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Survey on Teaching-Learning-Based Optimization

Anjali Bhadoria, Madhuraj Singh

Abstract


Optimization is a process for finding maximum or minimum of a function subject to set of functions. In other words optimization finds the most suitable value for a function within a given domain. Global Optimization means finding minimum value of all local minima and maxima value from all local maxima. The procedure to find out the global maxima or minima point is called a Global Optimization. Teaching-Learning-Based Optimization(TLBO) is recently being used as a new, reliable, accurate and robust optimization technique scheme for global optimization over continuous spaces. In this paper, we have studied in detail about TLBO and its various variants that have been proposed till date.

Cite this Article
Anjali Bhadoria, Madhuraj Singh. Survey on Teaching-Learning-Based Optimization. Research & Reviews: Discrete Mathematical Structures. 2016; 3(1): 7–15p.


Keywords


Global optimization, TLBO, types of TLBO

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References


Mitchell M. An Introduction to Genetic Algorithms. MIT Press; 1996.

Kennedy J, Eberhart RC. Particle Swarm Optimization. In: Proceeding of IEEE International Conference on Neural Network. IEEE Press; 1995.

Karaboga D, Basturk B. On the Performance of Artificial Bee Colony Algorithm. Appl Soft Comput. 2008; 8(1): 687–697p.

Lhotská L, Macaš M, Burša M. PSO and ACO in Optimization Problems. In: Corchado E, Yin H, Botti V, et al., editors. IDEAL 2006. LNCS. Heidelberg: Springer; 2006; 4224: 1390–1398p.

Geem ZW, Kim JH, Loganathan GV. A New Heuristic Optimization: Harmony Search. Simulation. 2001; 76: 60–70p.

Venkata Rao R, Patel V. An Elitist Teaching-Learning-Based Optimization Algorithm for Solving Complex Constrained Optimization Problems. International Journal of Industrial Engineering Computations. 2012; 3: 535–560p.

aghlani A, Makiabadi MH. Teaching-Learning-Based Optimization Algorithm for Shape and Size Optimization of Truss Structures With Dynamic Frequency Constraints. IJST. 2013; 37(C+): 409–421p.

Rao RV, Savsani VJ, Vakharia DP. Teaching-Learning-Based Optimization: A Novel Method for Constrained Mechanical Design Optimization Problems. Comput Aided Des. 2011; 43(3): 303–315p.

Rao RV, Savsani VJ, Vakharia DP. Teaching-Learning-Based Optimization: A Novel Optimization Method for Continuous Non-Linear Large Scale Problems. Inform Sci. 2011; 183(1): 1–15p.

Rao RV, Patel V. An Elitist Teaching-Learning-Based Optimization Algorithm for Solving Complex Constrained Optimization Problems. Int J Ind Eng Comput. 2012; 3(4): 535–560p.

Venkata Rao R, Patel V. An Improved Teaching-Learning-Based Optimization Algorithm for Solving Unconstrained Optimization Problems. Sci Iran. 2013.

Satapathy SC, Naik A. A Weighted Teaching Learning Based Optimization for Global Function Optimization. Applied Mathematics (AM). 2013; 4: 429–439p. doi: 10.4236/am.2013.43064

Satapathy SC, Naik A. A Teaching Learning Based on Orthogonal Design for Solving Global Optimization Problems. SpingerPlus. 2013; 2: 130p. doi:10.1186/2193-1801- 2-130

Zheng H-Y, Wang L, Wang S-Y. A Co-Evolutionary Teaching-Learning Based Optimization Algorithm for Stochastic RCPSP. In: IEEE Congress on Evolutionary Computation, CEC. 2014.

Satapthy SC, Naik A. A Modified Teaching-Learning-Based Optimization Algorithm for Global Numerical Optimization: A Comparative Study. Swarm Evol Comput. 2014; 16: 28–37p.

Baghlani A, et al. Teaching-Learning-Based Optimization Algorithm for Shape and Size Optimization of Truss Structures with Dynamic Frequency Constraints. IJST, T Civ Eng, Printed in The Islamic Republic of Iran. 2013; 37(C+): 409–421p.

Kailin Wang, et al. Teaching-Learning-Based Optimization Algorithm for Dealing with Real-Parameter Optimization Problems. Applied Mechanics and Materials (AMM). 2013; 380–384: 1342–13p.

Anguluri Rajasekhar, et al. Elitist Teaching Learning Opposition based Algorithm for Global Optimization.

Rao RV, Patel V. An Improved Teaching-Learning-Based Optimization Algorithm for Solving Unconstrained Optimization Problems. Sci Iran, Trans D: Computer Science & Engineering and Electrical Engineering. 2013; 20: 710–720p.

Chandra Satapathy, Anima Naik, Parvathi K. Weighted Teaching-Learning-Based Optimization for Global Function Optimization. Applied Mathematics (AM). 2013; 4: 429–439p.

Venkata Rao R, Waghmare GG. A Comparative Study of a Teaching-Learning-Based Optimization Algorithm on Multi-Objective Unconstrained and Constrained Functions. Journal of King Saud University: Computer and Information Sciences. 2014.

Suresh Chandra Satapathy, Anima Naik, Parvathi K. A Teaching Learning Based Optimization Based on Orthogonal Design for Solving Global Optimization Problems. SpringerPlus. 2013; 2: 130p.


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