Connectionists: CFP: DMKD - Special Issue on Data Mining for Geosciences
Carlos Ferreira
cgf at isep.ipp.pt
Tue Sep 19 13:09:21 EDT 2017
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Data Mining and Knowledge Discovery
Springer (www.springer.com/10618)
Special Issue on "Data Mining for Geosciences"
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Modern geosciences have to deal with large quantities and a wide variety of data, including 2-D, 3-D and 4-D seismic surveys, well logs generated by sensors, detailed lithological records, satellite images and meteorological records. These data serve important industries, such as the exploration of mineral deposits and the production of energy (Oil and Gas, Geothermal, Wind, Hydroelectric), are important in the study of the earth crust to reduce the impact of earthquakes, in land use planning, and have a fundamental role in sustainability. In particular, the process of exploring and exploiting Oil and Gas (O&G) generates a lot of data that can bring more efficiency to the industry. The opportunities for using data mining techniques in the "digital oil-field" remain largely unexplored or uncharted. The purpose of this special issue is to be a breaking-edge showcase for applications and developments of data mining and knowledge discovery in the area of the geosciences with a
special focus in the oil and gas exploration. Researchers are invited to submit original papers presenting novel data mining methodologies or applications to the geosciences, including but not limited to the following topics:
* Oil and gas exploration and production
* Mineral deposit/reservoir identification and characterization
* Exploration of well-log data
* Earth crust analysis and understanding
* Sensor data exploration
* Remote sensing
* Novel data mining problems in the geosciences
* Visualization of big data in the geosciences
* Geoscience data fusion for enhancing data mining solutions
* Data streams analysis in geoscience
* Feature extraction and data transformation from geoscientific data
IMPORTANT DATES:
* Deadline: 1st November 2017
* Notifications: 5th January 2018
* Revised versions deadline: 30th January 2018
* Feedback from editorial team: 15th March 2018
* Final versions: 17th April 2018
* Volume ready: June 2018
PAPER SUBMISSION:
* Authors are encouraged to submit high-quality, original work that has neither appeared in, nor is under consideration by, other journals.
* All papers will be reviewed following standard reviewing procedures for the Journal.
* Papers must be prepared in accordance with the Journal guidelines.
* Submit manuscripts to: http://DAMI.edmgr.com. Choose “Data Mining for Geosciences” as the article type.
FURTHER INFORMATION:
The original call from Springer can be downloaded in PDF format at https://goo.gl/f8jDHw.
For further information please refer to the special issue homepage at http://dm4og.inesctec.pt/dmkd-special-issue. If you have any questions don't hesitate to contact the guest editors through Alípio Jorge (amjorge at fc.up.pt), with cc to Rui Lopes (rui.l.lopes at inesctec.pt)
Carlos Ferreira
ISEP | Instituto Superior de Engenharia do Porto
Rua Dr. António Bernardino de Almeida, 431
4249-015 Porto - PORTUGAL
tel. +351 228 340 500 | fax +351 228 321 159
mail at isep.ipp.pt | www.isep.ipp.pt
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