The Prediction of the Elevator Fault Based on Improved PSO-BP Algorithm-Reference-Cited by-同舟云学术

The Prediction of the Elevator Fault Based on Improved PSO-BP Algorithm

Published:2021-05-01 Issue:1 Volume:1906 Page:012017
ISSN:1742-6588
Container-title:Journal of Physics: Conference Series
language:
Short-container-title:J. Phys.: Conf. Ser.

Author:

Bai Dingsong,An Ziliang,Wang Ning,Liu Shaofeng,Yu Xintong

Abstract

Abstract In accordance with the problem of worst at the convergence of BP Neural Network, the elevator fault-prediction-model is proposed based on Improved PSO-BP Algorithm in this paper. The method uses mathematical operation mechanism to analyze the characteristic be studied. Then the prediction model of elevator fault based on the Improved PSO-BP Algorithm is established. This paper tests the same data by using different elevator fault prediction models. The experimental results show that the method has higher accuracy and convergence. This paper provides a method of fault prediction elevator reliability.

Publisher

IOP Publishing

Subject

General Physics and Astronomy

Link

https://iopscience.iop.org/article/10.1088/1742-6596/1906/1/012017/pdf

Reference12 articles.

1. Analysis of technical problems related to elevator fault detection;Lin;Engineering Technology Research,2020

2. Analysis of the main factors affecting the safe operation of elevators;Xiongwu;Science and Technology Wind,2020

3. Research on the Method of Elevator Door System Fault Prediction Based on Neural Network;Junfang;Journal of Tianjin University of Technology,2009

4. Elevator braking distance prediction system based on BP Neural Network;Xiaodong;Computer Knowledge and Technology,2019

5. Application of neural network technology in elevator fault diagnosis;Qun;Computer Applications,2003

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