{"id":165,"date":"2023-07-03T12:40:28","date_gmt":"2023-07-03T12:40:28","guid":{"rendered":"http:\/\/193.194.89.179\/wp_laromad\/?page_id=165"},"modified":"2025-06-01T21:13:00","modified_gmt":"2025-06-01T21:13:00","slug":"activites-de-recherche-2","status":"publish","type":"page","link":"https:\/\/laromad.usthb.dz\/index.php\/activites-de-recherche-2\/","title":{"rendered":"Activit\u00e9s de recherche"},"content":{"rendered":"\n

Th\u00e8ses de Doctorat Soutenues<\/h3>\n\n\n\n
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  1. BADAOUI Ilias\u00a0<\/strong>:\u00a0Bi-objective Stochastic Optimization over the EfficientSet of a Multi-Objective Stochastic Integer Linear Problem.\u00a027 Fevrier\u00a02025<\/strong>, Directeur de th\u00e8se :\u00a0MOULA\u00cf Mustapha\u00a0(USTHB, Alger) ;<\/em><\/em><\/li>\n\n\n\n
  2. BENCHEIKH Ali<\/strong>\u00a0: L\u2019optimisation sur l\u2019ensemble efficient d\u2019un probl\u00e8me multi-objectif quadratique.\u00a030 Janvier\u00a02025<\/strong>, Directeur de th\u00e8se :\u00a0MOULA\u00cf Mustapha\u00a0(USTHB, Alger) ;<\/em><\/li>\n\n\n\n
  3. FALI Fatima: Optimisation multi-objectif non lin\u00e9aire biniveaux.\u00a015 Octobre\u00a02022, Directeur de th\u00e8se :\u00a0MOULA\u00cf Mustapha\u00a0(USTHB, Alger) ;<\/li>\n\n\n\n
  4. MAACHOU Nacera : Une contribution \u00e0 la r\u00e9solution des probl\u00e8mes de programmation non lin\u00e9aire \u00e0 deux niveaux, 24 Mars 2022, Directeur de th\u00e8se : MOULA\u00cf Mustapha (USTHB, Alger) ;<\/li>\n\n\n\n
  5. CHAIBLAINE Yacine: Optimisation non lin\u00e9aire sur l\u2019ensemble efficient d\u2019un probl\u00e8me vectoriel non lin\u00e9aire, 17 F\u00e9vrier 2022, Directeur de th\u00e8se : MOULA\u00cf Mustapha (USTHB, Alger);<\/li>\n\n\n\n
  6. YOUNSI-ABBACI Leila : Optimisation sur l\u2019ensemble efficient d\u2019un probl\u00e8me multi-objectif objectifs stochastique discret, 02 D\u00e9cembre 2021, Directeur de th\u00e8se : MOULA\u00cf Mustapha (USTHB, Alger) ;<\/li>\n\n\n\n
  7. GHAZLI Kahina : Approche post-optimale d\u2019un probl\u00e8me multi-objectif, 18 Novembre 2021, Directeur de th\u00e8se : MOULA\u00cf Mustapha (USTHB, Alger) ;<\/li>\n\n\n\n
  8. CHERFAOUI Yasmine : Optimisation d’un programme “Lin\u00e9aire plus Lin\u00e9aire Fractionnaire” Discret \u00e0 Objectif Multiple, 03 d\u00e9cembre 2020, Directeur de th\u00e8se : MOULA\u00cf Mustapha (USTHB, Alger) ;<\/li>\n\n\n\n
  9. MEKHILEF Amal, Optimisation multi-objectif fractionnaire quadratique en nombres entiers, USTHB, Alger, 16 Janvier 2020, Directeur de th\u00e8se : MOULA\u00cf Mustapha (USTHB, Alger) ;<\/li>\n\n\n\n
  10. DRICI Wassila, L\u2019optimisation sur l\u2019ensemble efficient d\u2019un probl\u00e8me vectoriel non lin\u00e9aire, USTHB, Alger, 14 Septembre 2019, Directeur de th\u00e8se : MOULA\u00cf Mustapha (USTHB, Alger) ;    https:\/\/www.ccdz.cerist.dz\/admin\/notice.php?id=00000000000000701117000104&pub=1<\/a><\/li>\n\n\n\n
  11. BEZOUI Madani, Contribution de la programmation multiobjectif dans l\u2019optimisation des portefeuilles, Directeur de th\u00e8se MOULA\u00cf Mustapha (USTHB, Alger), 28 Septembre 2019 \u00e0 l\u2019USTHB, Alger ;  https:\/\/www.ccdz.cerist.dz\/admin\/notice.php?id=00000000000000954655000104&pub=1<\/a><\/li>\n\n\n\n
  12. AMROUCHE Salima : Optimisation Stochastique Multi-Objectif, USTHB, Alger, 04 Juin 2018, Directeur de th\u00e8se : MOULA\u00cf Mustapha (USTHB, Alger ; https:\/\/www.ccdz.cerist.dz\/admin\/notice.php?id=00000000000000903609000104<\/a><\/li>\n\n\n\n
  13. OUA\u00cfL Fatma Zohra : Optimisation Vectorielle discr\u00e8te en Avenir Certain, USTHB, Alger, 05 Mai 2018, Directeur de th\u00e8se : MOULA\u00cf Mustapha (USTHB, Alger), Co-Directeur CHERGUI Mohamed El-Amine (USTHB, Alger) ; https:\/\/www.ccdz.cerist.dz\/admin\/notice.php?id=00000000000000869527000104<\/a><\/li>\n\n\n\n
  14. ZERDANI Ouiza \u00e9pouse BOUARAB : L\u2019optimisation non lin\u00e9aire Multiobjectif, UMM-Tizi-Ouzou, 28 F\u00e9vrier 2013, Directeur de th\u00e8se : MOULA\u00cf Mustapha (USTHB, Alger ; https:\/\/www.ccdz.cerist.dz\/admin\/notice.php?id=00000000000000787126000632<\/a><\/li>\n<\/ol>\n<\/blockquote>\n\n\n\n

    Publications internationales<\/h3>\n\n\n\n
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    1. Kaouthar Berrachedi, Mustapha Moula\u00ef, Yacine Chaiblaine, Linear fractional optimization for integer indefinite quadratic fractional problem,\u00a0July 2025<\/strong>,\u00a0\u00a0https:\/\/doi.org\/10.3934\/jimo.2025087<\/a><\/em><\/li>\n\n\n\n
    2. Wassila Drici and Mustapha Moula\u00ef, Global optimization algorithm of a linear fractional multiplicative function over a Pareto-optimal set. Journal of Industrial and Management Optimization,\u00a0\u00a0May<\/strong>\u00a02025<\/strong>,\u00a0\u00a05<\/strong>, Volume 21, Issue 5: 3393-3413.\u00a0https:\/\/doi.org\/10.3934\/jimo.2025016<\/a><\/em><\/li>\n\n\n\n
    3. S Regaigui, M Bezoui, M Moula\u00ef, SM Qaisar,\u00a0A memetic method for solving portfolio optimization problem under cardinality, quantity, and pre-assignment constraints<\/em>. Applied Soft Computing, Volume 175,\u00a0May 2025,<\/strong>\u00a0 113058. \u00a0<\/em>https:\/\/doi.org\/10.1016\/j.asoc.2025.113058<\/a>\u00a0<\/em>\u00a0\u00a0\u00a0<\/em><\/li>\n\n\n\n
    4. Bencheikh Ali, Mustapha Moula\u00ef,. Linear fractional optimization over the efficient set of multi-objective integer quadratic problem, RAIRO- Oper. Res. Volume 58, Number 1, January-February\u00a02024<\/strong>. \u00a0https:\/\/doi.org\/10.1051\/ro\/2024003<\/a><\/em><\/li>\n\n\n\n
    5. Ilies Badaoui, Moula\u00ef Mustapha, Chaiblaine Yacine, Chaabane Djamal. “Biobjective integer stochastic optimization over the integer stochastic efficient set”, Pesquisa Operacional, 2024<\/strong>, Volume 44, e 278191.<\/em><\/li>\n\n\n\n
    6. Chaiblaine, Yacine, Moula\u00ef, Mustapha, Cherfaoui Yasmine\u00a0\u00a0Biobjective Linear Fractional Optimization over the Efficient Set of a Multiobjective Integer Linear Fractional Program, Southeast Asian Bulletin of Mathematics (2024<\/strong>) 48: 1\u201325.\u00a0<\/em><\/li>\n\n\n\n
    7. Bencheikh Ali, Mustapha Moula\u00ef, Ilias Badaoui. Bi-Objective Optimization over the Efficient Set of Multi-Objective Integer Quadratic Problem. Preprint Arxiv<\/strong>, 02 February 2024. <\/strong>https:\/\/arxiv.org\/abs\/2402.01310<\/a><\/li>\n\n\n\n
    8. Fatima Fali, Yasmine Cherfaoui, Mustapha Moula\u00ef. Solving integer indefinite quadratic bilevel programs with multiple objectives at the upper level. Journal of Applied Mathematics and Computing (2024<\/strong>).https:\/\/doi.org\/10.1007\/s12190-023-01968-3<\/a> .<\/li>\n\n\n\n
    9. \u00a0<\/em>Yacine\u00a0Chaiblaine\u00a0&\u00a0Mustapha\u00a0Moula\u00ef\u00a0(2024<\/strong>)\u00a0An exact method for solving the integer sum of linear ratios problem,\u00a0Optimization,\u00a073:2,\u00a0461-479\u00a0DOI:<\/em>\u00a0<\/em>10.1080\/02331934.2022.2112190<\/em><\/a>\u00a0. <\/em><\/li>\n\n\n\n
    10. Maachou, N., Moula\u00ef, M. Branch-and-Cut method for solving the integer linear multiplicative bilevel problem, Pesquisa Operacional (2024<\/strong>) 44: e278191 p.1-30.<\/li>\n\n\n\n
    11.  <\/em>Bencheikh Ali, Mustapha Moula\u00ef. Linear fractional optimization over the efficient set of multi-objective integer quadratic problem. RAIRO-Oper. Res., (2024<\/strong>)   Doi : https:\/\/doi.org\/10.1051\/ro\/2024003<\/a><\/li>\n\n\n\n
    12. Younsi-Abbaci L., Mustapha Moula\u00ef. Optimizing a linear fractional function with interval coefficients over an integer efficient set under chance constraints. Journal Computational Technologies, Volume 28, \u2116 2, p.72-88.  (2023<\/strong>). http:\/\/www.ict.nsc.ru\/jct\/annotation\/2127<\/a> .<\/li>\n\n\n\n
    13. Fatima Fali, Mustapha Moula\u00ef. Solving discrete linear fractional bilevel programs with multiple objectives at the upper level. Journal of Industrial and Management Optimization, 2023, Volume 19, Issue 4: 2639-2654<\/em>. Doi: 10.3934\/jimo.2022059<\/a><\/li>\n\n\n\n
    14. Maachou, N., Moula\u00ef, M. Branch and cut method for solving integer indefinite quadratic bilevel programs. Ann Oper Res 316, 197\u2013227 (2022). https:\/\/doi.org\/10.1007\/s10479-021-04387-4<\/a> <\/em><\/li>\n\n\n\n
    15. Chaiblaine, Y., Moula\u00ef, M.  An exact method for solving the integer sum of linear ratios problem . Optimization 16 August  2022. https:\/\/doi.org\/10.1080\/02331934.2022.2112190<\/a><\/li>\n\n\n\n
    16. Chaiblaine, Y., Moula\u00ef, M. An exact method for optimizing a quadratic function over the efficient set of multiobjective integer linear fractional program. Optim Lett 16, 1035\u20131049 (2022). https:\/\/doi.org\/10.1007\/s11590-021-01758-5<\/a><\/em><\/li>\n\n\n\n
    17. Leila Younsi-Abbaci<\/u><\/em> and Mustapha Moula\u00ef <\/u>Solving the multi-objective stochastic interval-valued linear fractional integer programming problem, Asian-European Journal of Mathematics, Vol. 15, No. 02, 2250022 (2022)<\/u> https:\/\/doi.org\/10.1142\/S179355712250022X<\/a><\/em><\/li>\n\n\n\n
    18. Younsi-Abbaci L., M. Moula\u00ef. Stochastic optimization over the pareto front by the augmented weighted tchebychev program. Journal Computational Technologies, volume 26, No. 3 (2021), DOI : 10.25743\/ICT.2021.26.3.006<\/a> .<\/em><\/li>\n\n\n\n
    19. Cherfaoui, Y., Moula\u00ef, M. Generating the efficient set of MultiObjective Integer Linear plus Linear Fractional Programming Problems. Ann Oper Res 296, 735\u2013753 (Janv 2021). https:\/\/link.springer.com\/article\/10.1007\/s10479-020-03581-0<\/a> <\/em><\/li>\n\n\n\n
    20. Yasmine Cherfaoui, Mustapha Moula\u00ef. Biobjective optimization over the efficient set of multiobjective integer programming problem. Journal of Industrial & Management Optimization, Janv 2021, 17 (1) : 117-131. http:\/\/dx.doi.org\/10.3934\/jimo.2019102<\/a><\/em><\/li>\n\n\n\n
    21. Mekhilef, A., Moula\u00ef, M. & Drici, W. Solving multi-objective integer indefinite quadratic fractional programs. Ann Oper Res 296, 821\u2013840 (Janv 2021). https:\/\/doi.org\/10.1007\/s10479-019-03178-2<\/a> <\/em><\/li>\n\n\n\n
    22. Ghazli, K., Gillis, N. & Moula\u00ef, M. Optimizing over the properly efficient set of convex multi-objective optimization problems. Ann Oper Res 295, 575\u2013604 (Dec 2020). https:\/\/doi.org\/10.1007\/s10479-020-03820-4<\/a><\/em><\/li>\n\n\n\n
    23. Mustapha Moula\u00ef and Amal Mekhilef, Quadratic optimization over a discrete pareto set of a multi-objective linear fractional program. Optimization, Taylor & Francis, (28 Feb  2020).   https:\/\/doi.org\/10.1080\/02331934.2020.1730834<\/a><\/em><\/li>\n\n\n\n
    24. Wassila Drici and Mustapha Moula\u00ef, An Exact Method for Solving Multi-objective Integer Indefinite Quadratic Programs, OPTIMIZATION METHOS AND SOFTWARE (Jan 2019). https:\/\/doi.org\/10.1080\/10556788.2018.1560443<\/a><\/em><\/li>\n\n\n\n
    25. Madani Bezoui, Mustapha Moula\u00ef, Ahc\u00e8ne Bounceur, Reinhardt Euler, An iterative method for solving a bi-objective constrained portfolio optimization problem, COMPUTATIONAL OPTIMIZATION AND APPLICATIONS (Mars 2019). https:\/\/doi.org\/10.1007\/s10589-018-0052-9<\/a><\/em><\/li>\n\n\n\n
    26. Mustapha Moula\u00ef and Wassila Drici, An indefinite quadratic optimization over an integer efficient set, OPTIMIZATION, Volume 67, Issue 8, 1143-1156, 02 April (2018). https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/02331934.2018.1456539<\/a><\/em><\/li>\n\n\n\n
    27. Madani Bezoui, Ahc\u00e8ne Bounceur, Reinhardt Euler, Mustapha Moula\u00ef, A new hybrid method to maximize the lifetime of coverage in IoT networks. ROADEF 2018, Feb 2018, Lorient, France. <http:\/\/roadef2018.labsticc.fr\/wp\/<\/a>> . <hal-01716649><\/em><\/li>\n\n\n\n
    28. Wassila Drici, Fatma Zohra Oua\u00efl and Mustapha Moula\u00ef, Optimizing a linear fractional function over the integer efficient set, ANNALS OF OPERATIONS RESEARCH, Springer, Volume 267, Issue 1-2, 135-151, August 2018. https:\/\/doi.org\/10.1007\/s10479-017-2691-0<\/a><\/em><\/li>\n\n\n\n
    29. Fatma Zohra Oua\u00efl, Mohamed E-A. Chergui and Mustapha Moula\u00ef, An Exact Method for Optimizing a Linear Function over an Integer efficient Set, WSEAS transactions on circuits and systems, Volume 16, 2017, pp. 141<\/em>–148.  http:\/\/www.wseas.org\/multimedia\/journals\/circuits\/2017\/a325801-416.php<\/a><\/em><\/li>\n\n\n\n
    30. Madani Bezoui, Ahc\u00e8ne Bounceur, Reinhardt Euler, Moula\u00ef Mustapha. A New Distributed Algorithm for Finding Dominating Sets in IoT Networks under Multiple Criteria. 12th International Conference on Multiple Objective Programming and Goal Programming (MOPGP 2017), Oct 2017, Metz, France. <\/em>\u3008hal-01570519\u3009<\/em><\/li>\n\n\n\n
    31. Madani Bezoui, Ahc\u00e8ne Bounceur, Reinhardt Euler, Moula\u00ef Mustapha, Youcef Djeddi. A game theory approach to solve linear bi-objective programming problems. 12th International Conference on Multiple Objective Programming and Goal Programming (MOPGP 2017), Oct 2017, Metz, France. <\/em>\u3008hal-01570520\u3009<\/em><\/li>\n\n\n\n
    32. Madani Bezoui, Ahc\u00e8ne Bounceur, Reinhardt Euler, Moula\u00ef Mustapha, Nissia Kaouane, et al.. A multi-criteria decision support tool for projet portfolio management of the Sonatrach oil upstream. 12th International Conference on Multiple Objective Programming and Goal Programming (MOPGP 2017), Oct 2017, Metz, France. <\/em>\u3008<\/em>http:\/\/mopgp.org\u3009<\/a>. <\/em>\u3008hal-01570521\u3009<\/em><\/li>\n\n\n\n
    33. Bezoui Madani, Moula\u00ef Mustapha, Ahc\u00e8ne Bounceur. An empirical study to find the optimal number of security in portfolio selection problem. International Conference on Multidimensional Finance, Insurance and Investment (ICMFII\u20192016), Jun 2016, Valence, Spain. <\/em>\u3008hal-01299626\u3009<\/em><\/li>\n\n\n\n
    34. Bezoui Madani, Moula\u00ef Mustapha, Ahc\u00e8ne Bounceur. Exact method for solving bi-objective cardinality constrained portfolio selection problem. 17\u00e8me Soci\u00e9t\u00e9 Fran\u00e7aise de Recherche Op\u00e9rationnelle et d\u2019Aide \u00e0 la D\u00e9cision (ROADEF) , Feb 2016, Compi\u00e8gne, France. <\/em>\u3008hal-01294143\u3009<\/em><\/li>\n\n\n\n
    35. Abdelhak Mezghiche, Mustapha Moula\u00ef and Lotfi Tadj, Model Predictive Control of a Forecasting Production System with Deteriorating Items, International Journal of Operations Research and Information Systems, 6(4), 19-36, October-December 2015, http:\/\/www.igi-global.com\/article\/model-predictive-control-of-a-forecasting-production-system-with-deteriorating-items\/133603<\/a><\/em><\/li>\n\n\n\n
    36. Nac\u00e9ra Maachou and Mustapha Moula\u00ef, Bilevel quadratic fractional\/quadratic problem, Modelling, Computation and Optimization in Information Systems and Management Sciences Volume 359 of the series Advances in Intelligent Systems and Computing pp 381-389, 2015. http:\/\/link.springer.com\/chapter\/10.1007%2F978-3-319-18161-5_32<\/a><\/em><\/li>\n\n\n\n
    37. Salima Amrouche and Mustapha Moula\u00ef, An exact method for solving Multi-Objective Stochastic Integer Linear Programming, Recent Advances on Applied Mathematics and Computational Methods in Engineering, 2015, Volume 05, 35-38, http:\/\/www.inase.org\/library\/2015\/barcelona\/bypaper\/AMCME\/AMCME-05.pdf<\/a><\/em><\/li>\n\n\n\n
    38. Abdelhak Mezghiche and Lotfi Tadj, Note on a Binomial Schedule for an MX\/G\/1 Queueing System with an Unreliable Server, ISRN Probability and Statistics, vol. 2013, Article ID 508045, 6 pages. http:\\dx.doi.org\/10.1155\/2013\/508045<\/em><\/li>\n\n\n\n
    39. Salima Amrouche and Mustapha Moula\u00ef, Multi-objective stochastic integer linear programming with fixed recourse, Int. J. of Multicriteria Decision Making, 2012 Vol.2, No.4, pp.355 – 378, http:\\dx.doi.org\/10.1504\/IJMCDM.2012.050677<\/em><\/li>\n\n\n\n
    40. Ouiza Zerdani and Mustapha Moula\u00ef, Optimization over an integer efficient set of a multiple objective linear fractional problem. App Mat Sci. 2011 ; 5\/50:2451\u20132466. http:\/\/www.m-hikari.com\/ams\/ams-2011\/ams-49-52-2011\/index.html<\/a><\/em><\/li>\n\n\n\n
    41. Chergui MEA, Moula\u00ef M. An exact method for a discrete multiobjective linear fractional optimization. J Appl Math Deci sci. 2008 ; vol.2008 : Article ID 760191, 12 pages. http:\/\/dx.doi.org\/10.1155\/2008\/760191<\/a><\/em><\/li>\n\n\n\n
    42. El-Amine Chergui M., Moula\u00ef M., Zohra Oua\u00efl F. (2008) Solving the Multiple Objective Integer Linear Programming Problem. In : Le Thi H.A., Bouvry P., Pham Dinh T. (eds) Modelling, Computation and Optimization in Information Systems and Management Sciences. Communications in Computer and Information Science, vol 14. Springer, Berlin, Heidelberg. https:\/\/doi.org\/10.1007\/978-3-540-87477-5_8<\/a><\/em><\/li>\n\n\n\n
    43. Maachou N., Moula\u00ef M. (2008) An Exact Method for a Discrete Quadratic Fractional Maximum Problem. In : Le Thi H.A., Bouvry P., Pham Dinh T. (eds) Modelling, Computation and Optimization in Information Systems and Management Sciences. Communications in Computer and Information Science, vol 14. Springer, Berlin, Heidelberg. https:\/\/doi.org\/10.1007\/978-3-540-87477-5_22<\/a><\/em><\/li>\n<\/ol>\n<\/blockquote>\n\n\n\n

      Livres<\/h3>\n\n\n\n
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      1. Abdelhak Mezghiche and Mustapha Moula\u00ef, Recueil des \u00e9preuves corrig\u00e9es de Math1 et Math2 2006-2016, Editions Houma, code 5\/382, ISBN 9961-65-522-1, Ann\u00e9e 2016, Nombre de Pages 504. https:\/\/www.editionshouma.com<\/a><\/li>\n\n\n\n
      2. Abdelhak Mezghiche and Mustapha Moula\u00ef, Exercices d\u2019Analyse 1\u00e8re Ann\u00e9e Licence, Editions Houma, code 5\/382, ISBN 9961-65-522-1, Nombre de Pages 447, https:\/\/www.editionshouma.com\/product\/misc\/exercices-danalyse-1ere-licence\/<\/a><\/li>\n<\/ol>\n<\/blockquote>\n\n\n\n

        Communications Internationales<\/h2>\n\n\n\n
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        1. Ghazli Kahina, Nicolas Gillis and Moula\u00ef Mustapha, A new approach for optimizing over the efficient set of convex multi-objective optimization problems, ROADEF, Le Havre, France February 19-21, 2019. https:\/\/roadef2019.univ-lehavre.fr\/programme\/<\/a><\/li>\n\n\n\n
        2. Maachou Nacera and Moulai Mustapha, Branch and cut method for solving integer indefinite quadratic bilevel, TORS\u201918) The Third Edition of the International Conference of the Tunisian Operational Research Society , Sousse – Tunisie, 7-8 et 9 avril 2018. https:\/\/tors2018.sciencesconf.org\/data\/pages\/Book_of_abstracts.pdf<\/a><\/li>\n\n\n\n
        3. Ghazli Kahina, Nicolas Gillis and Moula\u00ef Mustapha, On optimizing over the efficient set, IWOBIP\u201918, INRIA Lille-Nord Europe, France from Monday 18 to Friday 22, June 2018. https:\/\/iwobip2.sciencesconf.org\/data\/iwobip_abstract_booklet.pdf<\/a><\/li>\n\n\n\n
        4. Madani Bezoui, Ahc\u00e8ne Bounceur, Reinhardt Euler, Moulai Mustapha, A new hybrid method to maximize the lifetime of coverage in IoT networks., ROADEF 2018, Feb 2018, Lorient, France, http:\/\/roadef2018.labsticc.fr\/wp\/?page_id=23219<\/a><\/li>\n\n\n\n
        5. M Bezoui, A Bounceur, R Euler, Moulai Mustapha, N Kaouane, FZ Ferhati, A multi-criteria decision support tool for projet portfolio management of the Sonatrach oil upstream, 12th International Conference on Multiple Objective Programming and Goal Programming (MOPGP 2017), 30 to 31 October 2017 in Metz, France. http:\/\/mopgp.org\/<\/a><\/li>\n\n\n\n
        6. M Bezoui, A Bounceur, R Euler, Moulai Mustapha, Y Djeddi, A game theory approach to solve linear bi-objective programming problems, 12th International Conference on Multiple Objective Programming and Goal Programming (MOPGP 2017), 30 to 31 October 2017 in Metz, France. http:\/\/mopgp.org\/<\/a>.<\/li>\n\n\n\n
        7. Madani Bezoui, Ahc\u00e8ne Bounceur, Reinhardt Euler, Moula\u00ef Mustapha, A New Distributed Algorithm for Finding Dominating Sets in IoT Networks under Multiple Criterias, 12th International Conference on Multiple Objective Programming and Goal Programming (MOPGP 2017), 30 to 31 October 2017 in Metz, France. http:\/\/mopgp.org\/<\/a>.<\/li>\n\n\n\n
        8. Bezoui Madani, A Bounceur, R Euler, Moulai Mustapha, A Distributed Algorithm to Find Boundaries of Connected Components of a Euclidean Graph, 12\u00e8me Colloque du GDR SoC\/SiP, Bordeaux, France, 14-16 juin 2017.<\/li>\n\n\n\n
        9. Maachou Nac\u00e9ra and Mustapha Moula\u00ef, Branch and cut method for solving integer indefinite quadratic bilevel programs, International Symposium on Combinatorial Optimisation CO2016, University of Kent, Canterbury, UK, 1-3 September 2016.<\/li>\n\n\n\n
        10. Bezoui Madani and Mustapha Moulai, An empirical study to find the optimal number of security in portfolio selection problem, The International Conference on Multidimensional Finance, Insurance and Investment” (ICMFII\u20192016), Campus d\u2019Alcoi of the Universitat Polit\u00e8cnica de Val\u00e8ncia (Spain), June 26-29, 2016.<\/li>\n\n\n\n
        11. Amrouche Salima and Moulai Mustapha, Solving Bi-Objective Stochastic Integer Linear Optimization, International Symposium on Combinatorial Optimisation CO2016, University of Kent, Canterbury, UK, 1-3 September 2016.<\/li>\n\n\n\n
        12. Younsi-Abbaci Leila, Moulai Mustapha, Yalaoui Farouk and Hanein Faicel, Stochastic optimization over the integer efficient set of multiobjective transportation problem, 8th IFAC Conference on Manufacturing Modeling, management &Control (MIM 2016), Troyes, FRANCE 28-30 Juin 2016.<\/li>\n\n\n\n
        13. Maachou Nac\u00e9ra and Moulai Mustapha, Extreme Point Bilevel Quadratic Fractional-Quadratic Problem, 27th European Conference on Operational Research (IFORS\u20192015), Glasgow, UK, 12-15 Juillet 2015.<\/li>\n\n\n\n
        14. Nac\u00e9ra Maachou and Mustapha Moula\u00ef, Bilevel quadratic fractional\/quadratic problem , Modelling, Computation and Optimization in information Systems and Management Sciences MCO\u20192015 Metz (France) 11-13 Mai 2015.
          http:\/\/www.lita.univ-lorraine.fr\/iccsama2015\/MCO\/<\/a><\/li>\n\n\n\n
        15. Salima Amrouche and Mustapha Moulai, An exact method for solving Multi-Objective Stochastic Integer Linear Programming, The 2015 International Conference on Applied Mathematics and Computational Methods in Engineering, Barcelone, Espagne, du 07 au 09 Avril 2015.<\/li>\n\n\n\n
        16. Bezoui Madani and Moulai Mustapha, An iterative mixed integer program for bi-objective cardinality constrained portfolio selection, MCDM2015- 23rd International Conference on Multiple Criteria Decision Making, Hamburg, Germany August 2nd-7 2015.<\/li>\n\n\n\n
        17. Salima Amrouche and Mustapha Moula\u00ef, Solving Bi-objective Stochastic Integer Lineair Programs. 2nd International Conference on Computational and Experimental Science and Engineering, ICCESEN-2015, Kemer-Antalya Turquie, du 14 au 19 October 2015 http:\/\/2015.iccesen.org\/<\/a><\/li>\n\n\n\n
        18. Salima Amrouche and Mustapha Moula\u00ef, Multi-Objective Stochastique Integer Linear Programming, Solving Bi-objective Stochastic Integer Lineair Programs. USTHB, Alger du 20 au 22 Avril, 2015 Operational Research Practice in Africa”, ORPA 2015, USTHB du 20 au 23 avril 2015. https:\/\/orpa2015.sciencesconf.org\/<\/a><\/li>\n\n\n\n
        19. Salima Amrouche and Mustapha Moulai, Solving two stage stochastic integer linear programming with multiple objective, The 20th Triennial Conference of the International Federation of Operational Research Societies (IFORS 2014), Barcelona, Spain July 13 \u2013 18, 2014 http:\/\/ifors2014.org\/<\/a><\/li>\n\n\n\n
        20. Nac\u00e9ra Maachou and Mustapha Moula\u00ef, Integer bilevel quadratic fractional \/ quadratic programming problem, The 20th Triennial Conference of the International Federation of Operational Research Societies (IFORS), Barcelona, Spain July 13 \u2013 18, 2014 http:\/\/ifors2014.org\/<\/a><\/li>\n\n\n\n
        21. Fatma Zohra Oua\u00efl, Mohamed E-A Chergui and Mustapha Moula\u00ef, Optimizing over an Integer Efficient Set, Conf\u00e9rence Internationale sur l\u2019Intelligence Artificielle et les Technologies de l\u2019Information, IC2IT\u201914, Universit\u00e9 Kasdi Merbah, Ouargla, 10-12 mars 2014<\/li>\n\n\n\n
        22. Bezoui Madani and Moula\u00ef Mustapha, Communication in International Conference on Computational and Experimental Science and Engineering, under the title : Exact method for generate efficient solutions to constrained portfolio assets selection. 2014. Antalya, Turquie.<\/li>\n\n\n\n
        23. Leila Abbaci and Mustapha Moula\u00ef, Optimiser sur l\u2019ensemble Efficient d\u2019un probl\u00e8me lin\u00e9aire stochastique discret multi-objectif, (ROADEF2013) 14\u00e8me Congr\u00e8s de Recherche Op\u00e9rationnelle et d\u2019aide \u00e0 la d\u00e9cision, Toulouse University, France, February 13-15 2013 http:\/\/roadef2013.utt.fr\/<\/a><\/li>\n\n\n\n
        24. Abdelhak Mezghiche and Mustapha Moula\u00ef, Post optimal non linear method for a multi-objective Integer Linear problem. International Conference on Business Management 1 Information Systems, Dubai, November, 19-21 2013.<\/li>\n\n\n\n
        25. Salima Amrouche and Mustapha Moula\u00ef, The integer L-shaped method for multiple objective stochastic integer linear programs\u201d. ICSP2013, The 13th International Conference on Stochastic Programming, Bergamo, Italy, July 06-1 2013 ; http:\/\/dinamico2.unibg.it\/icsp2013\/<\/a><\/li>\n\n\n\n
        26. Nac\u00e9ra Maachou and Mustapha Moula\u00ef, Branch and Bound method for a Discrete Multiobjective Quadratic Fractional Problem\u201d. (ICALT\u20192013) International Conference On Advanced Logistics and Transport, Sousse, Tunisia, 29-31 Mai 2013<\/li>\n\n\n\n
        27. Nac\u00e9ra Maachou and Mustapha Moula\u00ef, Solving Quadratic Fractional \/ Quadratic Bilevel Problem. (EURO XXVI) The 26th European Conference on Operational Research, Roma, 1-4 Juillet 2013 http:\/\/ifors.org\/web\/26th-european-conference-on-operational-research-euro-xxvi\/<\/a><\/li>\n<\/ol>\n<\/blockquote>\n\n\n\n

          Communications Nationales<\/h3>\n\n\n\n
          \n
            \n
          1. Abdelhak Mezghiche and Mustapha Moula\u00ef, Optimization of a nonlinear function over an efficient set of a Multi-Objective Integer Fractional Problem, Journ\u00e9es graphes et optimisation JGO 2014, USTHB, Novembre 27-28 2014<\/li>\n\n\n\n
          2. Nac\u00e9ra Maachou and Mustapha Moula\u00ef, Solving a Discrete Multiobjective Quadratic Fractional Problem, Journ\u00e9es graphes et optimisation JGO 2014, USTHB, Novembre 27-28 2014<\/li>\n\n\n\n
          3. Amina Kherbache and Mustapha Moula\u00ef, Une approche de l\u2019algorithme g\u00e9n\u00e9tique pour l\u2019optimisation multi-objectif des r\u00e9seaux de la cha\u00eene logistique, Journ\u00e9es graphes et optimisation JGO 2014, USTHB, Novembre 27-28 2014<\/li>\n\n\n\n
          4. Fatma Zohra Oua\u00efl, Mohamed E-A Chergui and Mustapha Moula\u00ef, Optimizing over an Integer Efficient Set, Journ\u00e9es Scientifiques du Laboratoire RECITS, JSL\u201914, Alger 21-22 avril 2014<\/li>\n\n\n\n
          5. Mustapha Moula\u00ef, Programmation Lin\u00e9aire Stochastique Discr\u00e8te \u00e0 Objectif Multiple, Journ\u00e9es Doctorales du Laboratoire AMCD&RO, Alger 03-08 juin 2014<\/li>\n\n\n\n
          6. Madani Bezoui and Mustapha Moulai, Exact method for solving bi-objective cardinality constrained portfolio selection problem, Jdrom2015 – Journ\u00e9es Doctorales de Recherche Op\u00e9rationnelle et Management, USTHB 25-26 Novembre 2015.<\/li>\n\n\n\n
          7. Conf\u00e9rence intitul\u00e9e : “R\u00e9daction de m\u00e9moire de fin d\u2019\u00e9tudes avec LaTeX & Scientific Workplace”, Universit\u00e9 de Boumerdes, Facult\u00e9 des Sciences, Club Afak, (2015)<\/li>\n\n\n\n
          8. Conf\u00e9rence intitul\u00e9e “Initiation \u00e0 LaTeX”, Universit\u00e9 de Boumerdes, Facult\u00e9 des sciences, Club d\u2019Informatique de l\u2019Universit\u00e9 de Boumerdes, (2015).<\/li>\n\n\n\n
          9. Conf\u00e9rence intitul\u00e9e “Initiation \u00e0 LaTeX”, Universit\u00e9 de Boumerdes, Biblioth\u00e8que Centrale, (8 D\u00e9cembre 2015)<\/li>\n<\/ol>\n<\/blockquote>\n\n\n\n

            Projets de Recherche<\/h3>\n\n\n\n
            \n
              \n
            1. Optimisation Multi-Objectif et Math\u00e9matiques de la D\u00e9cision (OMEMAD), code : C00L03UN160420230002, PRFU en cours 2023-2026.<\/li>\n\n\n\n
            2. Optimisation Vectorielle et Math\u00e9matiques Appliqu\u00e9es de la D\u00e9cision (OVEMAD), code : C00L03UN160420190004, PRFU 2019-2022. Achev\u00e9<\/li>\n\n\n\n
            3. Optimisation Vectorielle et Math\u00e9matiques Appliqu\u00e9es de la D\u00e9cision (OVEMAD), code : E00220140055 C00L03UN16042014121, PRFU 2015-2018. Achev\u00e9<\/li>\n\n\n\n
            4. Optimisation Vectorielle, D\u00e9cision Hi\u00e9rarchique, Mesure de la performance et leurs Applications, code : B00220110045, CNEPRU achev\u00e9 2014.<\/li>\n\n\n\n
            5. Optimisation dans les R\u00e9seaux de Transport et de Distribution des hydrocarbure, CDER, code : 132 \/ 02 Mai 2011, achev\u00e9 2013.<\/li>\n\n\n\n
            6. D\u00e9cision Hi\u00e9rarchique, Optimisation Multi-Objectifs, Mesure de la perfomence et leurs Applications dans les secteurs \u00e9conomiques et industriels, code : B00220080019, CNEPRU achev\u00e9 2011.<\/li>\n\n\n\n
            7. D\u00e9cision Hi\u00e9rarchique, Optimisation Multi-Objectifs et Applications aux probl\u00e8mes \u00e9conomiques et industriels, code : B*1602\/50\/06, CNEPRU achev\u00e9 2008.<\/li>\n<\/ol>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

              Th\u00e8ses de Doctorat Soutenues Publications internationales Livres Communications Internationales Communications Nationales Projets de Recherche<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-165","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/laromad.usthb.dz\/index.php\/wp-json\/wp\/v2\/pages\/165","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/laromad.usthb.dz\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/laromad.usthb.dz\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/laromad.usthb.dz\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/laromad.usthb.dz\/index.php\/wp-json\/wp\/v2\/comments?post=165"}],"version-history":[{"count":5,"href":"https:\/\/laromad.usthb.dz\/index.php\/wp-json\/wp\/v2\/pages\/165\/revisions"}],"predecessor-version":[{"id":668,"href":"https:\/\/laromad.usthb.dz\/index.php\/wp-json\/wp\/v2\/pages\/165\/revisions\/668"}],"wp:attachment":[{"href":"https:\/\/laromad.usthb.dz\/index.php\/wp-json\/wp\/v2\/media?parent=165"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}