中国安全科学学报 ›› 2017, Vol. 27 ›› Issue (9): 74-78.doi: 10.16265/j.cnki.issn1003-3033.2017.09.013

• 安全工程技术科学 • 上一篇    下一篇

电梯故障率预测模型及其应用

朱明, 王志荣 教授, 郭文杰, 佟轩   

  1. 南京工业大学 安全科学与工程学院,江苏 南京 210009
  • 收稿日期:2017-06-20 修回日期:2017-08-09 出版日期:2017-09-20 发布日期:2020-11-16
  • 作者简介:朱 明 (1991—),男,山东安丘人,硕士研究生,研究方向为电梯设备、大型游乐设施故障率预测与失效仿真模拟。E-mail:zhuming4510@foxmail.com。

Research on model for elevator failure rate prediction and its application

ZHU Ming, WANG Zhirong, GUO Wenjie, TONG Xuan   

  1. College of Safety Science and Engineering, Nanjing Tech University, Nanjing Jiangsu 210009, China
  • Received:2017-06-20 Revised:2017-08-09 Online:2017-09-20 Published:2020-11-16

摘要: 为提高电梯现场安全管理水平,降低电梯故障率,建立电梯故障率受温度、湿度影响的GM(1,N)预测模型,研究环境温度、湿度对电梯故障率的影响;对所建模型进行校验,得到残差序列,利用残差序列建立修正模型并对原预测模型进行修正;利用修正后的预测模型对某品牌电梯故障率进行预测。结果表明:湿度相较于温度对电梯故障率的影响更大;修正后的预测模型其预测结果与实际情况符合较好,能够用于该品牌电梯故障率的预测;根据模型预测值可知该品牌电梯的故障率呈现上升趋势,应加强其检维修与管理工作。

关键词: 电梯, 故障率, 环境温湿度, GM(1,N)预测模型, 残差修正模型

Abstract: In order to improve the safety management level of elevator field, reduce the failure rate of elevator and ensure the safety of elevator operation, a GM (1,N) prediction model of elevator failure rate affected by temperature and humidity was built. Influences of environmental temperature and humidity on the failure rate of elevator was studied. The prediction model was verified and the residual sequence was obtained. A residual correction model was built based on the residual sequence to modify the prediction model. The failure rate of a certain brand of elevator was predicted by the modified model. The results show that prediction by using the modified model conforms with the reality closely, that the effect of humidity on the failure rate is more significant than that of temperate, that the brand of elevator fault rate has a rising trend, and the inspection, maintenance and management of the brand elevator should be strengthen.

Key words: elevator, failure rate, environmental temperature and humidity, GM (1,N) prediction model, residual correction model

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