Fuzzy random chance-constrained programming

Authors
Citation
Bd. Liu, Fuzzy random chance-constrained programming, IEEE FUZ SY, 9(5), 2001, pp. 713-720
Citations number
26
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
IEEE TRANSACTIONS ON FUZZY SYSTEMS
ISSN journal
10636706 → ACNP
Volume
9
Issue
5
Year of publication
2001
Pages
713 - 720
Database
ISI
SICI code
1063-6706(200110)9:5<713:FRCP>2.0.ZU;2-0
Abstract
By fuzzy random programming, we mean the optimization theory dealing with f uzzy random decision problems. This paper presents a new concept of chance of fuzzy random events and then constructs a general framework of fuzzy ran dom chance-constrained programming (CCP). We also design a spectrum of fuzz y random simulations for computing uncertain functions arising in the area of fuzzy random programming. To speed up the process of handling uncertain functions, we train a neural network to approximate uncertain functions bas ed on the training data generated by fuzzy random simulation. Finally, we i ntegrate fuzzy random simulation, neural network, and genetic algorithm to produce a more powerful and effective hybrid intelligent algorithm for solv ing fuzzy random programming models and illustrate its effectiveness by som e numerical examples.