2024

A Practical Stacking Learning Framework with Hybrid Resampling for New-Well Artificial Lift Mode Selection

Zhimin Cao, Yang Liang, Jian Han

SPE Journal

DOI

2024

Well logging restoration based on spatial-temporal information mining from muti-scale correlation graph representation

Lechuan Hao, Bing Cai, Zhimin Cao, Jian Han, Jing Li, Dongxin Qie

Petroleum Science and Technology

DOI

2024

Missing log synthesis based on stacking ensemble learning with invariable features

Zhimin Cao, Meng Liu, Jian Han, Jialu Li, Sijie Wang, Xingbin Liu

Petroleum Science and Technology

DOI

2024

Logging curve restoration based on correlation information mining

Lechuan Hao, Zhimin Cao, Jian Han, Jing Li, Xiaowei Zhang

International Conference on Geology, Mapping and Remote Sensing (ICGMRS)

DOI

2023

基于能量约束的测井不变特征集成聚类自动分层方法

曹志民，阳璨，韩建，李佳露，刘鹏程，高攀

《石油物探》

2023

基于集成聚类均质度与储层地质边界度联合的测井曲线自动分层

曹志民，阳璨，陈树民，赵海波，韩建，牟海维

《地球物理学进展》

2022

基于LSTM多尺度共生关系挖掘的测井曲线复原

韩建，李婧，曹志民，高攀

《电子与信息学报》

2022

Multi-view and multi-scale super-resolution method of logging curves based on fractal theory

Jian Han, Sijie Wang, Zhimin Cao, Jialu Li, Meng Liu

Review of Scientific Instruments

DOI

2022

Lithology identification method based on integrated K-means clustering and meta-object representation

Zhimin Cao, Can Yang, Jian Han, Haiwei Mu, Chuanhui Wan, Pan Gao

Arabian Journal of Geosciences

DOI

2021

基于区域结构特征的城区LiDAR数据快速分类

韩建，李林，曹志民，段朝辉，万川

《计算机与现代化》

2021

基于多网络融合的缺失测井数据复原方法

韩建，路成辉，曹志民，马跃

《计算机应用与软件》

2021

基于层次聚类元对象表征的岩性识别方法

韩建，万川，曹志民，郭颖，段朝辉，李林

《电子测量技术》

DOI

2021

一种基于多模型融合的测井曲线复原方法

韩建，刘梦，曹志民，李婧，李佳露，王思捷

《工业仪表与自动化装置》

DOI

2021

Well log data super-resolution based on locally linear embedding

Jian Han, Pan Gao, Zhimin Cao, Jing Li, Sijie Wang, Can Yang

Oil & Gas Science and Technology

DOI

2020

基于集成学习的油水两相ECT系统流型识别研究

韩建，马跃，曹志民，全星慧

《测井技术》

DOI

2020

Source number estimation based on a novel multi-view meta-hierarchical classification framework

Wu Yun, Xiukun Li, Zhimin Cao

Measurement Science and Technology

DOI

2019

原油含水率红外光谱测量的超稀疏表示方法

韩建，李雨昭，曹志民，刘强，牟海维

《仪器仪表学报》

DOI

2019

SPA-PLS的高含水原油近红外光谱含水率分析

韩建，李雨昭，曹志民，刘强，牟海维

《光谱学与光谱分析》

2019

基于电容法的原油高含水测试仿真研究

韩建，马跃，曹志民，全星慧，牟海维

《自动化仪表》

DOI

2019

Active Cues Collection and Integration for Building Extraction With High-Resolution Color Remote Sensing Imagery

Lechuan Hao, Ye Zhang, Zhimin Cao

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

DOI

2019

Robust building boundary extraction method based on dual-scale feature classification and decision fusion with satellite image

Lechuan Hao, Ye Zhang, Zhimin Cao

International Journal of Remote Sensing

DOI

2018

基于二分空间拉依达法的野值点剔除研究

曹志民，路成辉，刘爽，韩建

《化工自动化及仪表》

2018

基于多特征联合的BP神经网络岩性识别

曹志民，王振涛，韩建，李雨昭

《化工自动化及仪表》

2018

电磁感应聚合物粘度特性仿真分析与试验研究

韩建，马跃，曹志民，全星慧，牟海维

《化工自动化及仪表》

2018

基于建筑物卫星图像的子像素角点优化方法

郝乐川，曹志民，张晔，张小威

《地理空间信息》

2018

Joint signal-to-noise ratio and source number estimation based on hierarchical artificial intelligence units

Wu Yun, Xiukun Li, Zhimin Cao, Han Jian, Mu Haiwei, Wang Zhentao

Measurement Science and Technology

DOI

2018

A building edge extraction method based on dual-scale classification with decision fusion for satellite image

Lechuan Hao, Ye Zhang, Zhimin Cao, Qing-Le Guo

Optical Engineering + Applications

DOI

2017

测井数据岩相分类的机器学习方法和大数据岩相分类探讨

曹志民，吴云，韩建，吕秀丽，宋鸿梅，赵丽华

《化工自动化及仪表》

2017

Roundness deviation evaluation method based on statistical analysis of local least square circles

Zhimin Cao, Yun Ping Wu, Jian Han

Measurement Science and Technology

DOI

2017

A hierarchical energy minimization method for building roof segmentation from airborne LiDAR data

Yanfeng Gu, Zhimin Cao, Limin Dong

Multimedia tools and applications

DOI

2016

基于渐进核图割的SAR图像自动分割

曹志民，吕秀丽，吴云，宋鸿梅，赵丽华

《光学技术》

2016

基于多源遥感图像与LiDAR数据的建筑物三维空间信息提取

曹志民

《哈尔滨工业大学》

2016

基于区域特征的快速城区机载LiDAR数据分类方法

曹志民，吴云

《地理空间信息》

2016

机载LiDAR点云定量化局部结构信息分析

曹志民，谷延锋，吴云

《地理空间信息》

2016

基于局部结构模型库的建筑物LiDAR点云去噪

曹志民，吴云，谷延锋

《光学技术》

2016

A Novel Multi-scale 3D Area Morphological Filtering Method for Airborne LiDAR Building Extraction

Zhimin Cao, Yun Wu

DOI

2016

局所構造モデルベースの建築物LIDAR点云去噪【JST・京大機械翻訳】

Zhimin Cao, Yun Wu, Yanfeng Gu

2016

Building extraction from stereo aerial images based on multi-layer line grouping with height constraint

Lechuan Hao, Ye Zhang, Zhimin Cao

IEEE International Geoscience and Remote Sensing Symposium

DOI

2015

Sparse Representation Denoising Framework for 3-D Building Reconstruction From Airborne LiDAR Data

Zhimin Cao, Yanfeng Gu

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

DOI

2015

Building LiDAR point cloud denoising processing through sparse representation

Bingqian Xie, Yanfeng Gu, Zhimin Cao

IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

DOI

2014

Three-Dimensional Reconstruction of Multiplatform Stereo Data With Variance Component Estimation

Yanfeng Gu, Zhimin Cao, Ye Zhang

IEEE Transactions on Geoscience and Remote Sensing

DOI

2011

MUlti information based Ground Control Points selection method

Yanfeng Gu, Zhimin Cao, Ye Zhang, Xiang-Rong Zhang

IEEE International Geoscience and Remote Sensing Symposium

DOI

精选作品

期刊论文

结合流型特征的图神经网络岩性识别

基于PTGNet的油管螺纹裂纹识别方法研究

基于格兰杰因果图神经网络的测井曲线重构方法

A Novel Causal Graph-Convolutional-Network-Enhanced Mamba Framework with Proportional-Integral-Derivative-Inspired Constraint for Multistep Petroleum Production Forecasting

Oil and Gas Pipeline Intrusion Event Classification Method Based on GhostNet-SE

Preserving High-Frequency Geological Features in Large-Scale Super-Resolution of Shale-Oil Well Logs via Multistage Knowledge Transfer

基于集成机器学习的测井曲线大尺度差异超分辨

基于STFTGAN模型的测井曲线超分辨方法研究

基于SMOTE平衡数据的极端随机树岩性识别

基于RGCVAE的测井曲线重构方法

基于注意力机制的ResNet18网络示功图识别方法研究

基于测井曲线异构特征多视重采样的元学习岩性识别方法

海上油田注CO2驱井下温度压力预测方法研究

CCD-WLR: CNN-Bi-LSTM and CNN-transformer-based dual-channel for missing well logs reconstruction

A Novel Multihead Attention-Enhanced Convolutional Neural Network-Long Short-Term Memory Encoder-Decoder for Oil Production Forecasting

Heterogeneous Feature Selection from Well Logging Curves for Lithology Identification

基于模态分解与LSTM注意表征的测井曲线重构研究

基于Stacking集成学习的声波时差测井曲线复原研究

A Practical Stacking Learning Framework with Hybrid Resampling for New-Well Artificial Lift Mode Selection

Well logging restoration based on spatial-temporal information mining from muti-scale correlation graph representation

Missing log synthesis based on stacking ensemble learning with invariable features

Logging curve restoration based on correlation information mining

基于能量约束的测井不变特征集成聚类自动分层方法

基于集成聚类均质度与储层地质边界度联合的测井曲线自动分层

基于LSTM多尺度共生关系挖掘的测井曲线复原

Multi-view and multi-scale super-resolution method of logging curves based on fractal theory

Lithology identification method based on integrated K-means clustering and meta-object representation

基于区域结构特征的城区LiDAR数据快速分类

基于多网络融合的缺失测井数据复原方法

基于层次聚类元对象表征的岩性识别方法

一种基于多模型融合的测井曲线复原方法

Well log data super-resolution based on locally linear embedding

基于集成学习的油水两相ECT系统流型识别研究

Source number estimation based on a novel multi-view meta-hierarchical classification framework

原油含水率红外光谱测量的超稀疏表示方法

SPA-PLS的高含水原油近红外光谱含水率分析

基于电容法的原油高含水测试仿真研究

Active Cues Collection and Integration for Building Extraction With High-Resolution Color Remote Sensing Imagery

Robust building boundary extraction method based on dual-scale feature classification and decision fusion with satellite image

基于二分空间拉依达法的野值点剔除研究

基于多特征联合的BP神经网络岩性识别

电磁感应聚合物粘度特性仿真分析与试验研究

基于建筑物卫星图像的子像素角点优化方法

Joint signal-to-noise ratio and source number estimation based on hierarchical artificial intelligence units

A building edge extraction method based on dual-scale classification with decision fusion for satellite image

测井数据岩相分类的机器学习方法和大数据岩相分类探讨

Roundness deviation evaluation method based on statistical analysis of local least square circles

A hierarchical energy minimization method for building roof segmentation from airborne LiDAR data

基于渐进核图割的SAR图像自动分割

基于多源遥感图像与LiDAR数据的建筑物三维空间信息提取

基于区域特征的快速城区机载LiDAR数据分类方法

机载LiDAR点云定量化局部结构信息分析

基于局部结构模型库的建筑物LiDAR点云去噪

A Novel Multi-scale 3D Area Morphological Filtering Method for Airborne LiDAR Building Extraction

局所構造モデルベースの建築物LIDAR点云去噪【JST・京大機械翻訳】

Building extraction from stereo aerial images based on multi-layer line grouping with height constraint

Sparse Representation Denoising Framework for 3-D Building Reconstruction From Airborne LiDAR Data

Building LiDAR point cloud denoising processing through sparse representation

Three-Dimensional Reconstruction of Multiplatform Stereo Data With Variance Component Estimation

MUlti information based Ground Control Points selection method

会议论文

基于不变流形引导的Mamba网络测井曲线超分辨重建方法

基于多视联合特征的Stacking集成测井曲线超分辨方法

研究方向