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79 results for “well log data”
Processed Datasets - Imputation in Well Log Data: A Benchmark
<p>Imputation of well log data is a common task in the field. However a quick review of the literature reveals a lack of padronization when evaluating methods for the problem. The goal of the benchmark is to introduce a standard evaluation protocol to any imputation method for well log data. </p> <p>In the proposed benchmark, three public datasets are used:</p> <ul> <li><strong>Geolink:</strong> The Geolink Dataset is another public dataset of wells in the Norwegian offshore. The data is provided by the company of the same name, <a href="https://www.geolink-s2.com/" target="_blank" rel="noopener">GEOLINK</a> and follows the NOLD 2.0 license. <br>This dataset contains a total of 223 wells. It also has lithology labels for the wells with a total of 36 lithology classes. [<a href="https://drive.google.com/drive/folders/1EgDN57LDuvlZAwr5-eHWB5CTJ7K9HpDP" target="_blank" rel="noopener">download original</a>]</li> <li><strong>Taranaki Basin:</strong> The Taranaki Basin Dataset is a curated set of wells and a convenient option for experimentation especially due to it is ease of accessibility and use.<br>This collection, under the CDLA-Sharing-1.0 license, contains well logs extracted from the <a href="https://geodata.nzpam.govt.nz/" target="_blank" rel="noopener">New Zealand Petroleum & Minerals Online Exploration Database</a> and <a href="http://pet.gns.cri.nz/" target="_blank" rel="noopener">Petlab</a>.<br>There are a total of 407 wells, of which 289 are onshore and 118 are offshore exploration and production wells. [<a href="https://developer.ibm.com/exchanges/data/all/taranaki-basin-curated-well-logs/" target="_blank" rel="noopener">download original</a>]</li> <li><strong>Teapot Dome:</strong> The Teapot Dome dataset is provided by the Rocky Mountain Oilfield Testing Center (RMOTC) and the US Department of Energy.<br>It contains different types of data related to the Teapot Dome oil field, such as 2D and 3D seismic data, well logs, and GIS data. The data is licensed under the Creative Commons 4.0 license. <br>In total, the dataset has 1,179 wells with available logs. The number of available logs varies across wells. There are only 91 wells with the gamma ray, bulk density, and neutron porosity logs, while only three wells have the complete basic suite. [<a href="http://s3.amazonaws.com/open.source.geoscience/open_data/teapot/rmotc.tar" target="_blank" rel="noopener">direct download</a>]</li> </ul> <p>Here you can download all three datasets already preprocessed to be used with our implementation, found <a href="https://github.com/uai-ufmg/well-log-imputation" target="_blank" rel="noopener">here</a>.</p> <p> </p> <h3>File Description:</h3> <p>There are six files for each fold partition for each dataset.</p> <ul> <li><code><em>datasetname_fold_k_well_log_metadata_train.json </em></code>: JSON file with general information of the slices of <strong>training </strong>partition of the fold <strong>k</strong>. Contains total number of slices and the number of slices per well.<em> </em></li> <li><em><code>datasetname_fold_k_well_log_metadata_val.json</code> </em>: JSON file with general information of the slices of <strong>validation </strong>partition of the fold <strong>k</strong>. Contains total number of slices and the number of slices per well. </li> <li><em><code>datasetname_fold_k_well_log_slices_train.npy</code>: </em>.npy (numpy) file ready to be loaded with the slices for <strong>training </strong>of the fold <strong>k </strong>already processed. When loaded<em> </em>should have shape of<em> (total_slices, 256, number_of_logs)</em></li> <li><em><code>datasetname_fold_k_well_log_slices_val.npy</code> </em>: .npy (numpy) file ready to be loaded with the slices for <strong>validation </strong>of the fold <strong>k </strong>already processed.</li> <li><em><code>datasetname_fold_k_well_log_slices_meta_train.json</code> : </em>JSON file with the slices info for all slices in the <strong>training </strong>partition of the fold <strong>k</strong>. For each slice, 7 data points are provided, the last four are discarded (it would contain other information that was not used). The first three are in order the: origin well name, the starting position in that well, and the end position of the slice in that well.</li> <li><em><code>datasetname_fold_k_well_log_slices_meta_val.json</code> </em>: JSON file with the slices info for all slices in the <strong>validation </strong>partition of the fold <strong>k</strong>.</li> </ul>
IODP Expedition 392, Hole U1579D - Well Logging Data
Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.
IODP Expedition 392, Hole U1581B - Well Logging Data
Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.
IODP Expedition 392, Hole U1580A - Well Logging Data
Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.
IODP Expedition 320T, Hole U1330A - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
IODP Expedition 320, Hole U1331A - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
IODP Expedition 320, Hole U1332A - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
IODP Expedition 340T, Hole U1309D - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
IODP Expedition 341, Hole U1417E - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
IODP Expedition 385, Hole U1547B - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
IODP Expedition 385, Hole U1546C - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
IODP Expedition 385, Hole U1545A - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
IODP Expedition 340, Hole U1399C - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
IODP Expedition 340, Hole U1397B - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
IODP Expedition 349, Hole U1431E - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
IODP Expedition 351, Hole U1438D - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
IODP Expedition 352, Hole U1442A - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
IODP Expedition 353, Hole U1445A - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
IODP Expedition 354, Hole U1450B - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
IODP Expedition 354, Hole U1453A - Well Logging Data
<p>Logging data are measurements of physical properties of the formation surrounding a borehole, acquired in situ after completion of coring (wireline logging) or during drilling (Logging-While-Drilling, LWD). The range of data (resistivity, gamma radiation, velocity, density, borehole images,…) in any hole depends on the scientific objectives and operational constraints.</p>
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