JOURNAL ARTICLE

Assignment strategy selection for multi-car elevator group control using reinforcement learning

Taichi UrajiKeníchi Takahashi

Year: 2012 Journal:   International Journal of Knowledge and Web Intelligence Vol: 3 (2)Pages: 163-163

Abstract

This paper discusses the group control of elevators in the web monitoring system for improving efficiency and saving energy; an efficient control method for multi-car elevator using reinforcement learning is proposed. In the method, the control agent selects the best strategy among three strategies, namely distance-strategy, passenger-strategy, and zone-strategy, according to traffic flow. The control agent takes the number of total passengers and the distance from the departure floor to the destination floor of a call into account. Through experiments, the performance of the proposed method is shown; the average service time of the proposed method is compared with the average service time for the cases where the car assignment is made by each of the three strategies.

Keywords:
Elevator Computer science Reinforcement learning Control (management) Selection (genetic algorithm) Reinforcement Service (business) Artificial intelligence Engineering

Metrics

2
Cited By
1.11
FWCI (Field Weighted Citation Impact)
12
Refs
0.84
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Elevator Systems and Control
Physical Sciences →  Engineering →  Control and Systems Engineering
Traffic control and management
Physical Sciences →  Engineering →  Control and Systems Engineering
Smart Parking Systems Research
Physical Sciences →  Engineering →  Building and Construction

Related Documents

JOURNAL ARTICLE

Elevator Group Control Using Multiple Reinforcement Learning Agents

Robert H. CritesAndrew G. Barto

Journal:   Machine Learning Year: 1998 Vol: 33 (2-3)Pages: 235-262
JOURNAL ARTICLE

Multi Car Elevator Control by using Learning Automaton

Kazuaki ShiraishiTomoki HamagamiHironori Hirata

Journal:   IEEJ Transactions on Industry Applications Year: 2005 Vol: 125 (1)Pages: 91-98
JOURNAL ARTICLE

Elevator Group Control Using Multiagent Task-Oriented Reinforcement Learning

Md Abdus Samad KamalJunichi MurataKotaro Hirasawa

Journal:   IEEJ Transactions on Electronics Information and Systems Year: 2005 Vol: 125 (7)Pages: 1140-1146
JOURNAL ARTICLE

Stochastic Control for Multi Car Elevator by using Learning Automatons

Kazuaki ShiraishiTomoki HamagamiHironori Hirata

Journal:   Proceedings of the ISCIE International Symposium on Stochastic Systems Theory and its Applications Year: 2005 Vol: 2005 (0)Pages: 321-326
© 2026 ScienceGate Book Chapters — All rights reserved.