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Simulated logging data generation method, device and system

A technology for logging data and virtual data, which is applied in electrical digital data processing, special data processing applications, design optimization/simulation, etc. The effect of model performance

Active Publication Date: 2019-03-08
CHINA UNIV OF PETROLEUM (BEIJING)
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0007] (1) Due to the limitation of the transmission environment, the cost of obtaining real formation data is too high;
[0008] (2) The existing virtual geological modeling method is relatively single, and cannot generate a large number of different stratum distribution simulation environments, so it cannot be used to test the robustness of the guided drilling algorithm
[0012] (1) Real data is not easy to obtain
[0013] Geological modeling and visualization rely on raw input data, however, sparse and random insufficient sampling data and predictive fuzzy data from remote sensing make model building very difficult
And for deep wells and ultra-deep wells, it is more difficult to obtain data, and it is expensive to obtain sufficient sampling data
[0014] (2) The formation model is relatively simple
[0015] Based on the geometric shape of spatial entities and their interrelationships, the existing geological modeling methods are relatively simple, and it is impossible to create different virtual formation environments to provide testing environments for the majority of drilling-guiding algorithms, and it is impossible to verify the robustness of the algorithms

Method used

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  • Simulated logging data generation method, device and system
  • Simulated logging data generation method, device and system

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Embodiment approach

[0137] The technical solution of the present invention will be described in detail below in conjunction with specific embodiments. In this embodiment, logging-while-drilling data sampled from a logging curve in an oil field in western China is used as experimental data, and simulated logging data is generated based on the experimental data, and a corresponding formation model is constructed. The specific implementation is as follows:

[0138] 1. Obtain real logging data: The original LWD data consists of 25 characteristic attributes, including depth, natural gamma, and natural potential. The data set is 6000 samples with corresponding layer labels. The label set includes 4 different sandstone formations. Different physical parameters (characteristic attributes) of real logging data: depth, natural gamma, borehole diameter, spontaneous potential, acoustic time difference, logging curve, compensated neutron logging, density, Young’s modulus, compressive strength, Shear strength,...

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Abstract

The invention provides a simulation logging data generation method and system, a computer device and a computer readable storage medium, and relates to the technical field of intelligent well drilling. The system comprises a logging data acquisition module used for acquiring logging data; a matrix data determining module which is used for obtaining matrix data through a wide-angle eye mechanism according to the logging data; and an analog data generation module which is used for generating analog logging data according to the matrix data based on the generative adversarial network. The methodis based on a small amount of real logging while drilling data, takes a certain randomness into consideration, and a large number of different logging data can be rapidly generated, so that an effective data set is provided for a large number of pilot drilling algorithm models, the robustness of the algorithm can be verified, the blindness of the model in practical application is reduced, the riskis reduced, a guiding effect is achieved on production and environment analysis, and the great economic and social benefits are achieved.

Description

Technical field [0001] The present invention relates to the field of computer science and technology, particularly to data simulation technology in the field of petroleum engineering, and specifically relates to a method, system, computer equipment and computer-readable storage medium for generating simulated logging data. Background technique [0002] Virtual geological modeling and visualization have brought new opportunities and power to geologists, and have provided great help in the process of oil and gas field exploration and development. Virtual geological modeling and visualization refers to the use of virtual reality technology to construct a virtual geological environment to interpret, integrate, model construction, visual display and analysis of underground data. [0003] Virtual geological modeling is a virtual geological environment generated by a computer. Researchers can enter this environment by using various special devices, operate and control virtual objects in t...

Claims

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Application Information

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IPC IPC(8): G06F17/50
CPCG06F30/13G06F30/20
Inventor 朱丹丹刘溢陈冬叶智慧
Owner CHINA UNIV OF PETROLEUM (BEIJING)
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