Team 2

Team manager: Pr. Leila ALLIOUANE

Topic of the research team:

Techniques de l'intelligence Artificielle appliquées à la caractérisation des réservoirs et aux sciences de la Terre

Membres de l'équipe:

1. Pr. OUADFEUL Sid Ali

2. Pr. AITOUCHE Moh-Amokrane

3. Dr. GUERBAI Yasmine

4. Dr. KETTEB Rachid

5. BENALIA Karim

6. ZEFFANINE Abdelhamid

7. SRIDI Abdelbassit

8. SAICH Boualem

9. DAHMANE Bah

10. CHERANA Amina

11. BRAHMI Ghanem

International publications

1- Yasmine Guerbai, Wissam Bouaraki, Asma Saibi, Manel Bida, and Ramzi Halimouche. Deep learning techniques for diabetic retinopathy classification: a focus on vgg16 and efficientnetb0. South Florida Journal of Development, volume 5, 2024.

2- Cherana, A., Aliouane, L., Doghmane, Z. A., Ouadfeul, S. and Nabawy, B. S. (2022). J. Afr. Earth Sci. https://doi.org/10.1016/j.jafrearsci.2022.104732

3- Aliouane L. (2022). Levenberg-Marquardt algorithm neural network for clay volume estimation from well-log data in an unconventional tight sand gas reservoir of Ahnet basin (Algerian Sahara). Bulletin of Geophysics and Oceanography, Vol. 63, n. 3, pp. 443-454. DOI 10.4430/bgo00391

4- Sridi A., Aliouane L., Doghmane Z. A., Ouadfeul S. and Boudella A. (2022). Porosity and permeability prediction in shaly Triassic reservoirs of Hassi R’mel Field (Algeria) from well log data by using fuzzy logic. Bulletin of Geophysics and Oceanography, accepted (inpress)

5- Ouadfeul, S., Aliouane, L., 2016, Total organic carbon estimation in shale-gas reservoirs using seismic genetic inversion with an example from the Barnett Shale, The Leading Edge , Vol. 35, No. 9, pp. 790-794. DOI: https://doi.org/10.1190/tle35090790.1

6- Ouadfeul, S., Aliouane, L, 2016, Multiscale analysis of gravity data using the 2D directional continuous wavelet transform with a case study from Hoggar shield, Arab Journal of Geosciences, 9: 258, doi: 10.1007/s12517-015-2187-7.

7- Ouadfeul, S., Tourtchine, V., Aliouane, L., 2016, Multifractal analysis of DEMETER satellite data using the wavelet transform modulus maxima lines, Arab Journal of Sciences and engineering, Volume 41, Issue 6, pp 2295–2303. DOI 10.1007/s13369-015-1938-9

8- Ouadfeul, S., Aliouane, L., 2015, Total Organic Carbon prediction in shale gas reservoirs form well logs data using the Multilayer Perceptron Neural network with Levenberg Marquardt training algorithm. Application to Barnett Shale, Arab Journal of Sciences and Engineering, doi 10.1007/s13369-015-1685-y.

9- Ouadfeul, S., Aliouane, L., 2015, Fractal Behavior of the Total Organic Carbon in Shale Gas Reservoirs with an Example from the Barnett Shale (USA), The Leading Edge Dec 2015, Vol. 34, No. 12, pp. 1494-1497. https://doi.org/10.1190/tle34121494.1

10- Ouadfeul, S., Aliouane, L. 2015, Structural boundaries delimitation from aeromagnetic data using the horizontal gradient and the continuous wavelet transform: a case study of In uzzal area, west of Hoggar, Algeria. Arab Journal of Sciences and engineering, Volume 8, Issue 8, pp 5317 https://doi.org/10.1007/s1251

11- Aliouane, L., Ouadfeul, S., 2014, Sweet Spots Discrimination in Shale Gas Reservoirs Using Seismic and Well-logs Data. A Case Study from the Worth Basin in the Barnett Shale. Energy Procedia, Volume 59, 2014, Pages 22-2. Elsevier

12- Aliouane, L., Ouadfeul, S., 2013, Heterogeneities analysis using the generalized fractal dimensions and the continuous wavelet transform. Application to the KTB boreholes, Arab Journal of Geosciences, N°8, Volume 7, pp 2959-2967, doi 10.1007/s12517-013-1027-x.

13- Ouadfeul, S., Aliouane, L. 2013, Random Seismic Noise Attenuation using the wavelet transforms, Arab journal of Geosciences, Doi 10.1007/s12517-013-1005-3.

14- Ouadfeul, S., Aliouane, L. 2013. Fractal dimensions and the continuous wavelet transform. Application to the KTB boreholes, Arab Journal of Geosciences, N°8, Volume 7, pp 2959-2967, doi 10.1007/s12517-013-1027-x.

15- Ouadfeul, S., Aliouane, L., 2013, Structural edge delimitation from gravity anomaly data using the directional continuous wavelet transform with an example from Basin and the Range province in the United States. The Leading Edge, December, pp1462-1467.

16- Ouadfeul, S., Aliouane, L., 2013, Random Seismic Noise Attenuation using the wavelet transforms, Arab journal of Geosciences, Doi 10.1007/s12517-013-1005-3.

17- Ouadfeul, S., Aliouane, L., 2013, Structural edge delimitation from gravity anomaly data using the directional continuous wavelet transform with an example from Basin and the Range province in the United States. The Leading Edge, December, pp1462-1467.

18- Ouadfeul, S., Aliouane, L., 2012, Multiscale analysis of noisy 3D GRR data using the directional continuous wavelet transform. IEEE XPLORE, doi:10.1109/ICGPR.2010.5550177.

19- Aliouane, L., Ouadfeul, S., Boudella, A., 2011, Fractal analysis based on the continuous wavelet transform and lithofacies classification from well-logs data using the self-organizing map neural network, Arabian Journal of geosciences, doi: 10.1007/s12517-011-0459-4

20- Ouadfeul, S and Aliouane., L, 2011, Fractal analysis revisited by the continuous wavelet transform of AVO seismic data, Arabian journal of geosciences, doi: 10.1007/s12517-011-0332-

21- Ouadfeul, S., Aliouane, L., 2011, Automatic lithofacies segmentation using the wavelet transform modulus maxima lines WTMM combined with the detrended fluctuations analysis DFA, Arab Journal of Geosciences, doi 10.1007/s12517-011-0383-7.

22- Aliouane, L ; Boudella. A; Ouadfeul. S; Djarfour. N et Ferahtia. J, 2010, Application des diagraphies de test pour la caractérisation des réservoirs dévoniens du champ de Tin Fouye Tanbenkort. Bassin d’Illizi-Algérie, 2009, Annales des Mines et de la Géologie, N°44, Edition du Service Géologique de Tunisie

23-Benalia Karim et al, 2025. A numerical method for solving boundary optimal control problem modeled by heat transfer equation, in the presence of a scale invariance property. Journal of Mathematical modeling, vol 13, N°1. Doi: 10.22124/jmm.2024.27197.2403

24-Benalia Karim, 2024. On the Controllability for the 1D-Heat Equation with Dirichlet Boundary condition, in the Presence of a Scale-Invariant Parameter. International Journal of Mathematics and Computer Science, 19(2024), no. 2, 315–318.

National publications 

1. Amina Cherana, Leila Aliouane, Naima Kecir and Sid-Ali Ouadfeul, 2021. Unconventional tight-sand reservoir characterization by geomechanical study from well logs data in illizi basin. Revue Sciences et Technologie des Hydrocarbures (E&P Sonatrach)N.2, pp12-18

2. Anissa Berdjane, Leila Aliouane et Amar Boudella, Dec.2020, La fracturation hydraulique et la fractures naturelles, cas d’étude : Réservoir ordovicien des bassins du sud ouest. Revue Sciences et Technologie des Hydrocarbures (E&P Sonatrach).

3. Ouadfeul S., Aliouane L., Sept. 2020, Sweets spots identification in unconventional shale gaz reservoir, Revue Sciences et Technologie des Hydrocarbures (E&P Sonatrach). N°2 Sept. 2020, pp24-29. https://sonatrach.com/wp-content/uploads/2020/10/1REVUE_DLAB-NUM2_2020_VER_FINALE.pdf

International communications

1. Aliouane, L., Ouadfeul, S., 2018, Automatic Lithofacies Classification From Well-Logs Data Using The Walsh Transform Combined With The Self-Organizing Map, EAGE ECMOR XVI, DOI: 10.3997/2214-4609.201802174.

2. Ouadfeul, S., Aliouane, L., 2018, Coherent Linear Noises Attenuation From 3D Seismic Data Using Artificial Neural Network: Application To Algerian Sahara, EAGE ECMOR XVI, Earth Doc, DOI: 10.3997/2214-4609.201802176 .

3. Ouadfeul, S., Aliouane, L., 2018, Total Organic Carbon Prediction In Barnett Shale Gas Reservoir Using The Multilayer Perceptron Neural Network, EAGE ECMOR XVI, Earth Doc, DOI: 10.3997/2214-4609.201802207.

4. Ouadfeul, S., Aliouane, L., 2018, Pre-drill Pore pressure estimation in shale gas reservoirs using seismic genetic inversion: Application to Barnett shale, Proceeding of 1st Conference of the Arabian Journal of Geosciences-Springer https://doi.org/10.1007/978-3-030-01656-2_37

5. Aliouane, L., Ouadfeul, S., 2018, Back propagation and Hidden weight optimization algorithms neural network for permeability estimation from well-logs data in shaly sandstone petroleum reservoirs. Application to Algerian Sahara, Proceeding of 1st Conference of the Arabian Journal of Geosciences , Springer. https://doi.org/10.1007/978-3-030-01578-7_6

6. Ouadfeul, S., Aliouane, L., 2017, Contribution of the Ground Penetrating radar data in civil engineering: A case study from Algeria, Proceeding of  International Conference on Engineering Geophysics, Al Ain, United Arab Emirates, SEG digital library,2017.https://doi.org/10.1190/iceg2017-028

7. Ouadfeul, S., Aliouane, L., 2017, Random noise attenuation from GPR data using the Radial Basis Function neural network, Proceeding of International Conference on Engineering Geophysics, Al Ain, United Arab Emirates, SEG digital library, https://doi.org/10.1190/iceg2017-024

8. Aliouane, L. Ouadfeul, S., Djarfour, N., Boudella, A., fevrier  2013, lithofacies prediction from well logs data using different neural network models, the international conference on pattern recognition: applications and methods, Barcelona, Spain

9.Aliouane L., Ouadfeul S., Boudella A., 2015, Pore Pressure prediction in shale gas reservoirs using neural network and fuzzy logic with an application to Barnett Shale, EGU2015 general Assembly, Vienna, Austria

10. Ouadfeul, S., Aliouane, L., 2015, Total Organic Carbon prediction in shale gas reservoirs using fuzzy logic,  EGU2015 general Assembly, Vienna, Austria.

11. Aliouane, L, Ouadfeul, Rabhi, A., Rouina, F., Benaissa, Z., and Boudella, A., Avril 2013, Automatic lithofacies segmentation from well-logs data. A comparative study between the Self-Organizing Map (SOM) and Walsh transform.. EGU201, Vienna- Austria.

12. Ouadfeul, S., Aliouane, L, avril 2013, Structural edges delimitation from geomagnetic data using the wavelet transfrom and the analytic signal, EGU2013, Vienna- Austria

13. Benaissa, Z., Benaissa, A., Ouadfeul, S., Aliouane, L, Avril 2013, On Seismic Ground Roll Filtering Using the Wavelet Transform and Neural Network, EGU2013, Vienna- Austria

14. Aliouane, L, Ouadfeul S. Boudella A, 26-28 decembre 2013, A Modified Hidden weight optimization algorithm based neural statistical model for hydrocarbon energy enhancement, ENTECH 13 , Yildiz technical university Istanbul, Turkey.

15. Aliouane, L, Ouadfeul S. Boudella A., 27 April-02 May 2014. Sweet spot discrimination in shale gas reservoirs using seismic and well-logs data. A case study from the Worth basin in the Barnett shale. EGU2014, Vienna- Austria

16. Ouadfeul S., Aliouane, L. 27 April-02 May 2014. Structural edge delimitation from gravity anomaly data using the directional continuous wavelet transform with an example from Basin and the Range province in the United States. EGU2014, Vienna- Austria

17. Aliouane, L, Ouadfeul S. Boudella A, accepted for 27-31 October 2014. 2D Ground penetrating radar data filtering using the Radial Basis Function. Reunion des Sciences de la Terre (RST2014), Pau- France

18. Aliouane L., Boudella A., 2008, Clay mineral identification of shaly reservoirs and their effect in reservoir parameters. Application to Berkine basin. 1st  conference astrophysics and geophysics (ACAG-1) Halwen, Egypt.

19. Aliouane L., Boudella A., Ouadeul S., Djarfour N.and Ferahtia J., 26-28 Mars 2009. Caractérisation des réservpoires Devoniens par les diagraphies de test MDT-RFT. 4ème Conférence Maghrebine de Géophysique Appliquée (CMGA-4), Hammamet, Tunisia.

20. Djarfour N., Baddari K., Ferahtia J. and Aliouane L. 26-28 Mars 2009. Seismic data inversion by Elman artificial neural network . 4ème Conférence Maghrebine de Géophysique Appliquée (CMGA-4), Hammamet, Tunisia.

21. Aliouane L., Boudella A., Ouadeul S., Djarfour N.and Ferahtia J., 11-12 Novembre 2009. Reservoir Characterization Using logging wireline formation testing tools. Application to Illizi basin. Reservoir Characterization Using logging wireline formation testing tools. Application to Illizi basin. 6th International Symposium of Geophysics ISG-6, Tanta universiry, Egypt.

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

23. Ouadfeul S, Aliouane , L.,  Juin 2010. 3D seismic AVO data established by the Wavelet Transform Modulus Maxima Lines to characterize reservoirs heterogeneities in the 2D domain ,  EAGE annual meeting and exhibition , Barcelona, Spain.

24. Aliouane , L., Ouadfeul , S. and Boudella A., 04-07 octobre 2010. Reservoir characterization by well logs data using the continuous wavelet transform combined with neural network. The 35 th Anniversary geology symposium, Konya , Turkey.

25. Ouadfeul S., Aliouane L., 04-07 octobre 2010. The 35 th Anniversary geology symposium, Konya , Turkey.

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

27. Aliouane L. and Boudella A. 2011, reservoir delineating fluids using artificial neural network EGU General Assembly, Vienna

28. Aliouane L. and Boudella A. 2011, Lithofacies prédiction using artificial neural network, EGU General Assembly, Vienna

29. Ouadfeul , S., Aliouane , L., 2010, Solar geomagnetic activity prediction using the fractal analysis and neural network, 2010 EGU General Assembly, Vienna.

30. L. Aliouane, S. Ouadfeul, N. Djarfour, and A. Boudella , 2012, A comparative study of some Artificial Neural Network models for lithofacies classification from well-logs data, EGU 2012

31. Eladj, S. Ouadfeul, L. Aliouane, and N. Djarfour, 2012, AVO Seismic data inversion using global simultaneous technique, EGU 2012.

32. S. Ouadfeul, L. Aliouane, M. Hamoudi, and A. Boudella, 2012, Lithofacies recognition from well-logs data using the Self-Organizing Map neural network. A case study from the Berkine basin (Algeria), EGU 2012

33. L. Aliouane, S. Ouadfeul, N. Djarfour, and A. Boudella, 2012, Reservoir characterization from well-logs data using neural network models, EGU 2012

34. S.-A. Ouadfeul, L. Aliouane, and M. Hamoudi, 2012, Multiscale analysis of noisy 3D GPR data using the Directional Continuous Wavelet transform (DCWT), EGU 2012.

35. S. Ouadfeul, L. Aliouane, and A. Boudella, 2012, Heterogeneities Analysis Using the Generalized Fractal Dimension and Continuous Wavelet Transform, EGU 2012.

36. S.-A. Ouadfeul, M. Hamoudi, L. Aliouane, and S. Eladj , 2012, Aeromagnetic data analysis using the 2D directional continuous wavelet transform (DCWT) EGU 2012.

37. Ouadfeul, S., Aliouane, L., 2012, Multiscale analysis of gravity data using the 2D directional continuous wavelet transform. SEG Istanbul.

38. Ouadfeul, S., Aliouane, L., 2012, Noise Effect Attenuation in the Wavelet Analysis of GPR Data, EAGE Workshop on  Remote Sensing, Paris,  2012

39. Ouadfeul, S., Aliouane, L, fevrier 2013, edges detection from aeromagnetic data using the wavelet transform, the international conference on pattern recognition: applications and methods, Barcelona, Spain

40. Aliouane, L, Ouadfeul, S., Djarfour, N., Boudella, A., fevrier 2013, lithofacies prediction from well logs data using different neural network models, the international conference on pattern recognition: applications and methods, Barcelona, Spain

41. Aliouane, L., Ouadfeul, S. and Boudella, A., 2019. Unconventional reservoir characterization: permeability prediction in Shale Gas reservoirs from well-logs data using Neural Network. Application to the Barnett shale (USA).2nd Conference of the Arabian Journal of Geosciences, 25-28 Nov.2019, Sousse-Tunisia

42. Cherana, A., Aliouane, L., Doghmane, M. and Ouadfeul, S., 2019.  Fuzzy clustering algorithm for Lithofacies classification of Ordovician unconventional Tight-sand reservoir from well-logs data (Algerian Sahara. 2nd  Conference of the Arabian Journal of Geosciences, 25-28 Nov.2019, Sousse-Tunisia

43.Seraidi, A., Aliouane, L. and Ouadfeul, S., 2019, Porosity and permeability prediction in Triassic reservoirs of HassiR’mel field (Algeria) from well-logs data using Fuzzy logic. 2nd Conference of the Arabian Journal of Geosciences, 25-28 Nov.2019, Sousse-Tunisia

44. Ouadfeul, S. and Aliouane, L., 2019, Shale volume estimation in unconventional Tight Sand reservoir from well-logs data using Neural Network enhanced by the spectral mineralogical neutron measurements with an application to Algerian Sahara. 2nd Conference of the Arabian Journal of Geosciences, 25-28 Nov.2019, Sousse-Tunisia

45. Aliouane, L., Ouadfeul, S. and Boudella, A., 2019, Sweet spots identification in unconventional shale gas reservoirs using seismic and well-logs data. Application to the Barnett shale (USA). 2nd International Seminar on Fossil, New and Renewable Energies (SIEFNR19).  Nov. 13-14, 2019, Boumerdès.

46. Cherana, A., Aliouane, L. Kecir, N. and Ouadfeul, S., 2019, Unconventional Tight-Sand Reservoir Characterization by Geomechanical study from Well logs data in Illizi basin.2nd International Seminar on Fossil, New and Renewable Energies (SIEFNR19). Nov. 13-14, 2019, Boumerdès.

47. Berdjane, A., Aliouane, L. and Boudella, A., 2019, La fracturation hydraulique et les fractures naturelles. Cas d'étude: Réservoir ordovicien du bassin de l’Ahnet. 2nd International Seminar on Fossil, New and Renewable Energies (SIEFNR19). Nov. 13-14, 2019, Boumerdès

48. Aliouane, L., Ouadfeul, S. and Boudella, A., 2019, Total Organic Carbone prediction in Shale Gas Reservoir from welllogs data using Multilayer Perceptron Neural Network 8th International Symposium on hydrocarbon and Chemistry (ISHC8), 08-10April, 2019, Boumerdès

49. Aliouane, L. and  Ouadfeul, S., 2019, Clay volume estimation in tight sand unconventional reservoirs from well-logs data using Hidden Weight Optimization algorithm neural network with an application to Algerian Sahara.8th International Symposium on hydrocarbon and Chemistry (ISHC8), 08-10April, 2019, Boumerdès

50. Cherana, A., Aliouane, L., Doghmane, M. and Ouadfeul, S., 2019, Lithofacies determination from well logs using Fuzzy Clustering Algorithm. 8th International Symposium on hydrocarbon and Chemistry (ISHC8), 08-10April, 2019, Boumerdès

51. Zekkour Ferhat L., Aliouane L., and Ouadfeul, S., 2019,  Porosity and Permeability prediction in Cambrian reservoirs of Hassi-Messaoud field from well-logs data using Radial Basis Function neural network. 8th International Symposium on hydrocarbon and Chemistry (ISHC8), 08-10April, 2019, Boumerdès

52. Seraidi, A., Aliouane, L., Ouadfeul, S. and Boudella, A., 2 019, Porosity and permeability prediction in Triassic reservoirs of Hassi R’mel field from well-logs data using Fuzzy logic.  8th International Symposium on hydrocarbon and Chemistry (ISHC8), 08-10April, 2019, Boumerdès

53. Berdjane, A., Aliouane, L. and Boudella, A., 2019, Petrophysical uncertainties of a compact unconventional Tight sand reservoir: Case study of the Ahnet Basin. 8th International Symposium on hydrocarbon and Chemistry (ISHC8), 08-10April, 2019, Boumerdès

54. Ouadfeul, S., Aliouane, L., 2019, Contribution of the seismic anisotropy in shale gas reservoirs exploration, a case study from the Barnett shale (USA). EAGE/ALNAFT Geosciences workshop. 28-30 jan.2019, Algiers

55. Leila Aliouane and Sid-Ali Ouadfeul, Artificial intelligence for clay volume estimation from well-logs data in unconventional tight sand gas reservoir of algerian sahara. International Oil and Gas Conference online Boumerdes, 14 /10/221 IOGC- www.iogc.com

56. Abdelbassit Sridi, Leila Aliouane and Sid-Ali Ouadfeul, 2021.Lithology Identification in Shaly Triassic Reservoirs of Hassi R’Mel Field (Algeria) From Well Log Data by Using Fuzzy Logic. SÉMINAIRE INTERNATIONAL SUR LES SCIENCES DE LA TERRE ET DE L’UNIVERS, online, 1 et 2 /05/2021, USTO, Oran

57. Abdelbassit Sridi, Leila Aliouane and Amar Boudella, 2021. Fuzzy logic for porosity prediction from well-logs data in Triassic Reservoirs of Hassi R’mel Field compared with MLR technique. SÉMINAIRE INTERNATIONAL SUR LES SCIENCES DE LA TERRE ET DE L’UNIVERS, online, 1 et 2 /05/ 2021, USTO, Oran.

58. Leila Aliouane, (2022), Theory-practice couple at the university and relationship with the socio-economic sector. Case of the hydrocarbon sector and the Algerian university. International congres, Teaching for the future Spain-Algeria, 9-10/04/2022 Algiers- Algeria

59. Ouadfeul S. and Aliouane L. (2022). Automatic faults tracking from seismic data using directional wavelet transform enhanced by machine learning. SEG Worshop, Application of machine learning and AI in geophysics, 10-13/05/2022, online

60. Yasmine Guerbai and Asma Saibi. Fire incendie detection: A comparative study of convolutional neural networks (cnn) and support vector machines (svm). In Proceedings of the 8th International Conference, 2024.

61. Wissam Bouaraki, Asma Saibi, Yasmine Guerbai, and Abdenour Hadid. Fake news detection using large language models and sentiment analysis. In Proceedings of the 2nd International Conference on Foundation and Large Language Models (FLLM2024), pages 26–29, Dubai, UAE, November 2024

National communications

1. Aliouane, L, Ouadfeul S. Djarfour, N. and Boudella A, 18-19 May 2014. Lithofacies prediction from well-logs data using supervised and unsupervised learning neural network models. 1ère conférence de la Société Algérienne de Géophysique (SAG). USTHB.

2. Ouadfeul S., Aliouane, L, 17-18 Mai 2014. Shale Gas reservoir characterization using neural network with an aplication to the Barnett shale. 1ère conférence de la SAG. USTHB.

3. Aliouane, L, Ouadfeul S. Djarfour, N. and Boudella A, 05-07 May 2014 Petrophysical parameters estimation from well-logs data using neural networks models. Application to Algerian Sahara. ISHC7, UMBB- Boumerdes.

4. Aliouane L., Boudella A., Mars 2006,  Localisation des contactes de fluides par les diagraphies conventionnelles et les outils de test dans le champs de Hassi-R'mel. 3nd International Symposium of Hydrocarbon and Chemestry (ISHC3) à Ghardaia

5. Aliouane L., Boudella A., Mars 2008, Identification des liants dans les réservoirs argilo-gréseux dans le bassin de Berkine. 4nd International Symposium of Hydrocarbon and Chemestry (ISHC4) à Ghardaia.

6. Aliouane L., Boudella A., 2008, Minéraux argileux dans les réservoirs TAGI du bassin de Berkine et leurs influence sur les paramètres pétrophysique de réservoir. Séminaire internatiinal de l'exploration et l'exploitation des Hydrocarbures, Zéralda.

7. Aliouane  L., Boudella, A. and Ouadfeul, S., 2011, Evaluation des paramètres petrophysiques des réservoirs non conventionnels, 5ème Conférence Maghrébine de Géophysique Appliquée, Alger Algeria.

8. Aliouane , L., Ouadfeul , S. and Boudella A, oct 2012, Lithofaciès clssification from well-logs data  using Kohonen map and Fractal analysis. 6th intenational Symposium on Hydrocarbon and Chemistry

9. Cherana, A., Aliouane, L., Doghmane, M. and Ouadfeul, S., 2019. Lithofacies classification of Ordovician unconventional Tight-sand reservoir of Illizi basin from well-logs data using Fuzzy clustering algorithm. 1ère Journnée des doctorants ( JDD1),1er Dec. 2019, UMBB-Boumerdes

10. Aliouane Leila, Fevr. 2020. Journée  sur la DATA. Benaknoune-Alger

11. Cherana A. and Aliouane L. Juin 2021 Porosity prediction from well-logs data using a Neuro-Fuzzy System. JDD-2, FHC-UMBB

Books

1. Moh Amokrane AITOUCHE & Mabrouk DJEDDI. l'Analyse temps-fréquence des signaux non-stationnaires (OPU 1993)

2. Leila Aliouane, Sid-Ali Ouadfeul et Amar Boudella, 2019, Caractérisation de Réservoir par Réseaux de Neurones Artificiels : Estimation des paramètres pétrophysiques. Application . Editions universitaires européennes.ISBN : 978-613-8-46510-2

3. Leila Aliouane, Sid-Ali Ouadfeul et Amar Boudella, 2017, Caractérisation de Réservoir par l'Analyse Neuronale et Fractale: Classification du lithofaciès par les Réseaux de Neurones Artificiels combinés à l'analyse fractale. Editions universitaires européennes. ISBN : 978-3-639-62148-8

4. Leila Aliouane et Amar Boudella, 2011: Effet des liants sur les paramètres petrophysiques de réservoir. Application au Trias argilo-gréseux du bassin de Berkine. Editions universitaires européennes. ISBN-10: 6131590664, ISBN-13: 978-6131590665

5. Leila Aliouane, Sid-Ali Ouadfeul and Amar Boudella, November 2012. Well-Logs Data Processing Using the Fractal Analysis and Neural Network. In the book "Fractal Analysis and Chaos in Geosciences" edited by Sid-Ali Ouadfeul, INTECH OPEN, ISBN 978-953-51-0729-3.

6. Sid-Ali Ouadfeul, Leila Aliouane, Mohamed Hamoudi, Amar Boudella and Said Eladj, March 2012. 1D Wavelet Transform and Geosciences. In the book "Wavelet Transforms and Their Recent Applications in Biology and Geoscience" edited by Dumitru Baleanu, INTECH OPEN, ISBN 978-953-51-0212-0.

 7. Leila Aliouane , Sid-Ali Ouadfeul et Amar Boudella, Caractérisation de Réservoir par l'Analyse Neuronale et Fractale: Classification du lithofaciès par les Réseaux de Neurones Artificiels combinés à l'analyse fractale..Editions Universitaires Européennes

 8. Moh Amokrane AITOUCHE. Filtrage Analogique - Numérique Cours et Exercices résolus (Editoin Dar-El-Djaziria 2012) .

 9. Ouadfeul S. and Aliouane L. Editors 2020. Oil and Gas wells. InTech Open. Online ISBN 978-1-78984-631-7

 10. Leila Aliouane, Sid-Ali Ouadfeul et Amar Boudella, 2019, Caractérisation de Réservoir par Réseaux de Neurones Artificiels : Estimation des paramètres pétrophysiques. Application . Editions universitaires européennes. ISBN : 978-613-8-46510-2

 11. Moh Amokrane AITOUCHE, 2021 . Analyse de Fourier, Equations différentielles ordinaires et aux dérivées partielles. Cours et exercices corrigés sous Matlab et Maple. Edition El Djazairia.

Book chapters

• 2022. Fuzzy Clustering Algorithm for Lithofacies Classification of Ordovician Unconventional Tight Sand Reservoir from Well-Logs Data (Algerian Sahara). Advances in Geophysics, Tectonic and Petroleum Geosciences.

• 2022: : "Signal Analysis. In: Daya Sagar B., Cheng Q., McKinley J., Agterberg F. (eds) Encyclopedia of Mathematical Geosciences. Encyclopedia of Earth Sciences Series. Springer, Cham. https://doi.org/10.1007/978-3-030-26050-7_289-1

• 2022: Ouadfeul, SA., Aliouane, L. . Hurst Exponent. In: Daya Sagar, B.S., Cheng, Q., McKinley, J., Agterberg, F. (eds) Encyclopedia of Mathematical Geosciences. Encyclopedia of Earth Sciences Series. Springer, Cham. https://doi.org/10.1007/978-3-030-26050-7_154-1

• 2022: Ouadfeul, SA., Aliouane, L., Doghmane, M.Z. Self-Organizing Maps. In: Daya Sagar, B.S., Cheng, Q., McKinley, J., Agterberg, F. (eds) Encyclopedia of Mathematical Geosciences. Encyclopedia of Earth Sciences Series. Springer, Cham. https://doi.org/10.1007/978-3-030-26050-7_417-1

• 2022: Ouadfeul, SA., Aliouane, L. (2022). Wave-Number Filtering. In: Daya Sagar, B.S., Cheng, Q., McKinley, J., Agterberg, F. (eds) Encyclopedia of Mathematical Geosciences. Encyclopedia of Earth Sciences Series. Springer, Cham. https://doi.org/10.1007/978-3-030-26050-7_349-1

• 2022: Doghmane M.Z., Ouadfeul SA., Aliouane L. (2022) Signal Analysis. In: Daya Sagar B., Cheng Q., McKinley J., Agterberg F. (eds) Encyclopedia of Mathematical Geosciences. Encyclopedia of Earth Sciences Series. Springer, Cham. https://doi.org/10.1007/978-3-030-26050-7_289-1

• 2022: Sid-Ali Ouadfeul, Aliouane Leila (2022). Unconventional hydrocarbon resources: Prediction and modeling using artificial intelligence approaches. Wiley. ISBN: 978-1-119-38938-5