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基于Cox比例风险模型的电梯保养决策研究

王莲 蒋炜

上海管理科学2017,Vol.39Issue(1):94-96,3.
上海管理科学2017,Vol.39Issue(1):94-96,3.

基于Cox比例风险模型的电梯保养决策研究

A Research on Elevator Maintenance Decision Based on the Cox Proportional Hazard Model

王莲 1蒋炜1

作者信息

  • 1. 上海交通大学安泰经济与管理学院,上海 200030
  • 折叠

摘要

Abstract

This paper connects four elevator characters including type of cities, type of buildings, age of elevator and type of elevator with elevator failure rate, and builds a Cox proportional hazard model. The empirical research demonstrates that the first three covariates have significant effect on elevator failure rate and our Cox model's failure prediction accuracy is above 80%. Based on Cox model's good prediction ability of failure, the paper builds a preventive maintenance decision model with the goal of minimizing the total costs of repair and maintenance per unit time, and provides personalized maintenance intervals for different types of elevators according to their service environment and their own age.

关键词

Cox比例风险模型/电梯/故障预测/维修保养

Key words

Cox Proportional Hazard Model/Elevator/Failure Rate Prediction/Preventive Maintenance Decision

分类

管理科学

引用本文复制引用

王莲,蒋炜..基于Cox比例风险模型的电梯保养决策研究[J].上海管理科学,2017,39(1):94-96,3.

基金项目

国家自然科学基金重点项目(71531010). (71531010)

上海管理科学

OACHSSCD

1005-9679

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