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基于BP-SVM的生活污水处理工艺流程设计算法

张建民 陈敏杰

西安工程大学学报2024,Vol.38Issue(3):68-74,7.
西安工程大学学报2024,Vol.38Issue(3):68-74,7.DOI:10.13338/j.issn.1674-649x.2024.03.010

基于BP-SVM的生活污水处理工艺流程设计算法

Algorithm for designing domestic wastewater treatment process flow based on BP-SVM

张建民 1陈敏杰1

作者信息

  • 1. 西安工程大学 城市规划与市政工程学院,陕西 西安 710048
  • 折叠

摘要

Abstract

In order to improve the efficiency of domestic wastewater treatment process design,a wastewater treatment process database was established to save data samples abstracted from real domestic wastewater treatment processes,and the process was selected by the support vector ma-chine classification algorithm based on boundary points(BP-SVM).Support vector machine clas-sification algorithm based on boundary points(BP-SVM)was used to select the process.Multiple BP-SVMs were set up to solve the multi-classification problem.Parameter optimization of BP-SVM parameters was performed using genetic algorithm(GA).The results of the study show that the process design algorithm gives a suitable solution,verifies an accuracy of 94%,and con-sumes less compared to other algorithms.The feasibility and effectiveness of the algorithm is proved.

关键词

污水处理/工艺流程/支持向量机/遗传算法/边界点

Key words

sewage treatment/process/support vector machine(SVM)/genetic algorithm(GA)/boundary point

分类

信息技术与安全科学

引用本文复制引用

张建民,陈敏杰..基于BP-SVM的生活污水处理工艺流程设计算法[J].西安工程大学学报,2024,38(3):68-74,7.

西安工程大学学报

OACSTPCD

1674-649X

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