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Shale Reservoir (Production Performance & Images/Rocks/Formations/Facies Classification) with Tensorflow-Based Deep Neural Network (DNN).
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Drilling Rare Events (Vibration, Kick and Stuck pipe) Detection and Prevention with Graph-Based Method.
This module is based on Node.js with option to use either gpu or cpu.
The module can also be adapted for use in the browser with the tfjs-vis library enabled for browser visualization.
This repo is based on the following languages, frameworks, packages and database servers :
JavaScript ES6+
Node.js v16.8.0
Tensorflow.js v3.4.0 - @tensorflow/tfjs@3.4.0 (Pure JavaScript Version)
Tensorflow.js v3.4.0 - @tensorflow/tfjs-node@3.4.0 (Node.js CPU Version - with native C++ bindings)
Tensorflow.js v3.4.0 - @tensorflow/tfjs-node-gpu@3.4.0 (Node.js GPU Version - with native C++ bindings)
Python-shell.js v3.0.0
Python v3.8
Tensorflow v2.0.2 (Python Version)
Scikit-learn v0.22
Keras v2.2.4-tf
C11
C++17
Java 8 and Java 11 - Java-8-openjdk and Java-11-openjdk (https://openjdk.java.net/)
MongoDB Server v5.0.2 on Ubuntu 20.04 LTS (https://www.mongodb.com/download-center/community)
MongoDB Node.js Native Driver v3.7.0 (https://www.npmjs.com/package/mongodb)
Mongoose ORM v5.12.5 (https://www.npmjs.com/package/mongoose)
MySQL Server v8.0.26 on Ubuntu 20.04 LTS (https://dev.mysql.com/downloads/mysql/)
MySQL Node.js Driver v2.18.1 (https://www.npmjs.com/package/mysql)
MySQL Connector/Node.js v8.0.26 (https://www.npmjs.com/package/@mysql/xdevapi)
MySQL Connector/Java (JDBC) v8.0.26 (https://dev.mysql.com/downloads/connector/j/)
MySQL Pure Python MySQL Client v0.7.2 (https://github.com/PyMySQL/PyMySQL)
MySQL/Python Client v2.0.0 (https://github.com/PyMySQL/mysqlclient-python)
SQLite3 within Python v3.7 on Ubuntu 18.04.4 LTS (https://docs.python.org/3.7/library/sqlite3.html)
Apache Drill v1.16.0 (https://drill.apache.org/)
Apache Spark v2.4.4 (https://spark.apache.org/)
Apache Spark Python API v2.4.4 (https://spark.apache.org/docs/latest/api/python/index.html#)
MongoDB Spark Connector Python API v2.4.4 (https://docs.mongodb.com/spark-connector/current/python-api/)
S3 Python API v3.0.0 (https://pypi.org/project/s3/)
S3fs (https://pypi.org/project/s3fs/)
AWS SDK for Python - Boto3 (https://boto3.amazonaws.com/v1/documentation/api/latest/index.html)
AWS SDK for JavaScript in Node.js (https://aws.amazon.com/sdk-for-node-js/)
Copyright © 2015 - present. MongoExpUser
Licensed under the MIT license.