Abstract
The aim of this work is to evaluate the prospective areas with good hydro carbon reservoir quality by using machine learning approaches to classify seismic traces. Quality of reservoir described by lithological features is encoded in the shape of seismic trace. Detection of good reservoir units is difficult due to their small thicknesses. A traditional manual interpretation performed on a set of 2D seismic profiles, covering license block, has detected a region with good reservoir quality. Based on these results the automatic procedure is offered to get the quick-look evaluation of the most perspective areas for development drilling.
| Original language | English |
|---|---|
| Title of host publication | Proceedings of IAMG 2015 - 17th Annual Conference of the International Association for Mathematical Geosciences |
| Editors | Raimon Tolosana Delgado, K. Gerald van den Boogaart, Regina van den Boogaart, Helmut Schaeben |
| Publisher | International Association for Mathematical Geology (IAMG) |
| Pages | 626-632 |
| Number of pages | 7 |
| ISBN (Electronic) | 9783000503375 |
| Publication status | Published - 1 Jan 2015 |
| Event | 17th Annual Conference of the International Association for Mathematical Geosciences, IAMG 2015 - Freiberg, Germany Duration: 5 Sep 2015 → 13 Sep 2015 |
Publication series
| Name | Proceedings of IAMG 2015 - 17th Annual Conference of the International Association for Mathematical Geosciences |
|---|
Conference
| Conference | 17th Annual Conference of the International Association for Mathematical Geosciences, IAMG 2015 |
|---|---|
| Country | Germany |
| City | Freiberg |
| Period | 5.9.15 → 13.9.15 |
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ASJC Scopus subject areas
- Mathematics (miscellaneous)
- Earth and Planetary Sciences(all)
Cite this
Prospectivity evaluation by seismic trace form classification. / Demyanov, V. V.; Belozerov, V. B.; Baranov, V. E.
Proceedings of IAMG 2015 - 17th Annual Conference of the International Association for Mathematical Geosciences. ed. / Raimon Tolosana Delgado; K. Gerald van den Boogaart; Regina van den Boogaart; Helmut Schaeben. International Association for Mathematical Geology (IAMG), 2015. p. 626-632 (Proceedings of IAMG 2015 - 17th Annual Conference of the International Association for Mathematical Geosciences).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
}
TY - GEN
T1 - Prospectivity evaluation by seismic trace form classification
AU - Demyanov, V. V.
AU - Belozerov, V. B.
AU - Baranov, V. E.
PY - 2015/1/1
Y1 - 2015/1/1
N2 - The aim of this work is to evaluate the prospective areas with good hydro carbon reservoir quality by using machine learning approaches to classify seismic traces. Quality of reservoir described by lithological features is encoded in the shape of seismic trace. Detection of good reservoir units is difficult due to their small thicknesses. A traditional manual interpretation performed on a set of 2D seismic profiles, covering license block, has detected a region with good reservoir quality. Based on these results the automatic procedure is offered to get the quick-look evaluation of the most perspective areas for development drilling.
AB - The aim of this work is to evaluate the prospective areas with good hydro carbon reservoir quality by using machine learning approaches to classify seismic traces. Quality of reservoir described by lithological features is encoded in the shape of seismic trace. Detection of good reservoir units is difficult due to their small thicknesses. A traditional manual interpretation performed on a set of 2D seismic profiles, covering license block, has detected a region with good reservoir quality. Based on these results the automatic procedure is offered to get the quick-look evaluation of the most perspective areas for development drilling.
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UR - http://www.scopus.com/inward/citedby.url?scp=84961285292&partnerID=8YFLogxK
M3 - Conference contribution
T3 - Proceedings of IAMG 2015 - 17th Annual Conference of the International Association for Mathematical Geosciences
SP - 626
EP - 632
BT - Proceedings of IAMG 2015 - 17th Annual Conference of the International Association for Mathematical Geosciences
A2 - Delgado, Raimon Tolosana
A2 - van den Boogaart, K. Gerald
A2 - van den Boogaart, Regina
A2 - Schaeben, Helmut
PB - International Association for Mathematical Geology (IAMG)
ER -