Title :
Dispatching approach optimization of elevator group control system with destination floor guidance using Fuzzy Neural Network
Author :
Tai, Jianzhe ; Yang, Suying ; Tan, Hong
Author_Institution :
Sch. of Electron. & Inf. Eng., Dalian Univ. of Technol., Dalian
Abstract :
Aiming at the problem of uncertainty for information collection in traditional elevator group control system (EGCS), this study proposes a method about dispatching approach optimization for a new type of EGCS with destination floor guidance. The characteristic of destination floor guidance is information admixture of hall call registration and destination selection. EGCS with destination floor guidance can attain nearly complete and reliable information aggregation in advance to guide the passenger flow effectively. In order to realize the accurate prediction of input parameters, all of the hall call registrations are classified to four groups. Based on it, the optimized prediction algorithms of evaluation items are established, including the average waiting time of passengers (AWT), the average riding time of passengers (ART), rate of waiting long time of passengers (LWR), and riding power consumption (RPC). Especially, fuzzy neural network (FNN) is applied to optimize multiple objectives for realizing reasonable dispatching approach. The simulated results show that the algorithm applied in the paper improves the evaluation items by 10% at least as compared with the traditional algorithm and it indicates an excellent application to enhance the holistic capability of EGCS.
Keywords :
dispatching; fuzzy control; fuzzy neural nets; lifts; neurocontrollers; optimisation; average riding time of passengers; average waiting time of passengers; destination floor guidance; dispatching approach optimization; elevator group control system; fuzzy neural network; hall call registration; rate of waiting long time of passengers; riding power consumption; Control systems; Dispatching; Elevators; Energy consumption; Fuzzy control; Fuzzy neural networks; Optimization methods; Prediction algorithms; Subspace constraints; Uncertainty; Destination floor guidance; Dispatching approach optimization; Elevator group control system; Fuzzy Neural Network;
Conference_Titel :
Intelligent Control and Automation, 2008. WCICA 2008. 7th World Congress on
Conference_Location :
Chongqing
Print_ISBN :
978-1-4244-2113-8
Electronic_ISBN :
978-1-4244-2114-5
DOI :
10.1109/WCICA.2008.4594016