Performance Analysis of Nelder - Mead and A Hybrid Simulated Annealing for Multiple Response Quality Characteristic Optimization
نویسندگان
چکیده
In many real world industrial situations, quality of a product is considered to be a composite of a family of properties or multiple responses, which can often be interacting or correlated with one another, and nearly always measured in a variety of units. Optimal combination of properties rarely results from individual optimal condition of each response, and there is always a trade off between these responses. Optimization of multiple responses is always a challenge for researchers and practitioners. In this research paper, comparative study of the performance of two optimization techniques, Nelder-Mead simplex (NM) and hybrid Nelder-Mead simplex with simulated annealing (SIMSA) is discussed. The results indicate superiority of SIMSA as compared to NM in varied case situations.
منابع مشابه
Hybrid Simulated Annealing and Nelder-mead Algorithm for Solving Large-scale Global Optimization Problems
This paper presents a new algorithm for solving large scale global optimization problems based on hybridization of simulated annealing and Nelder-Mead algorithm. The new algorithm is called simulated Nelder-Mead algorithm with random variables updating (SNMRVU). SNMRVU starts with an initial solution, which is generated randomly and then the solution is divided into partitions. The neighborhood...
متن کاملA HYBRID MODIFIED GENETIC-NELDER MEAD SIMPLEX ALGORITHM FOR LARGE-SCALE TRUSS OPTIMIZATION
In this paper a hybrid algorithm based on exploration power of the Genetic algorithms and exploitation capability of Nelder Mead simplex is presented for global optimization of multi-variable functions. Some modifications are imposed on genetic algorithm to improve its capability and efficiency while being hybridized with Simplex method. Benchmark test examples of structural optimization with a...
متن کاملNelder-Mead algorithm optimization and Galerkin’s method thermal performance analysis of circular porous fins with various profiles in fully wet conditions
The main objective of this research is to analyze optimization and the thermal performance of circular porous fins with four different profiles, rectangular, convex, triangular and concave under fully wet conditions. In this research, a linear model was used for the relationship between humidity and temperature. Also, modeling is assumed one-dimensional and the temperature changes only in the d...
متن کاملA New Hybrid Parallel Simulated Annealing Algorithm for Travelling Salesman Problem with Multiple Transporters
In today’s competitive transportation systems, passengers search to find traveling agencies that are able to serve them efficiently considering both traveling time and transportation costs. In this paper, we present a new model for the traveling salesman problem with multiple transporters (TSPMT). In the proposed model, which is more applicable than the traditional versions, each city has diffe...
متن کاملArmentum: a hybrid direct search optimization methodology
Design of experiments (DOE) offers a great deal of benefits to any manufacturing organization, such as characterization of variables and sets the path for the optimization of the levels of these variables (settings) trough the Response surface methodology, leading to process capability improvement, efficiency increase, cost reduction. Unfortunately, the use of these methodologies is very limite...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2009