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Comparative Study between Type-1 and Interval Type-2 Fuzzy Systems in Parameter Adaptation for the Cuckoo Search Algorithm. Symmetry (Basel) 2022. [DOI: 10.3390/sym14112289] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The objective of this work is focused on improving the optimization ability of the cuckoo search algorithm (CS), and, for this reason, a comparison is made between type-1 and interval type-2 fuzzy logic to look for more promising results in the cuckoo search algorithm (CS), and to help performance, we dynamically adjust the alpha parameter. The idea is to enable CS in leaving the local optima, and then be able to reach the global optima. Currently, there are good results in improving the optimization of algorithms through intelligent fuzzy logic computing after finding the best adjustment parameters. The approach is based on finding the ideal rules with their respective linguistic variables to represent the real world as is perceived by humans. The membership functions that the fuzzy system uses are symmetrically defined for reducing the search space, and this symmetry is what makes the algorithm efficient. We plan to test the proposal in future works in the optimal design of control systems. In the present study, we use five benchmark mathematical functions with variation in the number of dimensions to validate the approach and perform the comparison of interval type-2 and type-1 fuzzy systems in parameter adaptation. For the dynamic adjustment of the parameters, we select the alpha parameter, and the values of Pa and Beta are defined based on the analysis of their behavior in previous works.
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Feyli B, Soltani H, Hajimohammadi R, Fallahi-Samberan M, Eyvazzadeh A. A reliable approach for heat exchanger networks synthesis with stream splitting by coupling genetic algorithm with modified quasi-linear programming method. Chem Eng Sci 2022. [DOI: 10.1016/j.ces.2021.117140] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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3
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Globally optimal synthesis of heat exchanger networks. Part III: Non‐isothermal mixing in minimal and non‐minimal networks. AIChE J 2021. [DOI: 10.1002/aic.17393] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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Wang Y, Yi K, Sun B, Sun J, Xue Y. An efficient operation optimization method for the series-parallel fractionation system of industrial hydrocracking. Chem Eng Res Des 2021. [DOI: 10.1016/j.cherd.2021.04.027] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Xu Y, Liu L, Cui G. A Flexible Model with an Adjustable Number of Nodes for Efficient and High-Quality Heat Exchanger Network Synthesis. Ind Eng Chem Res 2020. [DOI: 10.1021/acs.iecr.0c00736] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Yue Xu
- School of Energy and Power Engineering, University of Shanghai for Science and Technology, 516 Jungong Road, Shanghai 200093, China
| | - Liuchen Liu
- School of Energy and Power Engineering, University of Shanghai for Science and Technology, 516 Jungong Road, Shanghai 200093, China
| | - Guomin Cui
- School of Energy and Power Engineering, University of Shanghai for Science and Technology, 516 Jungong Road, Shanghai 200093, China
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Chang C, Peccini A, Wang Y, Costa ALH, Bagajewicz MJ. Globally optimal synthesis of heat exchanger networks. Part I: Minimal networks. AIChE J 2020. [DOI: 10.1002/aic.16267] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Chenglin Chang
- State Key Laboratory of Heavy Oil ProcessingChina University of Petroleum Beijing China
- Zhejiang Provincial Key Laboratory of Advanced Chemical Engineering Manufacture TechnologyCollege of Chemical and Biological Engineering, Zhejiang University Hangzhou China
| | - Alice Peccini
- Institute of Chemistry. Rio de Janeiro State University (UERJ) Rio de Janeiro Brazil
| | - Yufei Wang
- State Key Laboratory of Heavy Oil ProcessingChina University of Petroleum Beijing China
| | - André L. H. Costa
- Institute of Chemistry. Rio de Janeiro State University (UERJ) Rio de Janeiro Brazil
| | - Miguel J. Bagajewicz
- School of Chemical, Biological and Materials EngineeringUniversity of Oklahoma Norman Oklahoma USA
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Chang C, Liao Z, Costa ALH, Bagajewicz MJ. Globally optimal synthesis of heat exchanger networks. Part
II
:
Non‐minimal
networks. AIChE J 2020. [DOI: 10.1002/aic.16264] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Chenglin Chang
- Zhejiang Provincial Key Laboratory of Advanced Chemical Engineering Manufacture Technology, College of Chemical and Biological EngineeringZhejiang University Hangzhou China
| | - Zuwei Liao
- State Key Laboratory of Chemical Engineering, College of Chemical and Biological EngineeringZhejiang University Hangzhou China
| | - André L. H. Costa
- Institute of ChemistryRio de Janeiro State University (UERJ) Rio de Janeiro Brazil
| | - Miguel J. Bagajewicz
- School of Chemical, Biological and Materials EngineeringUniversity of Oklahoma Norman Oklahoma USA
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Zamora JM, Hidalgo-Muñoz MG, Pedroza-Robles LE, Núñez-Serna RI. Optimization and utilities relocation approach for the improvement of heat exchanger network designs. Chem Eng Res Des 2020. [DOI: 10.1016/j.cherd.2020.01.024] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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