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What is Teaching-Learning-Based Optimization

Handbook of Research on Modern Optimization Algorithms and Applications in Engineering and Economics
An evolutionary algorithm, which inspires behaviors of teachers and learners in class. Learners get knowledge from teachers and discuss together to improve their marks.
Published in Chapter:
Hybrid Cuckoo Search Algorithm for Optimal Placement and Sizing of Static VAR Compensator
Khai Phuc Nguyen (Shibaura Institute of Technology, Japan), Dieu Ngoc Vo (Ho Chi Minh University of Technology, Vietnam), and Goro Fujita (Shibaura Institute of Technology, Japan)
DOI: 10.4018/978-1-4666-9644-0.ch011
Abstract
This chapter proposes a Hybrid Cuckoo search algorithm to determine optimal location and sizing of Static VAR Compensator (SVC). Hybrid Cuckoo search algorithm is a simple combination of the Cuckoo search algorithm (CSA) and Teaching-learning-based optimization (TLBO), where the learner phase of TLBO is added to improve performance of Cuckoo eggs. The proposed method is applied for optimizing location and sizing of SVC in electric power system. This problem is a kind of discrete and combinatorial problem. The objective function considers loss power, voltage deviation and operational cost of SVC and other operating constraints in power system. Numerical results from three various tested systems show that the proposed method is better than the conventional CSA and TLBO in finding the global optimum solutions and its performance is also high than others.
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