吉林大学学报(工学版) ›› 2014, Vol. 44 ›› Issue (3): 795-780.doi: 10.13229/j.cnki.jdxbgxb201403034

• Orignal Article • Previous Articles     Next Articles

Long-term intuitionistic fuzzy time series forecasting based on vector quantization

ZHENG Kou-quan1,2, LEI Ying-jie1, WANG Rui1, YU Xiao-dong1   

  1. 1.Air Defense and Antimissile Institute, Air Force Engineering University, Xi′an 710051, China;
    2.Unit of 68331, PLA, Huayin 714200, China
  • Received:2012-11-30 Online:2014-03-01 Published:2014-03-01

Abstract: A new method for long-term Intuitionistic Fuzzy Time Series (IFTS) forecasting is proposed. By employing the sliding window scheme and vector quantization technique, the non-matching problem of intuitionistic fuzzy rules is solved efficiently. Meanwhile, the distribution characters of the uncertain time series data system are reflected accurately. The long-term forecasting accuracy of time series in the complex environment is improved, thus greatly extending the IFTS forecasting application. Finally, the experimental results validate the efficiency and advantage of the proposed algorithm.

Key words: computer application, intuitionistic fuzzy sets, time series, deterministic transition, vector quantization

CLC Number: 

  • TP18
[1] Harikrishnan K P, Misra R, Ambika G. Revisiting the box counting algorithm for the correlation dimension analysis of hyperchaotic time series[J]. Communications in Nonlinear Science and Numerical Simulation, 2012, 17(1):263-276.
[2] Song Q, Chissom B S. Forecasting enrollments with fuzzy time series-Part I[J]. Fuzzy Sets and Systems, 1993, 54(1): 1-9.
[3] Singh S R. A computational method of forecasting based on high-order fuzzy time series[J]. Expert Systems with Applications, 2009, 36(7):10551-10559.
[4] Bai E, Wong W K, Chu W C, et al. A heuristic time-invariant model for fuzzy time series forecasting[J]. Expert Systems with Applications, 2011, 38(3):2701-2707.
[5] Aladag C H, Yolcu U, Egrioglu E. A high order fuzzy time series forecasting model based on adaptive expectation and artificial neural networks[J]. Mathematics and Computers in Simulation, 2010, 81(4):875-882.
[6] Li Sheng-tun, Kuo Shu-ching, Cheng Yi-chung, et al. Deterministic vector long-term forecasting for fuzzy time series[J]. Fuzzy Sets and Systems, 2010, 161(13): 1852-1870.
[7] Atanassov K T. Two theorems for intuitionistic fuzzy sets[J]. Fuzzy Sets and Systems, 2000, 110(2): 267-269.
[8] Castillo O, Alanis A, Garcia M, et al. An intuitionistic fuzzy system for time series analysis in plant monitoring and diagnosis[J]. Applied Soft Computing,2007,7(4):1227-1233.
[9] 郑寇全, 雷英杰, 王睿, 等. 基于确定性转换的IFTS预测[J]. 应用科学学报, 2013,31(2): 204-211.
Zheng Kou-quan, Lei Ying-jie, Wang Rui, et al. Prediction of IFTS based on deterministic transition[J]. Journal of Applied Sciences, 2013, 31(2): 204-211.
[10] Mwebaze E, Schneider P, Schleif F M, et al. Divergence-based classification in learning vector quantization[J]. Neurocomputing, 2011, 74(9): 1429-1435.
[11] 鲁珊,雷英杰,孔韦韦,等. 基于模糊核聚类的鲁棒性基础矩阵估计算法[J]. 吉林大学学报:工学版, 2012,42(2):434-439.
Lu Shan, Lei Ying-jie, Kong Wei-wei, et al. Robust fundamental matrix estimation based on kernel fuzzy clustering[J]. Journal of Jilin University(Engineering and Technology Edition),2012,42(2): 434-439.
[12] Li Sheng-tun, Cheng Yi-chung. Deterministic fuzzy time series model for forecasting enrollments[J]. Computers & Mathematics with Applications, 2007, 53(12): 1904-1920.
[13] Li Sheng-tun, Cheng Yi-chung, Lin Su-yu. A FCM-based deterministic forecasting model for fuzzy time series[J]. Computers & Mathematics with Applications, 2008, 56(12): 3052-3063.
[1] LIU Fu,ZONG Yu-xuan,KANG Bing,ZHANG Yi-meng,LIN Cai-xia,ZHAO Hong-wei. Dorsal hand vein recognition system based on optimized texture features [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1844-1850.
[2] WANG Li-min,LIU Yang,SUN Ming-hui,LI Mei-hui. Ensemble of unrestricted K-dependence Bayesian classifiers based on Markov blanket [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1851-1858.
[3] JIN Shun-fu,WANG Bao-shuai,HAO Shan-shan,JIA Xiao-guang,HUO Zhan-qiang. Synchronous sleeping based energy saving strategy of reservation virtual machines in cloud data centers and its performance research [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1859-1866.
[4] ZHAO Dong,SUN Ming-yu,ZHU Jin-long,YU Fan-hua,LIU Guang-jie,CHEN Hui-ling. Improved moth-flame optimization method based on combination of particle swarm optimization and simplex method [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1867-1872.
[5] LIU En-ze,WU Wen-fu. Agricultural surface multiple feature decision fusion disease judgment algorithm based on machine vision [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1873-1878.
[6] OUYANG Dan-tong, FAN Qi. Clause-level context-aware open information extraction [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1563-1570.
[7] LIU Fu, LAN Xu-teng, HOU Tao, KANG Bing, LIU Yun, LIN Cai-xia. Metagenomic clustering method based on k-mer frequency optimization [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1593-1599.
[8] GUI Chun, HUANG Wang-xing. Network clustering method based on improved label propagation algorithm [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1600-1605.
[9] LIU Yuan-ning, LIU Shuai, ZHU Xiao-dong, CHEN Yi-hao, ZHENG Shao-ge, SHEN Chun-zhuang. LOG operator and adaptive optimization Gabor filtering for iris recognition [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1606-1613.
[10] CHE Xiang-jiu, WANG Li, GUO Xiao-xin. Improved boundary detection based on multi-scale cues fusion [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1621-1628.
[11] ZHAO Hong-wei, LIU Yu-qi, DONG Li-yan, WANG Yu, LIU Pei. Dynamic route optimization algorithm based on hybrid in ITS [J]. 吉林大学学报(工学版), 2018, 48(4): 1214-1223.
[12] HUANG Hui, FENG Xi-an, WEI Yan, XU Chi, CHEN Hui-ling. An intelligent system based on enhanced kernel extreme learning machine for choosing the second major [J]. 吉林大学学报(工学版), 2018, 48(4): 1224-1230.
[13] FU Wen-bo, ZHANG Jie, CHEN Yong-le. Network topology discovery algorithm against routing spoofing attack in Internet of things [J]. 吉林大学学报(工学版), 2018, 48(4): 1231-1236.
[14] CAO Jie, SU Zhe, LI Xiao-xu. Image annotation method based on Corr-LDA model [J]. 吉林大学学报(工学版), 2018, 48(4): 1237-1243.
[15] HOU Yong-hong, WANG Li-wei, XING Jia-ming. HTTP-based dynamic adaptive streaming video transmission algorithm [J]. 吉林大学学报(工学版), 2018, 48(4): 1244-1253.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
[1] LIU Song-shan, WANG Qing-nian, WANG Wei-hua, LIN Xin. Influence of inertial mass on damping and amplitude-frequency characteristic of regenerative suspension[J]. 吉林大学学报(工学版), 2013, 43(03): 557 -563 .
[2] CHU Liang, WANG Yan-bo, QI Fu-wei, ZHANG Yong-sheng. Control method of inlet valves for brake pressure fine regulation[J]. 吉林大学学报(工学版), 2013, 43(03): 564 -570 .
[3] LI Jing, WANG Zi-han, YU Chun-xian, HAN Zuo-yue, SUN Bo-hua. Design of control system to follow vehicle state with HIL test beach[J]. 吉林大学学报(工学版), 2013, 43(03): 577 -583 .
[4] ZHU Jian-feng, LIN Yi, CHEN Xiao-kai, SHI Guo-biao. Structural topology optimization based design of automotive transmission housing structure[J]. 吉林大学学报(工学版), 2013, 43(03): 584 -589 .
[5] HU Xing-jun, LI Teng-fei, WANG Jing-yu, YANG Bo, GUO Peng, LIAO Lei. Numerical simulation of the influence of rear-end panels on the wake flow field of a heavy-duty truck[J]. 吉林大学学报(工学版), 2013, 43(03): 595 -601 .
[6] WANG Tong-jian, CHEN Jin-shi, ZHAO Feng, ZHAO Qing-bo, LIU Xin-hui, YUAN Hua-shan. Mechanical-hydraulic co-simulation and experiment of full hydraulic steering systems[J]. 吉林大学学报(工学版), 2013, 43(03): 607 -612 .
[7] ZHANG Chun-qin, JIANG Gui-yan, WU Zheng-yan. Factors influencing motor vehicle travel departure time choice behavior[J]. 吉林大学学报(工学版), 2013, 43(03): 626 -632 .
[8] MA Wan-jing, XIE Han-zhou. Integrated control of main-signal and pre-signal on approach of intersection with double stop line[J]. 吉林大学学报(工学版), 2013, 43(03): 633 -639 .
[9] YU De-xin, TONG Qian, YANG Zhao-sheng, GAO Peng. Forecast model of emergency traffic evacuation time under major disaster[J]. 吉林大学学报(工学版), 2013, 43(03): 654 -658 .
[10] XIAO Yun, LEI Jun-qing, ZHANG Kun, LI Zhong-san. Fatigue stiffness degradation of prestressed concrete beam under multilevel amplitude cycle loading[J]. 吉林大学学报(工学版), 2013, 43(03): 665 -670 .