Title :
Design and optimization of complex real-time dependable systems
Author :
Shi, Leyuan ; Hwang, Phillip Q.
Author_Institution :
Dept. of Ind. Eng., Wisconsin Univ., Madison, WI, USA
Abstract :
Proposes the RINDO (Rapid Iterative Nested Design Optimization) algorithm for optimizing multi-criteria complex systems. We first use a utility function to formulate multi-criteria stochastic optimization problems. An ordinal optimization algorithm is then applied to the utility function for obtaining a set of good solutions. Finally, the gradient surface method is used to search for the optimal solution iteratively. An especially appealing characteristic of RINDO is that it can identify a set of good designs very rapidly. The key thrust of this approach is its integrated, nested (hierarchical), system-level design capabilities. The framework proposed in this paper is generic and application-independent
Keywords :
hierarchical systems; large-scale systems; operations research; optimisation; real-time systems; search problems; software prototyping; software reliability; stochastic processes; stochastic programming; systems analysis; RINDO algorithm; Rapid Iterative Nested Design Optimization; complex real-time dependable systems design; generic application-independent framework; gradient surface method; hierarchical system; integrated, nested, system-level design capabilities; iterative searching; multi-criteria complex systems optimization; multi-criteria stochastic optimization problems; ordinal optimization algorithm; utility function; Algorithm design and analysis; Decision making; Design optimization; Industrial engineering; Iterative algorithms; Parallel processing; Real time systems; Stochastic processes; System-level design; Utility theory;
Conference_Titel :
Object-Oriented Real-Time Dependable Systems,1996. Proceedings of WORDS '96., Second Workshop on
Conference_Location :
Laguna Beach, CA
Print_ISBN :
0-8186-7570-5
DOI :
10.1109/WORDS.1996.506286