multiresponse surface optimization via harmony search algorithm (quality engineering conference paper)
Authors
abstract
response surface methodology is a common tool in optimizing processes. it mainly concerns situations when there is only one response of interest. however, many designed experiments often involve simultaneous optimization of several quality characteristics. this is called a multiresponse surface optimization problem. a common approach in dealing with these problems is to apply desirability function approach combined with an optimization algorithm to determine the best settings of control variables. as the response surfaces are often nonlinear and complex a number of meta-heuristic search techniques have been widely for optimizing the objective function. amongst these techniques genetic algorithm, simulated annealing, tabu search and hybridization of them have drawn a great deal of attention so far. this study presents the use of harmony search algorithm for multiresponse surface optimization. it is one of the recently developed meta heuristic algorithms that has been successfully applied to several engineering problems. this music inspired heuristic is conceptualized from the musical process of searching for a perfect state of harmony. the performance of the algorithm is evaluated by an example from the literature. results indicate the efficiency and outperformance of the method in comparison with some previously used methods.
similar resources
Multiresponse surface optimization via Harmony search algorithm (Quality Engineering Conference Paper)
Response surface methodology is a common tool in optimizing processes. It mainly concerns situations when there is only one response of interest. However, many designed experiments often involve simultaneous optimization of several quality characteristics. This is called a Multiresponse Surface Optimization problem. A common approach in dealing with these problems is to apply desirability funct...
full textMonitoring Multinomial Logit Profiles via Log-Linear Models (Quality Engineering Conference Paper)
In certain statistical process control applications, quality of a process or product can be characterized by a function commonly referred to as profile. Some of the potential applications of profile monitoring are cases where quality characteristic of interest is modelled using binary,multinomial or ordinal variables. In this paper, profiles with multinomial response are studied. For this purpo...
full textMultiple Response Optimization with Probabilistic Covariates Using Simultaneous Equation Systems (Quality Engineering Conference Paper)
control of production processes in an industrial environment needs the correct setting of input factors, so that output products with desirable characteristics will be resulted at minimum cost. Moreover, such systems havetomeetset of qualitycharacteristicstosatisfycustomer requirements.Identifyingthemosteffectivefactorsindesignoftheprocesswhichsupportcontinuousandcontinualimprovement isrecently...
full textEFFICIENCY OF IMPROVED HARMONY SEARCH ALGORITHM FOR SOLVING ENGINEERING OPTIMIZATION PROBLEMS
Many optimization techniques have been proposed since the inception of engineering optimization in 1960s. Traditional mathematical modeling-based approaches are incompetent to solve the engineering optimization problems, as these problems have complex system that involves large number of design variables as well as equality or inequality constraints. In order to overcome the various difficultie...
full textSocial Harmony Search Algorithm for Continuous Optimization
This paper presents a social harmony search algorithm to solve optimization problems with continuous design variables. Although the Harmony Search (HS) algorithm (HSA) has proven its ability in finding near global regions within a reasonable time, it is rather inefficient in performing local search. The proposed method applies the harmony search optimizer for global optimization and normal dist...
full textDeveloping a new model for availability optimization applied to a series-parallel system (Quality Engineering Conference Paper)
Redundancy technique is known as a way to enhance the reliability and availability of non-reparable systems, but for repairable systems, another factor is getting prominent called as the number of maintenance resources. In this study, availability optimization of series-parallel systems is modelled by using Markovian process by which the number of maintenance resources is located into the obje...
full textMy Resources
Save resource for easier access later
Journal title:
international journal of industrial engineering and productional research-جلد ۲۴، شماره ۲، صفحات ۱۳۱-۱۳۶
Hosted on Doprax cloud platform doprax.com
copyright © 2015-2023