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Dr Wali Khan Mashwani
Dr Wali Khan Mashwani
Institute of Numerical Sciences, Kohat University of Science & Technology (KUST), Kohat, 26000, Khy, Kohat
Regular Member
Personal Web Site:
Main page: http://www.mirlabs.net/global/index.php?c=main&a=person&id=2068
Short Biography

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 MOPs at hand into a number of different single objective optimization and then uses an 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 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. 

Honours/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. Chief Organizer: HEC-Grant 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
  8. Chief Organizer: International Conference on Mathematical Sciences held on 24-25 August 2019 in Collaboration with Shaheed Benazir Bhutto University  Sheringal Upper Dir.
  9. NRPU Project 5892, ’Hybrid Evolutionary Algorithms Based on Decomposition for Multi-objective Optimization Problems’’ 27-12-2017 to 28-12-2019 (Completed)
  10. Research Project number R.G.P.2/7/38 entitled “Efficient Hybrid Metaheuristic Algorithms for Solving Optimization Problems” funded by the Deanship of Scientific Research, King Khalid University, Abha, KSA. The project cost is 80, 000 Saudi Riyals (29/05/2017 to 30/05/2019)
  11. Project ID 1543: Hacettepe University Scientific Research Coordination Unit, 06800, Beytepe-Ankara, Turkey, 2017 of worth 9735.00 Turkish Lira (Completed).
  12. HEC Travel grant (Ref. No.298.122) for the 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.
  13. HEC Start-up Project No: 1985, Forecast Combination Methods for Ensemble Modelling, Pakistan as a Co-PI with Dr Saima Hassan  Institute of Computing, KUST  (Completed).
  14. Academic Research Grant No: 19/HEC/(R&D) PPCR-2017 under Pakistan Programm for Collaborative Research, HEC, Pakistan

Responsibilities:

  1. Director Institute of Numerical Sciences, KUST
  2. Convener Departmental Graduate Committee, KUST, KPK, Pakistan
  3. Convener the Board of Studies of Institute of Numerical Sciences, KUST
  4. Convener Departmental Graduate Committee, KUST
  5. Member of Academic Council, KUST
  6. Member Board of Faculty of Physical and Numerical Sciences, KUST
  7. Member of Departmental Graduate Committee, KUST, KPK, Pakistan.
  8. Member of ASRB Committee, KUST 
  9. M.Phil/PhD Students Advisors, Department of Mathematics, KUST.
  10. Member of the Board of Studies for Mathematics, KUST
  11. Ex-Member of the KUST Academic Council, KUST
  12. Convener Departmental Discipline Committee, KUST
  13. Ex-Staff Proctor, KUST
  14. Ex-Elected Member of Senate, KUST
  15. Ex-City Hostel Warden, KUST
  16. Staff Hostel Warden, KUST
  17. Member of Quality Enhancement Cell, KUST
  18. Member of the Board of Studies for Mathematics, FATA University, FR Kohat
  19. Subject Expert Member of the Selection Board of the FATA University, FR, Kohat.
  20. /PhD Students Advisors, Department of Mathematics, KUST
  21. Chief Organizer of the KUST Culture Event 6-7 March 2018 
  22. Member of Board of Studies, University of Peshawar

 Technical/Editorial/ Committee Membership:

  1. Technical Committee Member of the International Conference on Information Technology (ICIT 2014) UAE, Dubai.
  2. IEEE member
  3. Regular Member of the Machine Intelligent Research (MIR Lab), Auburn Washington, USA.
  4. Member of Scientific and Technical Committee & Editorial Review Board on Engineering and Physical Sciences.
  5. Honorary Member of the International Journal of Computer Communication & Collaboration.
  6. Review Member of the Journal of High Performance and Applications
  7. Member of the Asian Council of Science Editors
  8. Member of the Program Committee Evolutionary Computation Theory and Application ( ECTA)
  9. Member of the Algorithms Journal, Klybeckstrasse 64, 4057 Basel, Switzerland
  10. International Journal of Advanced Computer Science and Application
  11. Member of SAI Computing Conference
  12. Editorial Member of Science International Journal
  13. International Journal of Advanced Computer Science and Application
  14. SAI Computing Conference
  15. Committee Portrait - ISCSIC 2017
  16. Editorial Team-Independent Journal of Management & Production
  17. International Journal of Applied Evolutionary Computation (IJAEC)
  18. Sindh University Research Journal, Pakistan.
  19. The Nucleus Journal, Pakistan.
  20. Mathematics MDPI Journal
  21. International Symposium on Computer Science and Intelligent Controls (ISCSIC 2017 http://www.iscsic.org/)
  22. Managing Editor of the International Journal Matrix Science Mathematics
  23. IEEE Transactions on Industrial Informatics
  24. IEEE Transactions on Cybernetics
  25. Committee Portrait - ISCSIC 2017
  26. Neural Computing and Applications.
  27. IAJIT Technical Committee member 
  28. Member of the International Scientific Committee: Bodrum/Turkeyhttp://igs2018.mu.edu.tr/en/scientific-committee-2689
  29. Editorial Board - Science Research Associationhttp://www.scirea.org/editorialboard
  30. Editorial board member of the Information Engineering and Applied Computing 
  31. International Journal of Swarm Intelligence Research https://www.igi-global.com/calls-for-papers-special/international-journal-swarm-intelligence-research/1149
  32. Communications in Statistics - Theory and Methods
  33. Communications In Statistics - Case Studies and Data Analysis
  34. The Journal of Supercomputing - Springer
  35. IEEE ACCESS
  36. Applied Economics, https://www.tandfonline.com/loi/raec20
  37. Journal of Applied Statistics
  38. Thermal Sciences

Research Interest: 

Evolutionary Computation, Single and Multi-objective Evolutionary Optimization, Decomposition based Evolutionary Algorithms, Artificial Neural Network, Game Theory, Numerical Analysis, and Mathematical Programming and Statistical Models and its Applications.
List of top 5 publications in the last 5 years

Publications in SCI-Expanded  Journals

  1. Muhammad Ghaffar Khan, Bakhtiar Ahmad, Maslina Darus, Wali Khan Mashwani, Shahid Khan and Maharani Abu Bakar, on Janowski Type Harmonic Meromorphic Functions with  Respect to Symmetric Point,’’ Journal of Function Spaces, [Accepted on 21/12/2020 [Impact Factor 1.896], https://doi.org/10.1155/2020/6689522
  2. Wali Khan Mashwani, Syed Muhammad Nouman Ali Shah, Abdelouahed Hamdi, and Samir Brahim Belhaouari, Ameliorated Ensemble Strategy Based Evolutionary Algorithm  with Dynamic Resources Allocations, International Journal of Computational Intelligence Systems [Accepted on 18/11/2020, IF 1.929]
  3. Muhammad Ghaffar Khan, Bakhtiar Ahmad, Gangadharan Murugusundaramoorthy, Ronnason Chinram, and Wali Khan Mashwani, Application of Modified Sigmoid Functions to a Class of Starlike Functions, Journal of Function Spaces,  October 2020 [Impact Factor 1.896], DOI:1155/2020/8844814
  4. Aqib Ali, Wali Khan Mashwani, Muhammad H. Tahir, Samir Brahim Belhaouari, Hussam Alrabaiah, Samreen Naeem, Abdul Nasir Jamal, Farrukh Jamal, and Christophe Chesneau, Statistical Features Analysis and Discrimination of Maize Seeds Utilizing Machine Vision Approach, Journal of Intelligent & Fuzzy Systems, IOS Press, [Accepted on 5th October 2020], [IF 1.851, 2020], https://content.iospress.com/articles/journal-of-intelligent-and-fuzzy-systems/ifs200635
  5. Muhammad Ijaz, Wali Khan Mashwaniand Samir Brahim Belhaouari, A Novel Family of Lifetime Distribution with Applications to Real and Simulated Data, PLOS ONE,  2020, [SCI Expanded, WoS, IF 2.740] https://doi.org/10.1371/journal.pone.0238746
  6. Muhammad Shuaib Qureshi, Muhammad Bilal Qureshi, Muhammad Fayaz, Wali Khan Mashwani, Samir Brahim Belhaouari, Saima Hassan and Asdullah, A Comparative Analysis of Resource Allocation Schemes for Real-Time Services in High-Performance Computing Systems, International Journal of Distributed Sensor Networks, August 21, 2020 [SCI Expanded, WoS, IF 1.514] https://doi.org/10.1177/1550147720932750
  7. Wali Khan Mashwani, Abdullah Khan, Atila Goktas, Akay Unvan and  Abdelouahed Hamdi,  Hybrid Differential Evolutionary Strawberry Algorithm for Real-Parameter Optimization Problems, Communication in Statistics: Theory and Methods, Taylor & Francis Publisher, [Impact Factor. 0.424, 2020] https://www.tandfonline.com/doi/full/10.1080/03610926.2020.1783559.
  8. Aqib Ali, Salaman Qadri, Wali Khan Mashwani, Samir Brahim Belhaouari, Samreen Naeem, Sidra Rafique, Farrukh Jamal, Christophe Chesneau and Sania Anam, Machine learning approach for the classification of corn seed using hybrid features, International Journal of Food Properties, Taylor & Francis Publisher, [Impact Factor. 1.398,May 2020], https://www.tandfonline.com/doi/full/10.1080/10942912.2020.1778724
  9. Muhammad Shuaib Qureshi, Ayman Aljarbouh, Muhammad Fayaz, Muhammad Bilal Qureshi, Wali Khan Mashwaniand Junaid Khan, An Efficient Methodology for Water Supply Pipeline Risk Index Prediction for Avoiding Accidental Losses, International Journal of Advanced Computer Science and Applications,11(5),385-393, 2020. https://thesai.org/Publications/ViewPaper?Volume=11&Issue=5&Code=IJACSA&SerialNo=51
  10. Asad Ullah, Abdul Hafeez, Wali Khan Mashwani, Ikramullah, Wiyada Kumam, Poom Kumam and Muhammad Ayaz, On The New Similarity Solution of The Magnetite Carreau Fluid FlowPast a Permeable Stretching/Shrinking Sheet with Non-linear Thermal Radiations and Mass Transfer Analysis Under Hall Effect and Cross Diffusion, 10(6),523, Coating MDPI Journal, (IF 2.330) https://www.mdpi.com/2079-6412/10/6/523.
  11. Wali Khan Mashwani, Abdelouahed Hamdi, Muhammad Asif Jan and Atila Goktas, Large-Scale Global Optimization Based on Hybrid Swarm Intelligence algorithm, Journal of Intelligent & Fuzzy Systems,  vol. 39, no. 1, pp. 1257-1275, 2020, IOS Press, (IF 1.851, 2020)  https://content.iospress.com/articles/journal-of-intelligent-and-fuzzy-systems/ifs192162
  12. Sohail Ahmad, Muhammad Sulaiman, Poom Kumam, Zubair Hussain, Muhammad Asif Jan, Wali Khan Mashwani and Masih Ullah,A novel population initialization strategy for accelerating Levy flights based multi-verse optimizer, Journal of Intelligent & Fuzzy Systems, IOS Press, [Accepted], (IF 1.851, 2020) https://content.iospress.com/articles/journal-of-intelligent-and-fuzzy-systems/ifs190112
  13. Aqib Ali; Salman Qadri; Wali Khan Mashwani; Wiyada Kumam; Poom Kumam; Atila Goktas; Samreen Naeem; Farrukh Jamal; Christophe Chesneau; Sania Anam; Muhammad Sulaiman, Machine Learning Based Automated Segmentation & Hybrid Feature Analysis for Diabetic Retinopathy Classification using Fundus Image., Entropy (ISSN 1099-4300), 22(5),2020, MDPI Journal, [ IF 2.419] https://www.mdpi.com/1099-4300/22/5/567
  14. Samreen Naeem; Aqib Ali; Salman Qadri; Wali Khan Mashwani; Nasser Tairan; Habib Shah; Muhammad Fayaz; Farrukh Jamal; Christophe Chesneau; Sania AnamMachine Learning-Based Hybrid-Features Analysis for Liver Cancer Classification using Fused (MR/CT) Images, Appl. Sci. (ISSN 2076-3417), MDPI Journals,, (IF 2.217, 2018] https://www.mdpi.com/2076-3417/10/9/3134
  15. 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 X Journal),  [p-ISSN: 0254-7821, e-ISSN: 2413-7219]) Vol. 39, No. 2, 365-370, April 2020, https://publications.muet.edu.pk/index.php/muetrj/article/view/1595
  16. Alamgir Khalil, Salahuddin, Wali Khan Mashwani, Muhammad Shafiq, Saima Hassan and Wiyada Kumam,'' New Advanced Outliers Detection Tests'', Communications in Statistics- Theory and Methods, Taylor & Francis Group,(Accepted on 5th March 2020) (SCI-EXP IF 0.424) https://www.tandfonline.com/eprint/ZMNJCZHUKTTRYGFDFKNA/full?target=10.1080/03610926.2020.1741630
  17. Muhammad Akbar Ali Shah, Wali Khan Mashwani, Wiyada Kumam, Poom Kumam, Christophe Chesneau, Farrukh Jamal, Gamze Ozel, Hafiza Shumaila Sleem and Hidayat Ullah Khan,'' Application of Mixed Sampling to Real Life Data: A case study on socio-economic determinants by using SEM and CFA Techniques, Mathematics, MDPI Journal,14th February 2020,(SCI-EXP-IF 1.105) https://www.mdpi.com/journal/mathematics/special_issues/Statistics_2020
  18. Ijaz Ali, Muhammad Ijaz, Kashif Ali, Wali Khan Mashwani, Muhammad Shafiq, Poom Kumamand Wiyada Kumam, Poom Kumam(2020), A Novel Flexible Additive Weibull distribution with Real-life Applications, Communications in Statistics- Theory and Methods, Taylor & Francis Group(SCI-EXP-424)https://www.tandfonline.com/doi/full/10.1080/03610926.2020.1732658?scroll=top&needAccess=true
  19. Fazli Rabbi, Salahuddin, Alamgir Khalil, Wali Khan Mashwani, Muhammad Shafiq, Pınar Göktaş and Yuksel Akay Unvan (2020), Model Selection in Linear Regression using Paired Bootstrap, Communications in Statistics- Theory and Methods, (Accepted on 17th Jan 2020) (SCI-EXP-IF 0.424) https://www.tandfonline.com/doi/full/10.1080/03610926.2020.1725829
  20. Khalid Khan, Amjad Mehmood,  Shafiullah Khan, Muhammad Altaf Khan, Zeeshan Iqbal and Wali Khan Mashwani, A survey on Intrusion Detection and Prevention in Wireless Ad-hoc Networks, Volume 105, May 2020, 101701, 2019, Journal of Systems Architecture,(SCI-EXP-1.159, 2018), https://www.sciencedirect.com/science/article/pii/S1383762119305089?via%3Dihub
  21. Hassan Javed, Muhammad Asif Jan,  Nasser Tairan, Wali Khan Mashwani, Rashida Adeeb Khanum, Hidayat Ullah khan and Muhammad Sulaiman ‘’ On the Efficacy of Ensemble of Constraint Handling Techniques in Self-adaptive Differential Evolution’’, Mathematics 2019, 7(7), 635; https://doi.org/10.3390/math7070635 (registering DOI), MDPI Journal, 2019, SCI-E (IF:1.105 2018), https://www.mdpi.com/journal/mathematics/special_issues
  22. Zeeshan Khan, Nasser Tairan, Wali Khan Mashwani, Haroon Ur Rasheed, Habib Shah and Waris Khan, MHD and Slip Effect on Two-immiscible Third Grade Fluid on Thin Film Flow over a Vertical Moving Belt, Open Phys. 2019; 17:575–586 (IF:1.005 2018), https://www.degruyter.com/downloadpdf/j/phys.2019.17.issue-1/phys-2019-0059/phys-2019-0059.pdf
  23. Mohammad Ehsan Basiri, Arman Kabiri, Moloud Abdar, Wali Khan Mashwani, Neil Y. Yen& Jason C. Hung, The effect of aggregation methods on sentiment classification in Persian reviews, Enterprise  Information Systems, Taylor & Francis Publisher, 2019  SCI-E (IF:2.28, 2018),  https://www.tandfonline.com/doi/ref/10.1080/17517575.2019.1669829?scroll=top
  24. Muhammad Sulaiman, Masihullah, Zubair Hussain, Sohail Ahmad and Wali Khan Mashwani, Muhammad Asif Jan and Rasheeda Adeeb Khanum, Implementation of Improved Grasshopper Optimization Algorithm to Solve Economic Load Dispatch Problems, Hacettepe Journal of Mathematics and StatisticsVolume 48 (5) (2019), 1570-1589, DOI:10.15672/hujms.507579, SCI-E(IF:0.658)https://dergipark.org.tr/tr/pub/hujms/issue/49321
  25. Rashida Adeeb Khanum, Muhammad Asif Jan, Nasser Mansoor Tairan, Wali Khan Mashwani, Muhammad Suliman, Hidayat Ullah Khan and Habib Shah, Global Evolution Commended by Localized Search for Unconstrained Single Objective Optimization, Processes, MDPI Journal, 2019, 7(6), 362; https://doi.org/10.3390/pr7060362(registering DOI)(SCI-E IF:1.963, 2018) https://www.mdpi.com/journal/processes/special_issues/optimization
  26. 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, 51(4), PP: 37-49, 2019, (HEC X Journal),http://pu.edu.pk/images/journal/maths/PDF/Paper-3_51_4_2019.pdf
  27. Maharani Maharani, Abdellah Salhi and Wali Khan Mashwani,’’ Lanczos-type Algorithms with Embedded Interpolation and Extrapolation Models for Solving Large Scale Systems of Linear Equations’’, International Journal of Computing Science and Mathematics(IJCMS) 10(5), 229-442 2019. https://www.inderscience.com/offer.php?id=103675
  28. 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 Global ISBN 13: 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
  29. Muhammad Fayaz, Habib Shah, Ali Muhmmad Aseere, Wali Khan Mashwaniand Abdul Salam Shah, A Framework for Prediction of Household Energy Consumption Using Feed Forward Back Propagation Neural Network, TechnologiesMDPI 2019,7(2),30, 2019 https://www.mdpi.com/journal/technologies
  30. 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, 2019. https://www.igi-global.com/article/predicting-crude-oil-price-using-fuzzy-rough-set-and-bio-inspired-negative-selection-algorithm/234697
  31. 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, SCI-E (IF 0.605, 2018) https://dergipark.org.tr/tr/download/article-file/735212
  32. Muhammad Sulaiman, Masihullah, Zubair Hussain, Sohail Ahmad and Wali Khan Mashwani, Muhammad Asif Jan and Rasheeda Adeeb Khanum, Implementation of Improved Grasshopper Optimization Algorithm to Solve Economic Load Dispatch Problems, Hacettepe Journal of Mathematics and StatisticsVolume 48 (5) (2019), 1570-1589, DOI:10.15672/hujms.507579, SCI-E(IF:0.605)  https://dergipark.org.tr/tr/pub/hujms/issue/49321
  33. 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
  34. 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
  35. Muhammad 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/
  36. 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: 0.658, 2017), http://dergipark.gov.tr/hujms/issue/41011/495663#author1003739
  37. 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
  38. Wali Khan Mashwani, Abdellah Salhi, OzgurYeniay, Hazrat Hussian, Muhmmad Asif Jan, Hybrid non-dominated sorting genetic algorithm with adaptive operators selection, Applied Soft Computing 56, 1-18, 2017, SCI-E (IF  5.472), https://doi.org/10.1016/j.asoc.2017.01.056
  39. Wali Khan Mashwani, Abdellah Salhi, Ozgur Yeniay and R.A Khanum, Muhammad Asif Jan, Hybrid Adaptive Evolutionary Algorithm Based on Decomposition, Applied Soft Computing Volume 57, 363–378, 2017, https://doi.org/10.1016/j.asoc.2017.04.005SCI-E (IF  5.472)
  40. Khug Alam, Wali Khan Mashwaniand 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%
  41. 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
  42. Muhammad Asim, Wali Khan Mashwani and Muhammad Asif Jan, Hybrid Genetic Firefly Algorithm for Global Optimization Problems, Sindh Univ. Res. Jour. (Sci. Ser.) Vol.49 (004) 899-906 (2017),http://sujo old.usindh.edu.pk/index.php/SURJ/article/view/3931/2615
  43. Wali Khan Mashwaniand 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  5.472)1016/j.asoc.2015.08.059
  44. Hamza Wazir, Muhammad Asif Jan, Wali Khan Mashwaniand 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
  45. Farhad Ali and Wali Khan Mashwani, Conformal Minkowski Spacetime and the Cosmological Constant, Sci.Int.(Lahore),29(3),573-575, 2016, ISSN 1013-5316; CODEN: SINTE 8, (HEC Recognized Y category Journal),  http://www.sci-int.com/pdf/636324368950981855.pdf
  46. Muhammad Sulaiman, Abdellah Salhi, Eric S Fraga, Wali Khan Mashwaniand  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%20
  47. 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
  48. 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, 2016, (HEC Recognized Y category  Journal), http://www.sci-int.com/Search?catid=61
  49. Asfandyar Khan, M Arif, M Shah, M Sulaiman and Wali Khan Mashwani,'' 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
  50. Tayyaba Shah, Muhammad Asif Jan, Wali Khan Mashwani, and Hamza 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
  51. 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, (HEC Recognized Y category Journal), http://www.sci-int.com/Search?catid=67
  52. 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, http://www.sciint.com/pdf/15568640621%20a%201%203325%203335%20
  53. Rashida Adeeb Khanum, Nasser Mansoor Tairan, 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
  54. Muhammad Asif Jan, R.A.Khanum, Nasser Mansoor Tairan, 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
  55. 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
  56. Rashida Adeeb.Khanum, Nasser Tairan, Muhammad Asif Jan, Wali Khan Mashwaniand 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
  57. Muhammad Asif 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
  58. Muhammad Asif Jan, Nasser Mansoor Tairan, R.A. Khanum and Wali Khan Mashwani''Threshold Based Penalty Functions for Constrained Multi-objective Optimization'', International Journal of Advanced Computer Science and Applications, 7(2), 656-667, 2016.http://dx.doi.org/10.14569/IJACSA.2016.070281
  59. 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
  60. 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
  61. 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
  62. Wali Khan Mashwaniand Abdellah Salhi,'' Multi-objective Memetic Algorithm Based on Decomposition'' Applied Soft Computing, No 21, PP: 221-243, 2014. SCI-E (IF  5.472), https://doi.org/10.1016/j.asoc.2014.03.007
  63. 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
  64. 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
  65. Wali Khan Mashwaniand Abdellah Salhi, ''A Decomposition Based Hybrid Multi-objective Evolutionary Algorithm with Dynamic Resources Allocation'', Applied Soft Computing, 12(9), 2765-2780 (2012), SCI-E (IF  5.472)https://www.sciencedirect.com/science/article/pii/S1568494612001822
  66. 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

Chapters Published in Books:

  1. Research and Development in Intelligent Systems XXVIII:

     https://link.springer.com/book/10.1007/978-1-4471-2318-7

  2. Optimization for Control, Observation and Safety

     https://doi.org/10.3390/books978-3-03928-441-2

  3.  Hybrid Global Crossover Bees Algorithm for Solving Boolean Function Classification Task”, Huang DS., Hussain A., Han K., Gromiha M. (eds) Intelligent Computing Methodologies, ICIC 2017, Lecture Notes in Computer Science, vol 10363. Springer, Cham,  467—478, July 21, 2017. https://link.springer.com/chapter/10.1007/978-3-319-63315-2_41

  4. Research Methods: Concepts, Methodologies, Tools, and Applications:

    https://www.igi-global.com/book/research-methods-concepts-methodologies-tools/118092

  5. Hybrid multiobjective evolutionary algorithms based on decomposition: https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.549297

 

Publication in Conference Proceedings

  1. Wali Khan Mashwaniand Qingfu Zhang,’’ MOEA/D-DRA with Two Crossover Operators’’, UK Workshop on Computational Intelligence (UKCI), PP:1-6, IEEE Explorer.1109/UKCI.2010.5625578
  2. 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
  3. WaliKhan Mashwani, MOEA/D with DE and PSO: MOEA/D-DE+PSO-Research and Development in Intelligent Systems XXVIIIpp 217-221, Mr Bramer and M. Petridis (eds.) Springer-Verlag London.https://link.springer.com/chapter/10.1007%2F978-1-4471-2318-7_16
  4. 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
  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, Muhammad Asif Jan, Wali Khan Mashwani and Hamza Wazir '' 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. Hamza Wazir, 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. Ishtiaq Ahamd, 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, Ishtiaq Ahamand 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. Wali khan Mashwani and Tayyaba Shah, A NOVEL EVOLUTIONARY ALGORITHM FOR CONSTRAINED ENGINEERING DESIGN OPTIMIZATION PROBLEMS, 14-17 November 2017, Rome,  Italy,  https://rome2017.sched.com/event/CqDV/a-novel-evolutionary-algorithm-for-constrained-engineering-design-optimization-problems 
  19. Muhammad Asad 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.
  20. 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
  21. 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/
  22. 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
  23. Saima Hassan, Mojtaba Ahmadieh Khanesar, Mohammad Tariq Jan and  Wali Khan Mashwani, ‘’Ensemble of Deep Belief Network and Bayesian Adaptive Aggregation for Regression’’, 2019 International Conference on Information Science and Communication Technology(ICISCT), DoI: 1109/CISCT.2019.8777443

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_.pdf
  6. One Day Workshop’’ Data Analysis & Modelling for Forecasting’’ IIT, KUST, 12th October 2017.
  7. Two-day national conference on "Mathematical Sciences in Engineering Applica
List of top 5 academic activities during the last 5 years
 
 
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