Method and system for quantitatively evaluating eyelid of carbonate source rock
A carbonate rock, quantitative evaluation technology, applied in the field of quantitative evaluation of carbonate source rock eyelids, can solve the problems of high proportion of eyelids, inability to continuously drill cores of all formations, and complex vertical rock structure, etc. To achieve accurate and reasonable calculation results
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[0064] The preparation sample set provided by the embodiment of the present invention, and dividing the prepared sample set into a training set and a test set include:
[0065] Select the electrical imaging image of the research area, and adjust the size of the electrical imaging image to 192×92 pixels; combined with the core features of the research area, the eyeball and eyelid structure are the main features, and the abnormal electrical imaging, various cracks, various dissolution holes and other The construction features are other features, and the electroimaging images are divided into 8 categories, 80% of all samples are randomly selected as the training set, and the remaining 20% are used as the test set.
[0066] The convolutional neural network provided by the embodiment of the present invention is provided with an input layer, a multi-layer convolution pooling layer, a pooling layer, a fully connected layer and an output layer;
[0067] Each layer contains multiple ...
Embodiment 1
[0081] The present invention uses the micro-resistivity imaging logging instrument to collect data and process it to obtain an electrical imaging image, conducts region segmentation on the electrical imaging image to obtain each feature image, then uses a convolutional neural network algorithm to automatically identify the eyelid part in the image, and finally extracts the eyelid The proportion of eyelids is calculated by the total number of some pixels, realizing continuous and quantitative evaluation of eyelids of carbonate source rocks.
[0082] (1) Using the micro-resistivity imaging logging tool to collect data and process the electrical imaging image, and perform regional segmentation on the electrical imaging image
[0083] The raw data collected by the micro-resistivity imaging logging tool reflects the conductivity of the formation around the well, and the electrical imaging image is obtained by processing the raw data. The grayscale playback method can continuously di...
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