Team 1

Team Manager: Prof. Jalal FERAHTIA

Topic of the research team:

Estimation des paramètres physiques du sous-sol par l'intelligence artificielle.

Team members:

1. Pr. BADDARI Kamel

2. Pr. DJARFOUR Nouredine

3. BOUCHAOUI Lyes

4. BENBROUK Salahedine

5. BABAIA Foudil

6. SIAH Hocine

International Publications

Djarfour N., Ferahtia J. and Baddari K. Tomographic Velocity Images by Artificial Neural Networks. Journal of Engineering and Applied Sciences 2(4): pp. 775-782, 2007.

Djarfour N., Aïfa T., Baddari K., Mihoubi A. and Ferahtia J. Application of feedback connection artificial neural network to seismic data filtering. Comptes Rendue de Geoscience (Published by Elsevier): 340, pp. 335–344, 2008

Ferahtia J., Djarfour N., Baddari K. and Guérin R. Application of signal dependent rank-order mean filter to the removal of noise spikes from 2D electrical resistivity imaging data. Near Surface Geophysics (Published on behalf of the European Association of Geoscientists and Engineers (EAGE) by Wiley-Blackwell): 7, pp. 159-169, 2009.

Baddari K., Aïfa T., Djarfour N. and Ferahtia J. Application of a radial basis function artificial neural network to seismic data inversion, Computers & Geosciences (Published by Elsevier): 35, pp. 2338–2344, 2009.

Ferahtia J., Baddari K., Djarfour N. and Kassouri A.K. Incorporation of non- linear image filtering techniques for noise reduction in seismic data. Pure and applied geophysics (Published by Springer): 167, pp. 1389-1404, 2010.

Baddari K., Djarfour N, Aïfa T. and Ferahtia J. Acoustic Impedance Inversion by Feedback Artificial Neural Network. Journal of Petroleum Science and Engineering (Published by Elsevier): 71, pp. 106-111, 2010.

Baddari K., Ferahtia J., Aïfa T. and Djarfour N. Seismic noise attenuation by means of an anisotropic non-linear diffusion filter. Computers and geosciences (Published by Elsevier): 37, pp. 456-463, 2011.

Ferahtia J., Djarfour N., Baddari K. and Khaldoun A. A fuzzy logic-based filter for the removal spike noise from 2D electrical resistivity data. Journal of applied geophysics (Published by Elsevier): 87, pp. 19-27, 2012.

Farfour M., Yoon W. J., Ferahtia J. and Djarfour N. Seismic attributes combination to enhance detection of bright spot associated with hydrocarbons. Geosystem engineering (Published by Taylor & Francis): pp. 1-8. 2012.

Ferahtia J., Aifa T., Baddari K., Djarfour N., and El Adj S. Image-based processing techniques applied to seismic data filtering. Journal of petroleum science and engineering (Published by Elsevier): 104, pp. 17-26, 2013.

Djarfour N., Ferahtia J., Babaia F, Baddari K., El Adj S., Farfour, M. Seismic noise filtering based on generalized regression neurral networks. Computer & geosciences: 69, pp. 1-9, 2014.

Baddari Kamel, Bellalem Fouzi, Baddari Ibtihel and Makdache Said. Some Probabilistic and Statistical Properties of the Seismic Regime of Zemmouri (Algeria) Seismoactive Zone 2016 .ACTA GEOPHYS

Bouchelaghem H.E, Hamadouche M., Soltani F. and Baddari Kamel. Adaptive Clutter-Map CFAR detection in distributed sensor networks 2016. AEU-INT J ELECTRON C.

Baouche Rafik and Baddari Kamel. Prediction of permeability and porosity from well log data using the nonparametric regression with multivariate analysis and neural network, Hassi R’Mel Field, Algeria 2016. Egyptian Journal of Petroleum

Baouche Rafik, Aifa Tahar and Baddari Kamel. Intelligent methods for predicting nuclear magnetic resonance of porosity and permeability by conventional well-logs: a case study of Saharan field 2017. Arabian Journal of Geosciences

Saad Saoud L., Rahmoune F., Tourtchine V. and Baddari Kamel. A novel method to forecast 24 h of global solar irradiation 2018. Energy Systems

Hamidene N., Baaziz H., Baddari Kamel and Cahrifi Z. EXPRESS FP-LAPW+lo calculations of half-metallic ferromagnetism in Chromium-doped rock-salt calcium selenide (CaSe) 2019.MATER RES

Bouchelaghem H.E, Hamadouche M., Soltani F. and Baddari Kamel. Distributed Clutter-Map Constant False Alarm Rate Detection Using Fuzzy Fusion Rules 2019. Radioelectronics and Communications Systems.

Bousaid, Belghachi, Bousaid, Belghachi, Agroui and Djarfour N.. Mathematical models of photovoltaic modules degradation in desert environment, Vol 7. pp 127-140 2019. AIMS Energy

Ferahtia J., Baddari K., Djarfour N. and Aliouane L. Trilateral filter: A new tool for coherent and random noise removal from seismic noisy data. Annales des mines et de la géologie, 44, 2010. ISSN : 0330-0013. (Tunisie)

Aliouane L., Boudella A., Ouadfeul S.A., Djarfour N. and Ferahtia J. Application des diagraphies de test pour la caractérisation des réservoirs Dévonien du champ de Tin Fouye Tabankort, bassin d’illizi, Algerie. Annales des mines et de la géologie, 44, 2010. ISSN : 0330-0013. (Tunisie)

Djarfour N., Ferahtia J., Baddari K. and Aifa T. Tomographic velocity images by radial basis function artificial neural network. IEEE Control Syst. Soc. 2011. DOI: 10.1109/CCCA.2011.6031441

Ferahtia J., Djarfour N., Baddari K. and Khaldoun A. Impulse noise reduction in 2D electrical resistivity imaging data based on fuzzy logic. IEEE Control Syst. Soc. 2011. DOI: 10.1109/CCCA.2011.6031450

National Publications

Djeddi M., Ferahtia J., Djeddi Mo. and Aitouche M. A. Contribution of seismic attributes in the direct detection of hydrocarbon, case history of a permit in the south Algerian Sahara. Bulletin du Service Géologique de l’Algérie, 14 (1): pp. 37-51, 2003.

Baddari K., Djarfour N., Djeddi M., Ferahtia J. and Mender M. Static Corrections enhancement by Turning Ray Tomography. Bulletin du Service Géologique de l’Algérie, 23 (2): pp. 2012.

International Conferences

1. Ferahtia J., Djarfour N. and Baddari K. Trilateral filter : A new tool for coherent and random noise removal from seismic noisy data. 4ème congrès maghrébin de géophysique appliqué (CMGA 4). Hammamet 26-28 Mars 2009. (Tunisia).

2. Djarfour N., Baddari K., Ferahtia J. and Aliouane L. Seismic data inversion by Elman artificial neural network. 4ème congrès maghrébin de géophysique appliqué (CMGA 4). Hammamet 26-28 Mars 2009. (Tunisia)

3. Aliouane L., Boudella A., Djarfour N. and Ferahtia J. Application des diagraphies de test pour la caractérisation des réservoirs Dévonien du champ de Tin Fouye Tabankort, bassin d’illizi, Algerie. 4ème congrès maghrébin de géophysique appliqué (CMGA 4). Hammamet 26-28 Mars 2009. (Tunisia).

4. Ferahtia J., Baddari K., Djarfour N. and Aliouane L. Noise reduction in seismic data using image based filtering techniques. Sixth international symposium on geophysics (ISG6). Tanta 11-12 Novembre 2009. (Egypt).

5. Djarfour N., Tahar Aïfa, Baddari K.,   Ferahtia J. and Aliouane L. Inversion of seismic data by Radial basis artificial neural network. Sixth international symposium on geophysics (ISG6). Tanta 11-12 Novembre 2009. (Egypt).

6. Aliouane L., Ouadfeul S.A., Djarfour N. and Ferahtia J. Reservoir characterization using wireline formation testing logging tools: Application to Illizi basin, Algeria. Sixth international symposium on geophysics (ISG6). Tanta 11-12 Novembre 2009. (Egypt).

7. Ferahtia J., Baddari K., Djarfour N. and Aliouane L. A new Order Statistics Filter for removal of Spike Noise from 2D-Electrical resistivity Imaging data. 35th Anniversary Geology Symposium. Konya 4-7 Octobre (2010). (Turkey).

8. Djarfour N., Ferahtia J., Baddari K. and Mander M. Static corrections enhancement by Turning ray tomography. 35th Anniversary Geology Symposium. Konya 4-7 Octobre (2010). (Turkey).

9. Ferahtia J., Djarfour N, Baddari K. and El Adj S. Spike noise reduction from electrical resistivity data using Mamdani type fuzzy inference system. 5ème colloque Maghrébin de géophysique appliquée. Alger 12-14 Avril 2011. (Algeria).

10. Ferahtia J., Djarfour N. and Baddari K. Impulse noise reduction in 2D electrical resistivity imaging data based on fuzzy logic. 2011 International conference on communications, computing and control Applications (CCCA'11). Hammamet 03-05 Mars. (Tunisia)

11. Ferahtia J., Djarfour N. and Baddari K. Using fuzzy logic for filtering noisy geophysical data. International Conference on the Geology of the Arabian Plate and the Oman Mountains. Muscat 07-09 Janvier 2012. (Oman).

12. Ferahtia J., Djarfour N. and Baddari K. Fracture index evaluation using fuzzy logic-based technique. 8th international symposium of Statistics IGS2012 . Eskeçihir 11-13 Octobre 2012. (Turkey).

13. Ferahtia J., Djarfour N. and Farfour M. Permeability prediction from conventional well logs using fuzzy logic method. 6ème colloque maghrébin de géophysique appliquée, CMGA6. Meknès 03-05 Avril 2013 (Morocco).

14. Djarfour N., Ferahtia J. and Baddari K. Inversion of seismic data by generalized regression artificial neural network. 6ème colloque maghrébin de géophysique appliquée, CMGA6. Meknès 03-05 Avril 2013 (Morocco).

15. Ferahtia J., Djarfour  and Baddari K. Random seismic noise reduction using fuzzy based statistical filter. International conference on recent advances in pure and applied mathematics ICRAPAM2015 . Istanbul 03-06 Juin 2015. (Turkey).

National Conferences

1. Ferahtia J. and Djeddi M. Application des attributs sismique à la détection directe des hydrocarbures. 4ème congrès national de la physique et ses applications (CNPA’ 2000). Sidi Fredj 21-23 Novembre 2000 (Algeria).

2. Djarfour N., Baddari K., Ferahtia J. and Hamlaoui M. Tomogrpahic velocity images by artificial neural networks. 2ème symposium international des hydrocarbures et de la chimie. Ghardaîa Mars 21-23, 2004 (Algeria).

3. Ferahtia J., Djarfour N. and Hamaloui M. Introduction à l’utilisation des attributs sismiques pour la détection directe des hydrocarbures (Etude de cas au Sahara Algérien). 1ères Journées internationales sur l’exploration pétrolière en Afrique (1ères JIEPA). Sidi-Fredj 6-8 Juin 2005 (Algeria).

4. Ferahtia J., Djarfour N. and Baddari K. Enhancement of geophysical field data inversion via median filtering, application to 2D and 3D resistivity imaging. 7èmes journées Scientifiques et Techniques (JST7) SONATRACH. Oran 28-29 Novembre 2006 (Algeria).

5. Djarfour N., Aifa T., Baddari K., Mihoubi A. and Ferahtia J. Application of Elman artificial neural networks to filter seismic data. 2nd international symposium on hydrocarbons & chemistry. Ghardaîa Mars 21-23, 2008 (Algeria).

6. Bouchaoui Lyes, Zeffanine and Ferahtia Jalal. 8th International symposium on hydrocarbons and chemistry (ISHC8) Application of Ant Colony Optimization Algorithm to Vertical Resistivity Sounding Inversion 2019 (Algeria). http://ishc8.univ-boumerdes.dz/

7. Bouchaoui Lyes, Zefanine and Ferahtia J. 7ème Conférence Maghrébine de géophysique Appliquée (CMGA7) Inversion of vertical electrical sounding data using Ant Colony optimisation algorithm 2018.    https://www.craag.dz/cmga7/

8. Benbrouk Salahedine. 11ème Journées scientifiques et Techiniques (JST11) Identification de la lithologie par l'utilisation d'un système hybride neuro-flou 2018 (Oran, Algeria).

9. Bouchaoui  L. and Ferahtia J. Juin 2021.  Ant Optimization. JDD-2, FHC-UMBB

Book chapters

• 2014: Chapitre 5: "Application of radial basis function artificial neural networks in seismic data processing" extrait du livre : " Advances in data, methods, models and their applications in Oil/Gas exploration". Ed. Springer. 2014. pp 179-204.

http://www.sciencepublishinggroup.com/book/B-978-1-940366-20-3

• 2016: Chapitre 6: " Seismic spectral decomposition applications in seismic: a review and application" extrait du livre : " Oil and Gas Exploration: Methods and Application". Ed. Wiley. 2016. 294 pages.

http://eu.wiley.com/WileyCDA/WileyTitle/productCd-1119227429.html