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高阶多元直觉模糊时间序列预测模型

王亚男 雷英杰 雷阳 范晓诗

东南大学学报(自然科学版)2016,Vol.18Issue(3):505-512,8.
东南大学学报(自然科学版)2016,Vol.18Issue(3):505-512,8.DOI:10.3969/j.issn.1001-0505.2016.03.009

高阶多元直觉模糊时间序列预测模型

High-order multi-variable intuitionistic fuzzy time series forecasting model

王亚男 1雷英杰 1雷阳 2范晓诗1

作者信息

  • 1. 空军工程大学防空反导学院,西安 710051
  • 2. 武警工程大学电子技术系,西安 710086
  • 折叠

摘要

Abstract

In order to break the limitation of fuzzy set theory and objectively describe the uncertain data,a high-order multi-variable intuitionistic fuzzy time series forecasting model is proposed.A fuzzy clustering algorithm is adopted to partition the universe of discourse,and a more objective method is used to establish the membership and non-membership functions of intuitionistic fuzzy sets.According to the principle of multidimensional intuitionistic fuzzy modus ponens reasoning,a heuristic similarity-based reasoning technique is proposed as the forecasting rule of the high-order multi-variable forecasting model,and a corresponding defuzzification method is presented.Contrast experiments on the daily mean temperature of Beijing were carried out.Experimental results show that the root mean square error (0.86)and the average forecasting error (2.57%)of the proposed model both obviously decreased.Therefore,the forecasting performance of the model is better than that of the fuzzy time series forecasting models and the normal intuitionistic fuzzy time series forecas-ting models.

关键词

高阶/多元/直觉模糊时间序列/直觉模糊多维取式推理

Key words

high-order/multi-variables/intuitionistic fuzzy time series/multidimensional intuition-istic fuzzy modus ponens reasoning

分类

信息技术与安全科学

引用本文复制引用

王亚男,雷英杰,雷阳,范晓诗..高阶多元直觉模糊时间序列预测模型[J].东南大学学报(自然科学版),2016,18(3):505-512,8.

基金项目

国家社科基金项目“中国特色少年司法制度研究”(10BFX047)阶段性成果。 ()

东南大学学报(自然科学版)

OA北大核心CSCDCSTPCD

1001-0505

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