中国海洋大学学报（自然科学版）2025，Vol.55Issue(7)：117-128,12.DOI:10.16441/j.cnki.hdxb.20230194
改进多准则决策和人工神经网络的风浪联合开发区划智能模型研究
Research on Intelligent Model for Wind and Wave Joint Development Zoning of Improved MCDM and ANN
摘要
Abstract
In view of the problems of complex calculation,time-consuming and high cost in the current research on marine energy zoning,an intelligent model of wind and wave joint development zoning is proposed in this study based on the improved multi-criteria decision making(MCDM)method and artifi-cial neural network(ANN).In order to reduce the subjective bias of experts,the fuzzy level based weight assessment(FLBWA)method is applied to calculate the weight of evaluation indexes;Then combined with improved Borda-multi-objective optimization on the basis of ratio analysis plus full multi-plicative form(Borda-MULTIMOORA)method to calculate suitability index,thereby the evaluation results are obtained more accurately and efficiently;Subsequently,the grey wolf optimizer with back propagation(GWO-BP)neural network builds and trains an intelligent model to transform suitability a-nalysis into an automated,efficient and intelligent process.Finally,the feasibility and rationality of the model are verified by taking the joint development zoning of Shandong Province as an example.Accord-ing to the case verification,the model can realize the intelligence of wind and wave joint development zoning,and provide reference for research and government planning in related fields.关键词
风浪联合开发/区划/基于层级的模糊权重评估法/改进的Borda-全乘比例多目标优化法/灰狼优化算法的反向传播Key words
wind and wave joint development/zonation/fuzzy level based weight assessment method/improved Borda-multi-objective optimization on the basis of ratio analysis plus full multi-plicative form method/grey wolf optimizer with back propagation分类
海洋学引用本文复制引用
邵萌,管笑,孙金伟,毛智谋,邵珠晓,伊传秀,李祥东..改进多准则决策和人工神经网络的风浪联合开发区划智能模型研究[J].中国海洋大学学报（自然科学版）,2025,55(7):117-128,12.基金项目
国家自然科学基金项目(51609224,52471305) （51609224,52471305）
山东省自然科学基金项目(ZR2023ME028)资助Supported by the National Natural Science Foundation of China(51609224,52471305) （ZR2023ME028）
the Shandong Provincial Natural Science Foun-dation of China(ZR2023ME028) （ZR2023ME028）
