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Multi Objective Design Optimization of Two Bar Truss Using NSGA II and TOPSIS
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Arriving optimal solutions is one of the important tasks in engineering design. Many real-world design optimization problems involve multiple conflicting objectives. The design variables are of continuous or discrete in nature. In general, for solving Multi Objective Optimization methods weight method is preferred. In this method, all the objective functions are converted into a single objective function by assigning suitable weights to each objective functions. The main drawback lies in the selection of proper weights. Recently, evolutionary algorithms are used to find the nondominated optimal solutions called as Pareto optimal front in a single run. In recent years, Non-dominated Sorting Genetic Algorithm II (NSGA-II) finds increasing applications in solving multi objective problems comprising of conflicting objectives because of low computational requirements, elitism and parameter-less sharing approach. In this work, we propose a methodology which integrates NSGA-II and Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) for solving a two bar truss problem. NSGA-II searches for the Pareto set where two bar truss is evaluated in terms of minimizing the weight of the truss and minimizing the total displacement of the joint under the given load. Subsequently, TOPSIS selects the best compromise solution.
Trans Tech Publications, Ltd.
Title: Multi Objective Design Optimization of Two Bar Truss Using NSGA II and TOPSIS
Description:
Arriving optimal solutions is one of the important tasks in engineering design.
Many real-world design optimization problems involve multiple conflicting objectives.
The design variables are of continuous or discrete in nature.
In general, for solving Multi Objective Optimization methods weight method is preferred.
In this method, all the objective functions are converted into a single objective function by assigning suitable weights to each objective functions.
The main drawback lies in the selection of proper weights.
Recently, evolutionary algorithms are used to find the nondominated optimal solutions called as Pareto optimal front in a single run.
In recent years, Non-dominated Sorting Genetic Algorithm II (NSGA-II) finds increasing applications in solving multi objective problems comprising of conflicting objectives because of low computational requirements, elitism and parameter-less sharing approach.
In this work, we propose a methodology which integrates NSGA-II and Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) for solving a two bar truss problem.
NSGA-II searches for the Pareto set where two bar truss is evaluated in terms of minimizing the weight of the truss and minimizing the total displacement of the joint under the given load.
Subsequently, TOPSIS selects the best compromise solution.
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