Application of fuzzy updating algorithm for real-time forecast

被引：3
|
作者：
Pulukuri S. [1 ]
Keesara V.R. [1 ]
Deva P. [1 ]
机构：
[1] Civil Engineering Department, NIT Warangal, Warangal
来源：
ISH Journal of Hydraulic Engineering | 2018年 / 24卷 / 02期
关键词：
error forecast; Fuzzy; real-time; updating algorithm;
D O I：
10.1080/09715010.2017.1408039
中图分类号：
学科分类号：
摘要：
Fuzzy logic technique is widely used in hydrology for handling complex and incomplete data. Accurate forecast with sufficient lead-time can be obtained by fuzzy logic technique. A fuzzy autoregressive updating model is proposed as error-forecast updating model. Kinematic Wave-Finite Element (KW-FEM)-based distributed rainfall–runoff model is selected to forecast the observed discharge on the watersheds. The proposed model is applied on Khadakohol and Banha watersheds in India. Coefficient of efficiency increased from 0.81 to 0.87, error in peak discharge decreased and error in time to peak discharge decreased from 0.5 to 0 h using the updating model. Real-time flow forecast accuracy is higher in updating model than in non-updating model. © 2017 Indian Society for Hydraulics.
引用
收藏
页码：213 / 221
页数：8
相关论文
共 50 条
  • [1] Grey Forecast Rainfall with Flow Updating Algorithm for Real-Time Flood Forecasting
    Ho, Jui-Yi
    Lee, Kwan Tun
    WATER, 2015, 7 (05) : 1840 - 1865
  • [2] Efficient Algorithm of Real-Time Failure Probability Function Updating
    Guo, Yifan
    Lu, Zhenzhou
    Chen, Yizhou
    JOURNAL OF AIRCRAFT, 2025,
  • [3] Algorithm of real-time developing a forecast model of engineering systems
    Vladimirovich, Demin Anatoliy
    Svetlana, Dmitrieva
    2015 7th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT), 2015, : 14 - 19
  • [4] A self-organization algorithm for real-time flood forecast
    Chang, FJ
    Hwang, YY
    HYDROLOGICAL PROCESSES, 1999, 13 (02) : 123 - 138
  • [5] Fuzzy scheduling with application to real-time systems
    Litoiu, M
    Tadei, R
    FUZZY SETS AND SYSTEMS, 2001, 121 (03) : 523 - 535
  • [6] Improved Dynamic System Response Curve Method for Real-Time Flood Forecast Updating
    Si, Wei
    Gupta, Hoshin, V
    Bao, Weimin
    Jiang, Peng
    Wang, Wenzhuo
    WATER RESOURCES RESEARCH, 2019, 55 (09) : 7493 - 7519
  • [7] A fuzzy clock synchronization algorithm for real-time ethernet
    Xie, Haofei
    Xing, Yongkang
    International Journal of Advancements in Computing Technology, 2012, 4 (08) : 181 - 189
  • [8] Real-time fuzzy controller by fusing algorithm with hardware
    Li, Taifu
    Dong, Chun
    Liu, Shuxi
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2006, 13E : 1397 - 1401
  • [9] Real-Time Intrusion Detection with Fuzzy Genetic Algorithm
    Jongsuebsuk, P.
    Wattanapongsakorn, N.
    Charnsripinyo, C.
    2013 10TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY (ECTI-CON), 2013,
  • [10] Fuzzy algorithm for real-time train dispatch and control
    Tazoniero, A
    Gonçalves, R
    Gomide, F
    NAFIPS 2005 - 2005 Annual Meeting of the North American Fuzzy Information Processing Society, 2005, : 332 - 336
12345