Multi-dimensional Optimization Research on the Path of Creating Blue Carbon Industry Clusters in Macao-Zhuhai Pole Based on Intelligent Algorithm

This paper combines the development situation of blue carbon industry to formulate the multidimensional optimization model construction of blue carbon industry cluster path.First set the model decision variables and objective function, and divide the constraints.Select the genetic algorithm to solve the optimization model.Determine the research data sources and genetic algorithm parameters, and analyze the multidimensional optimization model.The sensitivity coefficients of each decision variable to the optimization model are 0.2~0.1, and its sensitivity level is III, which means that the selected decision variables meet the research requirements.Compared with the other three algorithms, this paper's genetic algorithm has superiority in four performance indicators, indicating that the genetic algorithm is more suitable for optimization model solving, and finally, the optimization model of this paper is put into the actual blue carbon industry, and it is found that there is a significant difference in the effect of carbon reduction, economic gain, green environmental protection, and satisfaction before and after the optimization (P<0.05), which verifies the effectiveness of this paper's optimization for practical application, and finally, according to the optimization results, the Finally, according to the optimization results, the corresponding optimization path is proposed.

Publication Details

Journal
Journal of Combinatorial Mathematics and Combinatorial Computing
Published
2025-04-16
DOI
https://doi.org/10.61091/jcmcc127b-009
Primary Topic
E-commerce and Technology Innovations
Type
article
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article

Multi-dimensional Optimization Research on the Path of Creating Blue Carbon Industry Clusters in Macao-Zhuhai Pole Based on Intelligent Algorithm

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Journal of Combinatorial Mathematics and Combinatorial Computing
E-commerce and Technology Innovations
article

Multi-dimensional Optimization Research on the Path of Creating Blue Carbon Industry Clusters in Macao-Zhuhai Pole Based on Intelligent Algorithm

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Abstract

This paper combines the development situation of blue carbon industry to formulate the multidimensional optimization model construction of blue carbon industry cluster path.First set the model decision variables and objective function, and divide the constraints.Select the genetic algorithm to solve the optimization model.Determine the research data sources and genetic algorithm parameters, and analyze the multidimensional optimization model.The sensitivity coefficients of each decision variable to the optimization model are 0.2~0.1, and its sensitivity level is III, which means that the selected decision variables meet the research requirements.Compared with the other three algorithms, this paper's genetic algorithm has superiority in four performance indicators, indicating that the genetic algorithm is more suitable for optimization model solving, and finally, the optimization model of this paper is put into the actual blue carbon industry, and it is found that there is a significant difference in the effect of carbon reduction, economic gain, green environmental protection, and satisfaction before and after the optimization (P<0.05), which verifies the effectiveness of this paper's optimization for practical application, and finally, according to the optimization results, the Finally, according to the optimization results, the corresponding optimization path is proposed.

Journal of Combinatorial Mathematics and Combinatorial ComputingVol. 127b
Industry, innovation and infrastructure
Openalex Percentile: Top 86%
E-commerce and Technology Innovations
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Multi-dimensional Optimization Research on the Path of Creating Blue Carbon Industry Clusters in Macao-Zhuhai Pole Based on Intelligent Algorithm · Journal of Combinatorial Mathematics and Combinatorial Computing (2025) | TGRS Research Map | TGRS