Response Surface Models Using the Wavelet Technique for Reservoir Inflow Prediction

Author:

Bashir Adnan1ORCID,Shehzad Muhammad Ahmed1ORCID,Khan Aamna1,Asghar Muhammad Nabeel2,Aslam Muhammad3ORCID,Aldallal Ramy4,Kilai Mutua5,Mohamed Mohamed S.6

Affiliation:

1. Department of Statistics, Bahauddin Zakaryia University, Multan, Pakistan

2. Department of Computer Science, Bahauddin Zakaryia University, Multan, Pakistan

3. Department of Statistics, Faculty of Science, King Abdulaziz University, Jeddah, Saudi Arabia

4. College of Business Administration in Hotat Bani Tamim, Prince Sattam Bin Abdulaziz University, Al-Kharj, Saudi Arabia

5. Department of Mathematics, Pan African Institute of Basic Science Technology and Innovation, Nairobi, Kenya

6. Department of Mathematics & Statistics, College of Science, Taif University, P. O. Box 11099, Taif 21944, Saudi Arabia

Abstract

Reliable streamflow prediction is vital to improving river operations, flood avoidance, water supply, and water resources management. Recently, response surface models have been launched in reservoir inflow prediction due to their potential to model composite nonlinear behaviour. Authors develop a hybrid model, wavelet quadratic response surface for reservoir inflow prediction in Chenab river basin, Pakistan. Wavelet transform has extensive applications in the field biomedical, engineering, and hydrology. Discrete wavelet transform technique discloses the structure of nonstationary signals. A proper and careful selection of mother wavelet ensure the best performance of wavelet transform. The choice of a suitable wavelet function participates in implementing the wavelet function used in response surface based models for reliable prediction. The performance of the proposed model is checked on different performance indices for model evaluation. The new developed model, wavelet quadratic response surface, depicts excellent results than other studied models.

Funder

Taif University

Publisher

Hindawi Limited

Subject

General Engineering,General Mathematics

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3