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Dr. Wali Khan Mashwani

13 March 2019

Associate Professor
PhD (UK)

Research Interest: Evolutionary Computation, Single and Multi-objective Evolutionary Optimization, MOEA/D, Neural Network, Game Theory, Numerical Analysis and Mathematical Programming.

Office Address:  Department of Mathematics,
Kohat University of Science & Technology (KUST),
Kohat, 26000, Khyber PakhtunKhwa (KPK),Pakistan.

https://orcid.org/0000-0002-5081-741X
E-mail: This email address is being protected from spambots. You need JavaScript enabled to view it.
Cell #: +923469335809 & 03329373607.
Office #: +9292252914648
Fax #: +92922554556.
WhatsApp: +923329373607

My Research in a Nutshell:

My main interest lies in the development of faster and more efficient multi-objective evolutionary algorithm (MOEA) for solving multi-objective optimisation problems. The goal of MOEA is to find the Pareto optimal solutions using the concepts of Pareto optimality.

Hybrid MOEAs are exhibiting substantially improved performance than standalone MOEAs on different test suite problems and real world problems. MOEA Based on Decomposition (MOEA/D) is a generic algorithm framework. It decomposes a MOPs at hand into a number of different single objective optimization and then uses evolutionary algorithm (EA) to optimize these sub-problems simultaneously.

I focus particular attention on developing Hybrid MOEA/D by using different techniques in its framework with adaptive manner. Algorithms of such type are currently under investigation. I have worked under the supervision of the Professor Qingfu Zhang, School of Computer Science and Electronic Engineering, University of Essex, Wivenhoe Park, Colchester, CO4 3SQ, UK. My subsidiary research interests include Evolutionary Computation, Single and Multi-objective Evolutionary Optimization, MOEA/D, Neural Network, Game Theory, Numerical Analysis and Mathematical Programming.

I have published 80 papers in SCI and ESCI, Scopus Journals and  different peer review conference proceedings and Book chapters. 

Academics Profile:

  • PhD from University of Essex, Department of Mathematical Sciences (DMS), Colchester, UK.
  • MSc ( Mathematics) from University of Peshawar,KPK , Pakistan

Honors/Research Grants

  1. Awarded PhD Scholarship by Higher Education Commission (HEC), Pakistan.
  2. HEC Approved Supervisor ID:30172
  3. Chief organizer: Two Days Workshop on’’ Soft Computing and its Practical Application’’ held at 25-26 October, 2016 Sponsored by HEC, Pakistan.
  4. Chief organizer: Two Days Workshop on’ ’Modelling, Simulation and Optimization’’ held at 25-26 March, 2017 Sponsored by HEC, Pakistan.
  5. Chief organizer: Two Days Conference titled’’ The Role of Mathematics in Solving Real-world Problems’’ 29-30 November, 2017 .Sponsored by HEC, Pakistan.
  6. Chief organizer: Two Days Conference on’’ Artificial Intelligence and its Applications’’ 24-25 April, 2018 .Sponsored by HEC, Pakistan.
  7. NRPU Project 5892, ’’Hybrid Evolutionary Algorithms Based on Decomposition for Multi-objective Optimization Problems’’ 2016-2017.
  8. The project, “Efficient Hybrid Meta-heuristic Algorithms for Solving Optimization Problems” under the research group “Hybrid Meta-heuristic Computing Research Group King Khalid University (KKU)” awarded by the Deanship of Scientific Research, KKU. 2017-2018.
  9. Project ID 1543:Hacettepe University Scientific Research Coordination Unit, 06800, Beytepe-Anakra, Turkey, 2017.
  10. HEC travel grant (Ref. No.298.122) for presentation of Research Paper titled: “Hybrid Differential Evolutionary Algorithms for Global Optimization Problems” in the “11th International Statistics Days Conference (11th ISDC)” held from 3-Oct-2018 to 03-07.10.2018 in Turkey.
  11. HEC GRANT TO ORGANIZE SEMINAR, CONFERENCE AND TRAINING WORKSHOP- NO.2743/SC/R&D/HEC/2018,“Two Days National Conference on Emerging Trends in Scientific Computing”,at Institute of Mathematical Sciences in Kohat University of Science and Technology, Kohat, held on 28-29.11.2018
  12. HEC Start-up Project No: 1985, Forecast Combination Methods for Ensemble Modelling (Co-PI) with Dr.Saima Hassan Institute of Computing, KUST, Pakistan.
  13. Award of Academic Research Grant No: 19/HEC/(R&D)PPCR-2017 under Pakistan Programme for Collaborative Research (PPCR0-HEC to Visit University of Essex, UK.

Responsibilities:

  • Director Institute of Numerical Sciences
  • Elected Member of Senate, KUST
  • Member of Departmental Graduate Committee, KUST, KPK, Pakistan.
  • Phil./PhD Students Advisors, Department of Mathematics, KUST.
  • Member of the Board of Studies for Mathematics, KUST
  • Ex-Member of the KUST Academic Council, KUST
  • Convener Departmental Discipline Committee, KUST
  • Ex-Staff Proctor, KUST
  • Ex-City Hostel Warden, KUST
  • Staff Hostel Warden, KUST
  • Member of Quality Enhancement Cell, KUST
  • Member of the Board of Studies for Mathematics, FATA University, FR Kohat
  • Subject Expert Member of the Selection Board of the FATA University, FR, Kohat.

 Technical/Editorial/ Committee Membership:

Research Interest:

Evolutionary Computation, Unconstrained single and Multi-objective Evolutionary Optimization, Hybrid Multi-objective Evolutionary Algorithm Based on Decomposition, Neural Network, Game Theory, Numerical Analysis and Mathematical Programming

Publications in SCI-Expanded  Journals

  1. Wali Khan Mashwani and Abedllah Salhi, ''A Decomposition Based Hybrid Multiobjective Evolutionary Algorithm with Dynamic Resources Allocation'', Applied Soft Computing, 12(9), 2765-2780 (2012), SCI-E (IF 3.541) https://www.sciencedirect.com/science/article/pii/S1568494612001822
  2. Wali Khan Mashwani and Abdellah Salhi,''Multi-objective Memetic Algorithm Based on Decomposition'' Journal of Applied & Soft Computing, No 21, PP:221-243, 2014. SCI-E (IF 3.541), https://doi.org/10.1016/j.asoc.2014.03.007
  3. Wali Khan Mashwani and Abdellah Salhi, '' Multiobjective Evolutionary Algorithm Based on Multimethod with Dynamic Resources Allocation Strategy'' Applied Soft Computing, Vol 39 PP: 292-309, 2016, SCI-E (IF 3.541)10.1016/j.asoc.2015.08.059
  4. Wali Khan Mashwani, AbdellahSalhi, OzgurYeniay, HazratHussian, MuhmmadAsif Jan, Hybrid non-dominated sorting genetic algorithm with adaptive operators selection, Applied Soft Computing 56, 1-18, 2017, SCI-E (IF 3.541) https://doi.org/10.1016/j.asoc.2017.01.056
  5. Wali Khan Mashwani, AbdellahSalhi, OzgurYeniay and R.A Khanum, Muhammad Asif Jan, Hybrid Adaptive Evolutionary Algorithm Based on Decomposition, Applied Soft Computing Volume 57, 363–378, https://doi.org/10.1016/j.asoc.2017.04.005 SCI-E (IF 3.541)
  6. Muhmmad Sulaiman, Abdella Salhi, Asfandyar Khan, Shakoor Muhammad and Wali Khan Mashwani, On the Theoretical Analysis of the Plant Propagation Algorithms, Mathematical Problems in Engineering, Volume 2018 (2018), Article ID 6357935, 10 pages,  SCI-E, (IF: 0.802, 2017), https://www.hindawi.com/journals/mpe/aip/6357935/
  7. Maharani Maharani, Abdellah Salhi, Wali Khan Mashwani, Ozgur Yeniay, Niken Larasat, Triyani,’ Solving Large Scale Systems of Linear Equations with a Stabilized Lanczos-Type Algorithms Running on a Cloud Computing Platform, Hacettepe Journal of Mathematics and Statistics, 47(6), PP:1730-1741,, 2018, Doi: 10.15672/HJMS.2018.561 SCI-E, (IF: 0.558, 2017) )http://dergipark.gov.tr/hujms/issue/41011/495663#author1003739
  8. Muhammad Asim, Wali Khan Mashwani, Ozgur Yeniay, Muhammad Asif Jan, Hazrat Hussian and Gai-Ge Wang, Hybrid Genetic Algorithms for Global Optimization Problems, Hacettepe Journal of Mathematics and Statistics, 47 (3) (2018), 539 – 551,  Doi:10.15672/HJMS.2017.47, SCI-E, (IF: 0.558, 2017) http://dergipark.gov.tr/hujms/issue/38121/439929
  9. Farhad Ali, Wali Khan Mashwani and Muhammad Asif Jan, Correction to the Conservation Laws in Plane Symmetric Gravitational Wave Like Spacetimes, Modern Physics Letters A (MPLA), 33, No. 21, 1850123 (2018), SCI-E, (IF: 1.338, 2017) https://www.worldscientific.com/doi/abs/10.1142/S0217732318501237
  10. Rashida Adeeb Khanum, Muhammad Asif Jan, Wali Khan Mashwani, Naseer MansoorTairan, Hidayat Ullah Khan and Habib Shah, On the hybridization of global and local search methods, Journal of Intelligent & Fuzzy Systems, vol. 35, no. 3, pp. 3451-3464, 2018, SCI-E (IF:1.426),  https://content.iospress.com/articles/journal-of-intelligent-and-fuzzy-systems/ifs17657
  11. Wali Khan Mashwani, Alamzaib, Ozgur Yeniay, Habib Shah, Naseer Mansoor Tairan and Muhammad Sulaiman, Hybrid Constrained Evolutionary Algorithm for Numerical Optimization Problems,  Hacettepe Journal of Mathematics and Statistics (HJMS), 49(3), 1-21, 2019,  DOI: 10.15672/HJMS.2018.625 JCR SCI-E (IF: 0.558, 2107) http://dergipark.gov.tr/hujms/page/5558
  12. Alamgir, Muhammad Ijaz, Kashif Ali, Muhammad Shafiq and Wali Khan Mashwani, Flexible Additive Weibull Distribution, Communications in Statistics-Theory and Methods, Taylor & Francis-Publisher, 1-17, accepted on 28th February, 2019, SCI-E ( IF: 0.558,  2017)
  13. RA Khanum, MA Jan, NM Tairan, WK Mashwani, M Sulaiman, HU Khan, ...
  14. M Sulaiman, Masihullah, Z Hussain, S Ahmad, WK Mashwani, MA Jan,  Implementation of improved grasshopper optimization algorithm to solve economic load dispatch problems Hacettepe Journal of Mathematics & Statistics 49 (1), 1-21, JCR SCI-E (IF: 0.558, 2017)

Publications in HEC Recognized Journals

  1. Muhammad Asim, Wali Khan Mashwani and M.A.Jan, Hybrid Genetic Firefly Algorithm for Global Optimization Problems, Sindh University Research Journal, 49(3), 899-906, 19th October, 2017 (HEC Recognized X category  Journal), http://sujo.usindh.edu.pk/index.php/SURJ/issue/view/170
  2. Muhammad Asim, Wali Khan Mashwani, Muhammad Asif Jan and Javed Ali,” Derivative Based Hybrid Genetic Algorithm: A Preliminary Experimental Results’’, Punjab University Journal of Mathematics, Vol. 49(2, (2017) pp. 89-99.(HEC Recognized X category Journal) http://pu.edu.pk/images/journal/maths/PDF/Paper-8_49_2_17.pdf
  3. Rashida Adeeb Khanum, Muhammad Asif Jan, Wali Khan Mashwani,Hidayat Ullah Khan, and Saima Hassan, RJADE/TA Integrated with Local Search for Continuous Nonlinear Optimization, Punjab Journal of Mathematics, (HEC Recognized  X category Journal).  51(4), PP: 37-49, http://pu.edu.pk/images/journal/maths/PDF/Paper-3_51_4_2019.pdf
  4. Farhad Ali, Muhammad Asif Jan, Wali Khan Mashwani, Rashida Adeeb Khanum and Hidayat Ullah Khan “The Physical Significance of Time Conformal Minkowski Space Time”, Mehran University Research Journal of Engineering & Technology’ (HEC Recognized “X” Category Journal [p-ISSN: 0254-7821, e-ISSN: 2413-7219])
  5. Hamza Wazir, Muhammad Asif Jan, Wali Khan Mashwani and Tayyaba Shah,‘’A Penalty Function Based Differential Evolution Algorithm for Constrained Optimization '',The Nucleus Journal, Vol 53, No. 1 (2016) 155-161 (HEC Recognized Y category Journal). http://www.thenucleuspak.org.pk/index.php/Nucleus/article/view/228
  6. Khug Alam, Wali Khan Mashwani and Muhammad Asim,’’Hybrid Biography Based Optimization Algorithm for Optimization Problems’’, Gomal University Journal of Research, Vol 33, issue1, pp:134-142, 2017, (HEC Recognized Y category Journal).http://www.gu.edu.pk/new/gujr/ONLINE_%20JUNE_%202017/13_Hybrid%20Biogeography%20Based%20Optimization%20Algorithm.pdf
  7. Wali Khan Mashwani, Abdel Salhi, Muhammad Asif Jan, R.A.Khanum and M.Sulaiman, '' Impact Analysis of Crossovers in Multi-objective Evolutionary Algorithm'' Int.(Lahore), 27(6), PP: 4943-4956 (2015).HEC Recognized Y category  Journal ) http://www.sci-int.com/pdf/636371892462386298.pdf
  8. Farhad Ali and Wali Khan Mashwani, Conformal MinkowskiSpacetime and the Cosmological Constant, Sci.Int.(Lahore),29(3),573-575, 2016, ISSN 1013-5316;CODEN: SINTE 8, (HECRecognized Y category Journal) http://www.sci-int.com/pdf/636324368950981855.pdf
  9. MuhammadSulaiman, AbedllahSalhi, Eric S Fraga, Wali Khan Mashwani and  M. M Rashidi, '' A Novel Plant  Propagation Algorithm: Modifications and  Implementation'' Int.(Lahore), 28(1), 201-209, 2016, HEC Recognized Y category Journal) http://www.sciint.com/pdf/4066579081%20a%20201209%20PPA%20Science%20international_Wali.pdf
  10. Islam Zari, R.A.Khanum, Muhammad Asif Jan and Wali Khan Mashwani ''Hybrid Nelder-Mead Algorithm for Nonlinear Numerical Optimization’’, Int.(Lahore), 28(1),153-159, 2016. Paper No:2323, (HEC Recognized Y category  Journal) http://www.sci-int.com/Search?catid=61
  11. A. Khanum, Islam Zari, M.A. Jan and Wali Khan. Mashwani,''Reproductive Nelder-Mead Algorithm for Unconstrained Optimization Problems'', Sci.Int.(Lahore), 28(1),153-159,2015,(HEC Recognized Y category  Journal) http://www.sci-int.com/Search?catid=61
  12. Asfandyar Khan, M Arif, M Shah, M Sulaiman and WaliKhanMashwani,'' ON DISTRIBUTIVE AG-GROUPOIDS''  Sci.Int.(Lahore) 28 (2), 899-903, 2016. . (HEC Recognized Y category Journal), http://www.sci-int.com/pdf/636324802139709200.pdf
  13. T. Shah, M. A. Jan, Wali Khan Mashwani, and H. Wazir, “Adaptive Differential Evolution for Constrained Optimization Problems'',Sci.Int.(Lahore), 28 (3), 2313-2320, 2016, Paper No:2677,(HEC Recognized Y category  Journal). http://www.sci-int.com/Search?catid=67
  14. Quanita Kiran, Akhter Minir Khan and Wali Khan Mashwani ''FIXED POINT THEOREMS FOR INTEGRAL TYPE CONTRACTION ON SPACES WITH TWO METRICS''Sci.Int.(Lahore),28(3),2411-2415, 2016, Paper No: 2693(HECRecognized Y category Journal). http://www.sci-int.com/Search?catid=67
  15. Maharani Maharani, Abdellah Salhi and Wali Khan Mashwani, ‘’Enhanced the Performance of Lanczos-type Algorithms by Restarting from the point generated by EIEMLA for the Solution of System of Linear Equations’’, '',Sci.Int.(Lahore), 28 (4), 3325-3335, 2016, (HEC Recognized Y category Journal). http://www.sci-int.com/pdf/15568640621%20a%201%203325%203335%20Maharani%20Maharani.pdf

Publications in Master List / SCI-Emerging Journals

  1. Rashida Adeeb Khanum, Nasser MansoorTairan, Muhammad Asif Jan and Wali Khan Mashwani,''Hybridization of Adaptive Differential Evolution with an Expensive Local Search Method'', Journal of Optimization, Volume 2016 (2016), Article ID 3260940, 14 pages. http://dx.doi.org/10.1155/2016/3260940
  2. Muhammad Asif Jan, R.A.Khanum, Nasser MansoorTairan, Wali Khan Mashwani, ’’Performance of a Constrained Version of MOEA/D on CTP-series Test Instances’’, International Journal of Advanced Computer Science and Applications, 7(6), 496-505, 2016. http://dx.doi.org/10.14569/IJACSA.2016.070665
  3. Maharani Maharani, AbdellahSalhi and Wali KhanMashwani,’’Lanczos-type Algorithms with Embedded Interpolation and Extrapolation Models for Solving Large Scale Systems of Linear Equations’’, International Journal of Computing Science and Mathematics http://www.inderscience.com/info/ingeneral/forthcoming.php?jcode=ijcsm
  4. Wali Khan Mashwani "Comprehensive Survey of Hybrid Evolutionary Algorithms" (2013) International Journal of Applied Evolutionary Computation (IJAEC), IGI Publisher, Vol: 4(2), pp:1-19. 4018/jaec.2013040101, https://www.igi-global.com/chapter/comprehensive-survey-of-the-hybrid-evolutionary-algorithms/124506
  5. Wali Khan Mashwani, ''Enhanced versions of Differential Evolution: State-of-the-art Survey'', International Journal Computing Sciences and Mathematics (IJCSM), 5(2), PP: 107-126, Inderscience Publishers, August, 2014. https://doi.org/10.1504/IJCSM.2014.064064
  6. Wali Khan Mashwani, ''Hybrid Multiobjective Evolutionary Algorithms: A Survey of the state-of-the-art'', International Journal of Computer Science Issue (IJCSI), Volume 8, Issue 6, No 3, PP:374-392 (2011).ISSN (Online):1694-0814
  7. Wali Khan Mashwani, Abdellah Salhi, M.A.Jan, R.A.Khanum and M.Sulaiman,'' Enhanced Version of Genetically Adaptive Multialgorithm for Multiobjective Optimization'', International Journal of Advanced Computer Science and Applications (IJACSA), 12(6), PP: 279-287, 2015. http://dx.doi.org/10.14569/IJACSA.2015.061237
  8. Wali Khan Mashwani, Abdellah Salhi, Muhammad Asif. Jan, Muhammad Sulaiman, R.A. Khanum and Abdul mohsen Algarni,''Evolutionary Algorithms Based on Decomposition and Indicator Functions: State-of-the-art Survey'', International Journal of Advanced Computer Science and Applications, 7(2), 583-593, 2016. http://dx.doi.org/10.14569/IJACSA.2016.070274
  9. A. Khanum, Nasser Tairan, M.A. Jan, Wali Khan Mashwani and A. Salhi,''Reflected Adaptive Differential Evolution with Two External Archives for Large-Scale Global Optimization'', International Journal of Advanced Computer Science and Applications, 7(2), 675-683, 2016.http://dx.doi.org/10.14569/IJACSA.2016.070284
  10. A. Jan, Nasser Mansoor Tairan, R.A. Khanum and  Wali Khan Mashwani ''A New Threshold Based Penalty Function Embedded MOEA/D'', International Journal of Advanced Computer Science and Applications, 7(2), 645-655, 2016. http://dx.doi.org/10.14569/IJACSA.2016.070282
  11. A. Jan, Nasser MansoorTairan, R.A. Khanum and Wali Khan Mashwani ''Threshold Based Penalty Functions for Constrained Multiobjective Optimization'', International Journal of Advanced Computer Science and Applications, 7(2), 656-667, 2016.http://dx.doi.org/10.14569/IJACSA.2016.070281
  12. Ayodele Lasisi, Nasser Tairan, Rozaida Ghazali, Wali Khan Mashwani , Sultan Qasem, Harish G R and Anuja Arora, Predicting Crude Oil Price Using Fuzzy Rough Set and Bio-Inspired Negative Selection Algorithm, Special Issue Submission: Bio Inspired and Soft Computing Methods for Solving Time Series Problems, 10(4), Article 2 accepted and in press, 2019.
  13. Muhmmad Fayaz, Habib Shah, Ali Muhmmad Aseere, Wali Khan Mashwani and Abdul Salam Shah, A Framework for Prediction of Household Energy Consumption Using Feed Forward Back Propagation Neural Network, Technologies MDPI 2019, 7(2), 30; https://doi.org/10.3390/technologies7020030 (registering DOI) - 1 April 2019 https://www.mdpi.com/journal/technologies

Book Chapters:

  1. WaliKhan Mashwani,MOEA/D with DE and PSO: MOEA/D-DE+PSO - Research and Development in Intelligent Systems XXVIII pp 217-221, Mr. Bramer and M. Petridis (eds.) Springer-Verlag London.https://link.springer.com/chapter/10.1007%2F978-1-4471-2318-7_16
  2. Wali Khan Mashwani: ''Hybrid Multiobjective Evolutionary Algorithm Based on Decomposition'', PhD Thesis 2012, University of Essex, Colchester, UK http://serlib0.essex.ac.uk/record=b1789326~S5
  3. Wali Khan Mashwani: "Comprehensive Survey of Hybrid Evolutionary Algorithms", Research Methods: Concepts, Methodologies, Tools, and Application, ISBN 1466674571, 9781466674578, IGI Global Publisher, Book Chapter 15: pp 322-343, 2015.https://books.google.com.tr/books?id=Pu2fBwAAQBAJ&pg=PA322&lpg=PA322&dq=Comprehensive+Survey+of+Hybrid+Evolutionary+Algorithms&source=bl&ots=PIMAirCwwz&sig=4OtfI6bCz—5 9AsloqHGyNQACc&hl=en&sa=X&ved=0ahUKEwiygqzCxbnWAhUGmBoKHQ_uB7kQ6AEIVjAH#v=onepage&q=Comprehensive%20Survey%20of%20Hybrid%20Evolutionary%20Algorithms&f=false
  4. Habib shah, Nasser Tairan, Rozaida Ghazali, Ozgur Yeniay and Wali Khan Mashwani, Hybrid Honey Bees Meta-Heuristic For Benchmark Data Classification, Exploring Critical Approaches of Evolutionary Computation, IGI GlobalISBN13: 9781522558323|ISBN10: 1522558322|EISBN13: 9781522558330|DOI: 10.4018/978-1-5225-5832-3:https://www.igi-global.com/book/exploring-critical-approaches-evolutionary-computation/193072 

Publication (Submited) in SCI-Expanded Journals:

  1. Alamgir, Salahuddin, Muhammad Shafiq and  Wali Khan Mashwani, New Tests of Outliers Detection in Sampling  Based on  Cauchy Distribution,  Communication in Statistics: Case Studies and Data Analysis (under review), 2019
  2. Farhad Ali and Wali Khan Mashwani, Dynamics of Particles in Time Conformal Reissner-Nordstrm Black Hole, Under review in the International Journal of Computational Methods,  (submitted), 2019.
  3. Hassan Javed, Muhammad Asif Jan, Wali Khan Mashwani, Rashida Adeeb Khanum, Hidayat Ullah khan and Saima Hassan, Embedding Ensemble of Constraint Handling Techniques into Self-adaptive Differential Evolutionary Algorithms, Punjab University Journal of Mathematics, HEC X Category Journal.
  4. Ayodele Lasisi, Habib Shah, Nasser Tairan, Rozaida Ghazali and Wali Khan Mashwani, An Efficient Cuckoo Search Detector Generation for Negative Selection Algorithm, Journal of  Information Science, 2018, (accepted and will online soon) JCR IF: 1.939 http://journals.sagepub.com/home/jis
  5. Nasser Mansoor Tairan, Habib Shah, Wali Khan Mashwani and Aliya Aleryani, Prediction of Crude Oil Prices: A New Hybrid Guided Best-So-Far Honey Bees Inspired Algorithm with Artificial Neural Networks, Communications in Statistics: Theory and Methods (under Review)
  6. Muhammad Shafiq, Muhamad Atif, Wali Khan Mashwani, Yuksel Akay Unvan and Atila GOKTAS, Parameter Estimation of Weibull and Exponential Distributions in case of Censored Fuzzy Life Time Data, Communications in Statistics: Theory and Methods (under Review).
  7. Abdus Saboor, Muhammad Aslam , Wali Khan Mashwani , Farrukh Jamal , Arslan Nasir and  Rana Muhammad Usman, Dynamic Bathtub Hazard Rate Functions Based Weibull distribution, Communications in Statistics: Theory and Methods (under Review).
  8. A.H. Farquad, Wali Khan Mashwani, Atilla Goktas, Habib. Shah, N.M. Tairan and Muhammad Sulaiman, Features Selection and Predictions Based on Soft Computing Techniques for Churn Prediction, Hacettepe Journal of Mathematics and Statistics, 2019 (under Review)

Publication in Conference Proceedings:

  1. Wali Khan Mashwani: Integration of NSGA-II and MOEA/D in Multimethod Search Approach, GECCO (Companion), Dublin, Ireland, PP: 75-76 (2011).doi>1145/2001858.2001903
  2. Wali Khan Mashwani: MOEA/D with DE+PSO: MOEA/D-DE+PSO, Research and Development in Intelligent System, XXVII, Springer, 2011, PP: 217-221.https://link.springer.com/chapter/10.1007%2F978-1-4471-2318-7_16
  3. Wali Khan Mashwani: A Multimethod Search Approach Based on Generation Level, 2011 Seventh International Conference on Natural Computation (ICNC), Shanghai, China, PP:23-27,(2011).DOI: 1109/ICNC.2011.6022052, http://ieeexplore.ieee.org/abstract/document/6022052/?reload=true&section=abstract
  4. Wali Khan Mashwaniand QingfuZhange,’’ MOEA/D-DRA with Two Crossover Operators’’, UK Workshop on Computational Intelligence (UKCI), PP:1-6, IEEE Explorer.1109/UKCI.2010.5625578
  5. Wali Khan Mashwani: Different Problems Suit Different Optimization Algorithms: The International Conference on Numerical Analysis and Optimization (ICeMATH 2011), Yogyakarta, Indonesia.
  6. Wali Khan Mashwani,’’Performance of AMALGAM over CEC'09 Test Instances, Third International Conference on Aerospace Science and Engineering (ICASE), 21-23 August, 2013, held at Institute of Space Technology, Islamabad, Pakistan.ICASE2013 : proceedings of the Third International Conference on ...
  7. Wali Khan Mashwani,’’Comparison of Evolutionary Algorithms over Multi-objective Optimization Problems, in Proceedings of International Conference on Modelling& Simulation (ICOMS), 25th-27th November, 2013, Air University, Pakistan, pp: 537-541.http://portals.au.edu.pk/icoms-2013/#.WUKM59xLfIU.
  8. Wali Khan Mashwani, ‘’Decomposition Based Hybrid Multi-objective Evolutionary Algorithm'', Published in the Proceeding of the 2nd Science One International Conference on Information Technology (ICIT 2014), UAE.
  9. Muhammad Asim, Wali Khan Mashwaniand M.Asif Jan,'' Derivative Based Hybrid Genetic Algorithm for Global Optimization ''2-Days Conference on Applied and Computational Mathematics,29-31 March, 2016,organized by Department of Mathematics COMSATS Institute of Information Technology, Islamabad, Pakistan.
  10. Wali Khan Mashwani, Muhammad Asif Jan, R.A. Khanum and AbdelSalhi, Performance Assessment of MOEAs on CEC’09 Test Instances: A preliminary Experimental Results, Proceedings of the  2nd International Conference on Computational and Social Sciences (ICCSS-14),Vol 3,PP:2266-2280 26-28th  August 2014 at Rize in Turkey, iccss 1 4 - Biofarmaka IPB
  11. Tayyaba Shah, MuhammdAsif Jan, Wali Khan Mashwaniand HamzaWazir '' Adaptive Penalty Based Differential Evolution Algorithms for Constrained Optimization Problems'', 2-Days Conference on Applied and Computational Mathematics,29-31 March, 2016,organized by Department of Mathematics COMSATS Institute of Information Technology, Islamabad, Pakistan.
  12. HamzaWazir, MuhammdAsif Jan, Wali Khan Mashwaniand Tayyaba Shah'' Static Penalty Based Differential Evolution Algorithms for Constrained Optimization Problems'', 2-Days Conference on Applied and Computational Mathematics,29-31 March, 2016,organized by Department of Mathematics COMSATS Institute of Information Technology, Islamabad, Pakistan.
  13. Muhammad Asad,Wali Khan Mashwaniand KhugAlam,``Enhanced Differential Evolutionary Algorithm for Global Optimization Problems’’ 3rd Conference on Sustainability in Process Industry (SPI 2016) 19-20th October, 2016. Conference Proceedings - UET Peshawar
  14. IshtiaqAhamd, Abdullah and Wali Khan Mashwani,`` Evolutionary Strategies Based on Multiple Crossover Operator for Global Optimization Problems’’ 3rd Conference on Sustainability in Process Industry (SPI 2016) 19-20th October, 2016. Conference Proceedings - UET Peshawar
  15. KhugAlam, Wali Khan Mashwaniand Muhammad Asad‘’Biogeography Based Algorithm for Optimization Problems: Preliminary Experimental Results’’ 3rd Conference on Sustainability in Process Industry (SPI 2016) 19-20th October, 2016. Conference Proceedings - UET Peshawar
  16. Abdullah,IshtiaqAhamand Wali Khan Mashwani,’’ Modified Strawberry Algorithm for Global Optimization Problems’’ 3rd Conference on Sustainability in Process Industry (SPI 2016) 19-20, October, 2016.Conference Proceedings - UET Peshawar
  17. Alamzaib and Wali Khan Mashwani, Hybrid Constrained Particle Swarm Optimization for Engineering Problems, 1st International Conference on Mathematics and Physics (ICMP) 2017,14-16, February, 2017.http://portals.au.edu.pk/icmap2017/aboutICMAP.aspx.
  18. MuhamadAsad and Wali Khan Mashwani, Ensemble Use of Mutation Strategies in Differential Evolution Algorithm for Engineering Problems, 3rd UMT International Conference on Pure and Applied Mathematics (3rd UICPAM-2017), March 1-3, 2017.http://cmap.umt.edu.pk/3rdUICPAM-2017/home.aspx.
  19. Habib Shah, Nasser Tairan, Wali Khan Mashwani, Abdulrahman Ahmad Al-Sewari, Muhammad Asif Janand Gran Badshah: Hybrid Global Crossover Bees Algorithm for Solving Boolean Function Classification Task. International Conference on Intelligent Computing ICIC (3) 2017: 467-478https://link.springer.com/chapter/10.1007/978-3-319-63315-2_41
  20. Wali Khan Mashwani, Hybrid Evolutionary Algorithms for Problems with Complicated Constrained Functions, 1st National Conference on Mathematical Sciences in Engineering Applications (NCMSEA-2018),18th -19th April , 2018, Department of Basic Sciences &Islamiat, University of  Engineering & Technology, Peshawar. http://121.52.147.78/modules/ncmsea/
  21. Wali Khan Mashwani, Hybrid Differential Evolutionary Algorithms for Global Optimization Problems,” in the “11th International Statistics Days Conference (11th ISDC)” held from 3-Oct-2018 to 03-07.10.2018 in Turkey, Abstract Book 294 pages.http://igs2018.mu.edu.tr/en/scientific-committee-2689

Invited/Guest Speaker:

  1. Third International Conference on Aerospace Science and Engineering, Institute of Space Technology (IST) Islamabad, Pakistan, 2013.
  2. Evolutionary Computation and its Different Paradigms and Applications, Department of Statistics, Hacettepe University, Ankara, Turkey, 16th September, 2017.
  3. Different Types of Metaheuristics and their Application, Department of Statistics, Hacettepe University, Ankara, Turkey, 19th September, 2017.
  4. Hybrid Metaheuristics for Engineering Optimization Problems, Department of Statistics, Hacettepe University, Ankara, Turkey, 28th September, 2017.
  5. Hybrid Evolutionary Algorithm for Global Optimization, Marmara University, Arts and Science Faculty Department of Statistics, Istanbul, Turkey, 29th September,2017 http://dosya.marmara.edu.tr/fef/ist/al_tay_2_Afi_.pd
  6. One Day Workshop’’ Data Analysis & Modelling for Forecasting’’ IIT, KUST, 12th October, 2017.
  7. Two-day national conference on "Mathematical Sciences in Engineering Applications"(NCMSEA-2018) on 18-19 April 2018, University of Engineering and Technology, Peshawar. http://121.52.147.78/modules/ncmsea/

Supervision:

HEC Approved Supervisor: http://www.hec.gov.pk/english/scholarshipsgrants/ASA/Pages/eportal-APS.aspx

Past M.Phil./PhD Students:

  1. Muhammad Asim, M.Phil. ( Fall 2013- Spring 2016)
  2. KhugAlam, M.Phil. ( Fall 2013- Spring 2016)
  3. Abdullah, M.Phil. ( Fall 2014- Spring 2016)
  4. Alam Zaib,M.Phil . ( Fall 2013- Fall 2016)
  5. Muhammad Assad M.Phil(Fall 2014- Spring 2017)
  6. Ishtiaq Ahmad M.Phil.(Fall 2014- Spring 2018)
  7. Hamza Wazir, M.Phil. ( Fall 2013- Spring 2016, As Co-supervisor)
  8. Tayyaba Tabbasum Shah, M.Phil. ( Fall 2013- Spring 2016, As Co-supervisor)
  9. Haniya Samad, M.Phil. (Fall 2014- Spring 2016, As Co-supervisor).
  10. Mr Sheraz Hussian (Fall 2014- Spring 2016, As Co-supervisor).
  11. Hassan Javed (M.Phil. As Co-supervisor)
  12. SaifUllah (M.Phil. As Co-supervisor)

Current M.Phil./PhD Students:

  1. TayyabaTabbasum Shah (Ph.D.)
  2. ShamilaBatool (Ph.D).
  3. Muhammad Asim (Ph.D.)
  4. HamzaWazir (Ph.D).
  5. RuqayyaHaider (M.Phil.)
  6. Fouzia Khan (M.Phil.)
  7. Sabir Nawaz Khattak (M.Phil.)
  8. Ihsan (M.Phil.)
  9. Syed NaumanAli Shah (M.Phil.)
  10. SherNabi(M.Phil.)
  11. Zia-U-Rehman(M.Phil.)
  12. Faiz-u-Rehman (M.Phil)
  13. Zainub Aurranzaib (M.Phil)

Past undergraduate Students:

  1. SadafUrooj,
  2. AbdulHaseeb
  3. Sabir Nawaz
  4. Amir Rahim Khattak
  5. AleenaKhattak
  6. ArsalanKhattak
  7. Muhammad Ismail
  8. Faisal Saeed
  9. ZainabAurangzaib,
  10. SabeelaShabab
  11. Danish Rasheed.
  12. NadiaParveen
  13. HazratUllah

Teaching at KUST: 2012 - to present

  • Evolutionary Computing
  • Programming in Matlab
  • Multi-objective Optimizations
  • Linear Programming
  • Combinatorial Optimization
  • Differential Equation
  • Differential Geometry (DG)
  • Complex Analysis
  • Numerical Analysis
  • Nonlinear Programming
  • Combinatorial Optimization
  • Unconstrained Optimization
  • Scientific Computing

Teaching at Essex University, UK: 2008 - 2011

During my Ph.D. I was involved in teaching these subjects.

  • Linear Algebra
  • Calculus
  • Statistics
  • Mapple
  • Matlab
  • Matematica

Teaching at KUST: 2003 - 2008

I was involved in teaching these subjects.

  • Numerical Analysis
  • Complex Analysis
  • Differential equation
  • Calculus
  • Linear Algebra
  • Measure theory
  • Discrete Mathematics
  • Number theory
  • Real Analysis
  • Differential Geometry

 

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