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个人简介
About Me:
I born in a small village Alamgunj in district Mardan, KPK, Pakistan. I received my earlier education in the same district. Later I did my Masters in Mathematics from the University of Peshawar in the years 1995-1996. I started my carrier by teaching at colleges in Mardan for seven years. Then I moved to Kohat in 2003 and joined Kohat University of Science and Technology as Lecturer in Mathematics. I had an opportunity to move to UK and do research in the area of Multi-objective optimizations using Evolutionary algorithms. I received my Ph.D. from the University of Essex, UK in 2008-2011. I returned to Pakistan in 2012 and joined Kohat University of Science and Technology (KUST) as Assistant Professor in Mathematics. My Research in a Nutshell: My main interest lies in the development of a faster and more efficient multi-objective evolutionary algorithm (MOEA) for solving multi-objective optimization 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 the 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 in an adaptive manner. Algorithms of such type are currently under investigation. My subsidiary research interests include Evolutionary Computation, Single and Multi-objective Evolutionary Optimization, MOEA/D, Neural Network, Game Theory, Numerical Analysis, and Mathematical Programming.
研究兴趣
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