Evaluation of Liquid Loading in Gas Wells Using Machine Learning - Dataset Appendix

Aug 6, 2026

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Dataset appendix for an evaluation of liquid loading in gas wells using machine learning. The table compiles measured input parameters and derived flow properties including pipe diameter, liquid and gas densities, liquid and gas viscosities, sigma, alpha, and velocity-related quantities (VSL, VSG). Each record is labeled with a status value such as Loaded and cites references from prior literature sources, including entries attributed to Saadi, Vierra water, Vierra oil, and Veeken.

LanguageEnglish

CategoryResearch & Report

FormatPDF

Pages8

Reading Time20 min

AccessFree to download

Dataset collected from Literature

Parameters and columns

Status labeling and references

Petroleum & Petrochemical Engineering Journal ISSN: 2578-4846 MEDWIN PUBLISHERS Committed to Create Value for Researchers Appendix Dataset collected from Literature: | Diameter | Liquid
density | Gas density | Liquid
viscosity | Gas
viscosity | sigma | alpha | VSL | VSG | Status | Reference | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | 0.0762 | 1000 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 90 | 0.01 | 20 | Loaded | Saadi | | 0.0762 | 1000 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 90 | 0.05 | 21.8 | Loaded | Saadi | | 0.0762 | 1000 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 90 | 0.1 | 21.2 | Loaded | Saadi | | 0.0762 | 1000 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 75 | 0.01 | 24.7 | Loaded | Saadi | | 0.0762 | 1000 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 75 | 0.05 | 23.8 | Loaded | Saadi | | 0.0762 | 1000 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 75 | 0.1 | 26.9 | Loaded | Saadi | | 0.0762 | 1000 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 60 | 0.01 | 24.3 | Loaded | Saadi | | 0.0762 | 1000 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 60 | 0.05 | 31.9 | Loaded | Saadi | | 0.0762 | 1000 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 60 | 0.1 | 30.7 | Loaded | Saadi | | 0.0762 | 1000 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 45 | 0.01 | 28.4 | Loaded | Saadi | | 0.0762 | 1000 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 45 | 0.05 | 32.5 | Loaded | Saadi | | 0.0762 | 1000 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 45 | 0.1 | 30 | Loaded | Saadi | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 20 | 0.02 | 13.94 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 20 | 0.06 | 14.54 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 20 | 0.1 | 19.09 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 30 | 0.01 | 19.47 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 30 | 0.02 | 22.4 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 30 | 0.05 | 23.32 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 30 | 0.1 | 25.32 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 30 | 0.2 | 25.63 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 45 | 0.01 | 19.8 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 45 | 0.02 | 21.46 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 45 | 0.05 | 25.19 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 45 | 0.1 | 24.76 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 45 | 0.2 | 24.69 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 60 | 0.01 | 19.48 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 60 | 0.02 | 21.72 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 60 | 0.05 | 23.7 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 60 | 0.1 | 25.57 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 60 | 0.2 | 24.86 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 70 | 0.01 | 18.11 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 70 | 0.02 | 20.03 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 70 | 0.05 | 24.18 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 70 | 0.1 | 23.47 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 70 | 0.2 | 23.72 | Loaded | Vierra water | | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 78 | 0.01 | 16.45 | Loaded | Vierra water | Evaluation of Liquid Loading in Gas Wells Using Machine Learning Pet Petro Chem Eng J 2 Petroleum & Petrochemical Engineering Journal | 0.06 | 997.9 | 1.2 | 1.10E-03 | 0.000018 | 0.06 | 78 | 0.02 | 18.97 | Loaded | Vierra water | | --- | --- | --- | --- | -

FAQs

What parameters are included in the dataset table?

The dataset includes diameter, liquid density, gas density, liquid viscosity, gas viscosity, sigma, alpha, VSL, and VSG.

How is the flow condition represented in the dataset?

Each row includes a Status field such as Loaded, indicating the evaluated liquid loading condition.

What role do the reference entries play?

The Reference column attributes each dataset record to specific literature sources such as Saadi, Vierra water, Vierra oil, and Veeken.

Aug 6, 2026

Upload by Jiven