A comparison of declarative AI techniques for computer automated design of elevator systems

被引:0
|
作者
Cicala, G. [1 ]
Demarchi, S. [1 ]
Menapace, M. [1 ]
Annunziata, L. [1 ,2 ]
Tacchella, A. [1 ]
机构
[1] Univ Genoa, DIBRIS, Via Opera Pia 13, I-16145 Genoa, Italy
[2] Studio Progettaz Annunziata, Via Giorgio Chiesa 21-2, I-16147 Genoa, Italy
关键词
Automated configuration and design; genetic algorithms; constraint programming; satisfiability modulo theories; PRODUCT CONFIGURATION; OPTIMIZATION; MODEL;
D O I
10.3233/IA-210132
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Like other custom-built machinery, elevators are charecterized by a design process which includes selection, sizing and placement of components to fit a given configuration, satisfy users' requirements and adhere to stringent normative regulations. Unlike mass-produced items, the design process needs to be repeated almost from scratch each time a new configuration is considered. Since elevators are still designed mostly manually, project engineers must engage in time-consuming and error-prone activities over and over again, leaving little to be reused from one design to the next. Computer automated design can provide a cost-effective solution as it relieves the project engineer from such burdens. However, it introduces new challenges both in terms of efficiency - the search space for solutions grows exponentially in the number of component choices - and effectiveness - the perceived quality of the final design may not be as good as in the manual process. In this paper we compare three mainstream AI techniques that can provide problem-solving capabilities inside our tool LIFTCREATE for automated elevator design, namely Genetic Algorithms (GAs), Constraint Programming (CP) and Satisfiability Modulo Theories (SMT). A special-purpose heuristic search technique embedded in LIFTCREATE provides us with a yardstick to evaluate the solutions obtained with GAs, CP and SMT and to assess their feasibility for practical applications.
引用
收藏
页码:131 / 150
页数:20
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