Fractional order interval optimization method based on perturbation bound and gamma function of a non-equidistant ROGM
Grey Systems: Theory and Application
ISSN: 2043-9377
Article publication date: 24 May 2022
Issue publication date: 25 January 2023
Abstract
Purpose
The purpose of this paper is to propose a fractional order optimization method based on perturbation bound and gamma function of a DGM(r,1).
Design/methodology/approach
By analyzing and minimizing perturbation bound, the sub-optimal solution on fractional order interval is obtained through offline solving without iterative calculation. By this method, an optimized fractional order non-equidistant ROGM (OFONEROGM) is applied in fitting and prediction water quality parameters for a surface water pollution monitoring system.
Findings
This method can narrow fractional order interval in this work. In a surface water pollution monitoring system, the fitting and prediction performances of OFONEROGM are demonstrated comparing with integer order non-equidistant ROGM (IONEROGM).
Originality/value
A method of offline solving the sub-optimal solution on fractional order interval is proposed. It can narrow the optimized fractional order range of NEROGM without iterative calculation. A large number of calculations are eliminated. Besides that, optimized fractional order interval is only related to the number of original data, and convenient for practical application. In this work, an OFONEROGM is modeled for predicting water quality trend for preventing water pollution or stealing sewage discharge. It will provide guiding significance in water quality parameter fitting and predicting for water environment management.
Keywords
Acknowledgements
Funding: This work is supported by Science and Technology Development Project of Jilin Province under Grant 20210201106GX, Science and Technology Project of Jilin Province Education Department under Grant JJKH20210746KJ.
The authors would like to thank the anonymous reviewers and the Technical Editor for their valuable comments and suggestions on revising this paper.
Citation
Lian, Y., Feng, W., Li, P., Lei, Q., Ma, H., Sun, H. and Li, B. (2023), "Fractional order interval optimization method based on perturbation bound and gamma function of a non-equidistant ROGM", Grey Systems: Theory and Application, Vol. 13 No. 1, pp. 101-124. https://doi.org/10.1108/GS-02-2022-0019
Publisher
:Emerald Publishing Limited
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