کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
567384 1452143 2014 11 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Multi-objective optimization of double suction centrifugal pump using Kriging metamodels
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نرم افزار
پیش نمایش صفحه اول مقاله
Multi-objective optimization of double suction centrifugal pump using Kriging metamodels
چکیده انگلیسی


• New multi-objective optimization method for the design of centrifugal pumps.
• The proposed method provides an effective way to improve pump performance.
• A robust design method is developed to select the final pump design point.
• Not only focus on the investigation of new optimisation methodologies.
• But also the development and application to some practical engineering problems.

This paper proposes a new multi-objective optimization method for a family of double suction centrifugal pumps with various blade shapes, using a Simulation-Kriging model-Experiment (SKE) approach. The Kriging metamodel is established to approximate the characteristic performance functions of a pump, namely, the efficiency and required net positive suction head (NPSHr). Hence, the two objectives are to maximize the efficiency and simultaneously to minimize NPSHr. The Non-dominated Sorting Genetic Algorithm II (NSGA II) and Multi-Objective Evolutionary Algorithm based on Decomposition (MOEA/D) have been applied to the multi-objective optimization problem, respectively. The Pareto solution set is obtained by a more effective and efficient manner of the two multi-objective optimization algorithms. A tradeoff optimal design point is selected from the Pareto solution set by means of a robust design based on Monte Carlo simulations, and the optimal solution is further compared with the value of the physical prototype test. The results show that the solution of the proposed multi-objective optimization method is in line with the experiment test.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Advances in Engineering Software - Volume 74, August 2014, Pages 16–26
نویسندگان
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