Book chapter
1- Mohammed A. Ayoub(September 2016). ‘Chapter 3. GMDH Multilayered Algorithm in MATLAB” in GMDH Methodology and Implementation in MATLAB” by Godfrey Onwubolu. In press, published by London Press. ISBN: 978-1-78326-612-8 (hardcover) http://www.worldscientific.com/worldscibooks/10.1142/p982
Journal Papers
1- Abdolmohsen Shabib-Asl, Mohammed Abdalla Ayoub, Khaled Abdalla Elraies, Seyednooroldin Hosseini, and Hamed Hematpour,”Investigation into the Effects of Crude Oil on Foam Stability by using Different Low Salinity Water”, Indian Journal of Science and Technology, Vol. 9(35), September 2016
2- Moradi, B., Ayoub, M., & Awang, M, “Modification of Ramey’s model for carbon dioxide injection in the vicinity of critical point. Journal of CO2 Utilization, 16, 218-224”. (2016).
3- K. A. Elraies, Kalwar, S.A, Mohammed A. Ayoub and Hadi A. Belhaj“Experimental investigation of alkali-surfactant-polymer flooding for carbonate reservoirs”International Journal of Applied Engineering Research, Volume 10, Issue 11, 2015, Pages 28401-28410
4- Shabib-Asl Abdolmohsen, Mohammed A. Ayoub, and Ismail Bin Mohd Saaid,“Experimental Investigation into effects of Crude oil Acid and Base number on Wettability alteration by using different Low Salinity Water in Sandstone Rock”,Journal of the Japan Petroleum Institute. Vol. 58 No. 4 (July issue, 2015)http://doi.org/10.1627/jpi.58.228
5- Mohammed A. Ayoub, Shabib-Asl Abdolmohsen, AbdellahiZein, K.A. Elraies and I. Bin Mohd Saaid, “Recovery Optimization of an Oil Reservoir by Water Flooding under Different Scenarios; a Simulation Approach” Research Journal of Applied Sciences, Engineering and Technology10(4): 357-372, 2015.
6- Mohammed A. Ayoub and Ahmed Abdelhafeez Mohamed, “Estimating the Lengthy Missing Log Interval Using Group Method of Data Handling (GMDH) Technique”Journal of Applied Mechanics & Materials, Volume 695, (850-853). 2015
7- Shabib-Asl Abdolmohsen, M.A. Ayoub, A. F. Alta’ee, I. Bin Mohd Saaid and P. Paulo Jose Valentim, “Comprehensive Review of Foam Application during Foam Assisted Water Alternating Gas (FAWAG) Method”, Research Journal of Applied Sciences, Engineering and Technology 8(17): 1896-1904, 2014.
8- Abdolmohsen Shabib-Asl, Mohammed Abdalla Ayoub Mohammed, Massoud Kermanioryani, Pedro Paulo Jose Valentim, “Effects of Low Salinity Water Ion Composition on Wettability Alteration in Sandstone Reservoir Rock: A Laboratory Investigation”, Journal of Natural Sciences Research 4 (13), 34-41, (2014-Special issue).
9- Mohammed A. Ayoub and K. A. Elraies, “Development of a Universal Pressure Drop Model in Pipelines Using Group Method of Data Handling-Type Neural Networks Model”, Journal of Applied Sciences; 2014, Vol. 14 Issue 23, p3220 – 3227, DOI: 10.3923/jas.2014.3220.3227.
10-Musaab M. Ahmed and Mohammed A. Ayoub, “A Comprehensive Study on the Current Pressure Drop Calculation in Multiphase Vertical Wells; Current Trends and Future Prospective” Journal of Applied Sciences; 2014, Vol. 14 Issue 23, p3162 – 3171, DOI: 10.3923/jas.2014.3162.3171.
11-Mohammed A. Ayoub and Abdollah Esmaeili; “Multiple Hydraulic Fractured Vertical Wells in Gas Condensate Reservoirs. Platform Journal of Engineering, Science and Society Vol. 10(1), (January-June 2014). ISSN 1511-6794
12-Mohammed A. Ayoub and Abdollah Esmaeili; “Application of Artificial Neural Networks Technique for Estimating Permeability from Well Log Data. Platform Journal of Engineering, Science and Society Vol. 10(1), (January-June 2014). ISSN 1511-6794.
13-Mohammed A. Ayoub and Abdollah Esmaeili; “Local Thermal Effect on Vapor Extraction (VAPEX) Process for Heavy Oil Enhanced Recovery. Platform Journal of Engineering, Science and Society Vol. 9(2), (July-December 2013). ISSN 1511-6794.
14-Mohammed A. Ayoub, Abdollah Esmaeili, “Production Optimization of an Oil Reservoir”, Platform Journal of Engineering, Science and Society Vol. 9 Issue 1, pp. 27-35, (January – June 2013).ISSN 1511-6794.
15-Mohammed A. Ayoub, Abdollah Esmaeili, “Treating Produced Water from an Oil Reservoir for Re-Injection and Enhanced Oil Recovery”, Platform Journal of Engineering, Science and Society Vol. 9 Issue 1, pp. 43-52 (January – June 2013).ISSN 1511-6794.
16-Mohammed A. Ayoub, Birol M. Demiral, “Application of Resilient Back-Propagation Neural Networks for Generating a Universal Pressure Drop Model in Pipelines”, UofKEJ Vol. 1 Issue 2 pp. 9-21 (October 2011). Available online at http://ejournals.uofk.edu
Conference Papers
10.Mohammed A. Ayoub, K. A. Elraies,“Development of a Universal Pressure Drop Model in Pipelines Using Group Method of Data Handling-Type Neural Networks Model”, presented at IOGSE2013 (International Oil and Gas Conference 2013) held in Kota Kinabalu-Sabah, Malaysia, 9-11 October 2013.
11.Abdol mohsen Shabib-Asl, Mohammed A. Ayoub and Ali F. Alta’ee, “Application of Foam during Foam Assisted Water Alternating Gas (FAWAG) Process: A Review”, presented at IOGSE2013 (International Oil and Gas Conference 2013) held in Kota Kinabalu-Sabah, Malaysia, 9-11 October 2013.
12.Musaab Ahmed and Mohammed A. Ayoub, “A Comprehensive Study on the Current Pressure Drop Estimation Methods in Multiphase Vertical Wells; Current Trends and Future Prospective”, presented at IOGSE2013 (International Oil and Gas Conference 2013) held in Kota Kinabalu-Sabah, Malaysia, 9-11 October 2013.
13.Mohammed A Ayoub; “Optimization of Smart Water Injections in Sandstone Reservoirs using Different Injected Water Salinities for Enhanced Oil Recovery”., presented at SOGEX 2013, Miri Indoor Stadium, Miri, Sarawak.
14.Mohammed A. Ayoub., “Development of a Universal Artificial Neural Network Model for Pressure Loss Estimation in Pipeline Systems; A comparative Study” paper – Presented at the 1st ICIPEG (International Conference on Integrated Petroleum Engineering and Geosciences) held in Convention Center, Kula Lumpur, Malaysia, 15-17 June 2010.
15.Mohammed A. Ayoub.,“The Use of Artificial Neural Networks and Genetic Algorithms for Effectively Optimizing Production from Multiphase Flow Wells” paper, Presented at the 1st National Postgraduate Conference on Engineering Science and Technology, held in UTP, 31 March 2008.
16.Mohammed A. Ayoub., Raja. D. M., and Al-Marhoun M.A., “Evaluation of below bubble point viscosity correlations & Construction of a New Neural Network Model” SPE 108439 – Presented at the 2007 Asia Pacific Oil & Gas Conference and Exhibition held in Jakarta, Indonesia, 30 October-1 November 2007.
17 .Osman, E.A., Mohammed A. Ayoub., and Aggour, M.A., “Artificial Neural Network Model for Predicting Bottom-hole Flowing Pressure in Vertical Multiphase Flow” SPE 93632 – presented in the 14th MEOS and conference held in Bahrain International Exhibition Centre, Bahrain, 12-15 March 2005.
In pipelines’ journal papers
1- Mohd H. Farhan and Mohammed A. Ayoub., Prediction of Oil Bubble-Point Pressure, Pb and Oil Formation Volume Factor, Bo using Group Method of Data Handling (GMDH) approach and the effect of reducing correlating parameters; a comparative study.
2- Elhassan M. Abdallah and Mohammed A. Ayoub.,Experimental and Numerical Study of Wax Deposition in Crude oil.
3- Harun Ab Rahman and Mohammed A. Ayoub.,Modelling Viscosity Below Bubble Point Pressure Using Group Method of Data Handling (GMDH): A Comparative Study.
4- K. A. Elraies and Mohammed A. Ayoub., “Experimental Investigation of Surfactant Partitioning In Type III Microemulsion during Chemical EOR Process”
(Submitted to Journal of Petroleum Science and Engineering)
5- Moctar Bebaha and Mohammed A. Ayoub., “Estimation of solution gas oil ratio at reservoir pressure less than bubble point pressure using group method of data handling; a comprehensive assessment study” submitted to SPE Journal
6- Poh sieu and Mohammed A. Ayoub., Estimating the oil thermal compressibility above the bubble point pressure; a comparative approach.
7- Mohd Amierul Azhar and Mohammed A. Ayoub., Prediction of minimum miscibility pressure using group method of data handling; an empirical approach
8- Mohammed A. Ayoub and Ahmed A. Hafeez., Interpreting lengthy missing log intervals using Back-propagation Artificial Neural Network model; a case study. Submitted to Journal of the Japan Petroleum Institute.
9- Mohammed A. Ayoub., A new correlation to estimate the coefficient of isothermal oil compressibility at saturated reservoirs: a comparative study. (submitted to SPE Formation Evaluation Journal)
10-Ahmad A. Elhadi and Mohammed A. Ayoub., A new correlation for formation volume factors of oil and gas mixtures using group method of data handling: An empirical approach.
11-Ting C. Siong and Mohammed A. Ayoub., Optimization of well placement in a green field; A Simulation Approach.