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Genetic Algorithm of GIS in Water Pollution Control Planning GIS在水污染控制规划中的遗传算法
Water Pollution Prevention and Control Project Pub Date : 2023-02-20 DOI: 10.38007/wppcp.2023.040106
Cioara Tudor
{"title":"Genetic Algorithm of GIS in Water Pollution Control Planning","authors":"Cioara Tudor","doi":"10.38007/wppcp.2023.040106","DOIUrl":"https://doi.org/10.38007/wppcp.2023.040106","url":null,"abstract":": Water is the source of life. The shortage of water resources and environmental pollution have become the bottleneck restricting economic development. The main pollutants are organic substances, such as sewage nitrogen, biochemical oxygen demand, permanganate index, volatile phenol, etc. These factors affect a wide range of areas and have a high degree of harm. In order to make full use of water resources and reduce water pollution (WP for short here), it is necessary to treat water environment as a whole to make it meet the water quality standards. In this paper, GIS (Geographic Information Science) technology is used for comprehensive evaluation of water quality, and certain mathematical calculation methods are used to achieve quantitative and objective evaluation of water quality, so as to achieve the objective evaluation of water quality and work efficiency. Genetic algorithm (GA) is an adaptive global optimal probability search method, which imitates the genetic and evolutionary process of organisms in nature. In this paper, from the perspective of biological genetics, a GA for directly coding parameters is designed, which solves the problem that traditional nonlinear problems are easy to fall into local optimum. At present, it has been widely used in many aspects. Based on GA of GIS, this paper applies it to WP control planning. The study found that the cost of WP control system based on GA based on GIS was reduced by 30.32 million compared with the cost of WP control before improvement.","PeriodicalId":383666,"journal":{"name":"Water Pollution Prevention and Control Project","volume":"231 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129400383","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deep Convolution Neural Network in Remote Sensing Monitoring of Water Source Pollution Sources 深度卷积神经网络在水源污染源遥感监测中的应用
Water Pollution Prevention and Control Project Pub Date : 2022-12-18 DOI: 10.38007/wppcp.2022.030406
{"title":"Deep Convolution Neural Network in Remote Sensing Monitoring of Water Source Pollution Sources","authors":"","doi":"10.38007/wppcp.2022.030406","DOIUrl":"https://doi.org/10.38007/wppcp.2022.030406","url":null,"abstract":"","PeriodicalId":383666,"journal":{"name":"Water Pollution Prevention and Control Project","volume":"156 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124369041","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Water Pollution Prevention Engineering Based on K-Means Algorithm and Naive Bayesian Algorithm 基于k均值算法和朴素贝叶斯算法的水污染防治工程
Water Pollution Prevention and Control Project Pub Date : 2022-12-18 DOI: 10.38007/wppcp.2022.030401
{"title":"Water Pollution Prevention Engineering Based on K-Means Algorithm and Naive Bayesian Algorithm","authors":"","doi":"10.38007/wppcp.2022.030401","DOIUrl":"https://doi.org/10.38007/wppcp.2022.030401","url":null,"abstract":"","PeriodicalId":383666,"journal":{"name":"Water Pollution Prevention and Control Project","volume":"52 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127905573","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fusion Chaos Neural Network Algorithm to Control Water Pollution Prevention in Mine Reconstruction Projects 融合混沌神经网络算法控制矿井改造工程水污染防治
Water Pollution Prevention and Control Project Pub Date : 2022-12-18 DOI: 10.38007/wppcp.2022.030403
{"title":"Fusion Chaos Neural Network Algorithm to Control Water Pollution Prevention in Mine Reconstruction Projects","authors":"","doi":"10.38007/wppcp.2022.030403","DOIUrl":"https://doi.org/10.38007/wppcp.2022.030403","url":null,"abstract":"","PeriodicalId":383666,"journal":{"name":"Water Pollution Prevention and Control Project","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122270700","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Urban Water Pollution Prevention and Protection Based on Convolutional Neural Network 基于卷积神经网络的城市水污染防治
Water Pollution Prevention and Control Project Pub Date : 2022-12-18 DOI: 10.38007/wppcp.2022.030404
{"title":"Urban Water Pollution Prevention and Protection Based on Convolutional Neural Network","authors":"","doi":"10.38007/wppcp.2022.030404","DOIUrl":"https://doi.org/10.38007/wppcp.2022.030404","url":null,"abstract":"","PeriodicalId":383666,"journal":{"name":"Water Pollution Prevention and Control Project","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127771184","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Water Environmental Pollution Risk Assessment and Water Pollution Dispersion Simulation by Integrating GIS and Random Forest Algorithm 基于GIS和随机森林算法的水环境污染风险评价与水污染扩散模拟
Water Pollution Prevention and Control Project Pub Date : 2022-12-18 DOI: 10.38007/wppcp.2022.030402
{"title":"Water Environmental Pollution Risk Assessment and Water Pollution Dispersion Simulation by Integrating GIS and Random Forest Algorithm","authors":"","doi":"10.38007/wppcp.2022.030402","DOIUrl":"https://doi.org/10.38007/wppcp.2022.030402","url":null,"abstract":"","PeriodicalId":383666,"journal":{"name":"Water Pollution Prevention and Control Project","volume":"49 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126684262","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Water Pollution Early Warning Model Based on Decision Tree Algorithm and Electronic Information Technology 基于决策树算法和电子信息技术的水污染预警模型
Water Pollution Prevention and Control Project Pub Date : 2022-12-18 DOI: 10.38007/wppcp.2022.030405
{"title":"Water Pollution Early Warning Model Based on Decision Tree Algorithm and Electronic Information Technology","authors":"","doi":"10.38007/wppcp.2022.030405","DOIUrl":"https://doi.org/10.38007/wppcp.2022.030405","url":null,"abstract":"","PeriodicalId":383666,"journal":{"name":"Water Pollution Prevention and Control Project","volume":"62 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121509339","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Artificial Neural Network Based Raman Spectroscopy System for Water Quality Monitoring 基于人工神经网络的拉曼光谱水质监测系统
Water Pollution Prevention and Control Project Pub Date : 2022-09-18 DOI: 10.38007/wppcp.2022.030304
{"title":"Artificial Neural Network Based Raman Spectroscopy System for Water Quality Monitoring","authors":"","doi":"10.38007/wppcp.2022.030304","DOIUrl":"https://doi.org/10.38007/wppcp.2022.030304","url":null,"abstract":"","PeriodicalId":383666,"journal":{"name":"Water Pollution Prevention and Control Project","volume":"47 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132403505","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Efficient Nonlinear Optimization Algorithm Based on Water Pollution Prevention System 基于水污染防治系统的高效非线性优化算法
Water Pollution Prevention and Control Project Pub Date : 2022-09-18 DOI: 10.38007/wppcp.2022.030301
{"title":"Efficient Nonlinear Optimization Algorithm Based on Water Pollution Prevention System","authors":"","doi":"10.38007/wppcp.2022.030301","DOIUrl":"https://doi.org/10.38007/wppcp.2022.030301","url":null,"abstract":"","PeriodicalId":383666,"journal":{"name":"Water Pollution Prevention and Control Project","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129151750","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Drinking Water Pollution Prevention and Control Engineering Model Based on Random Forest Algorithm and Electronic Information Intelligence 基于随机森林算法和电子信息智能的饮用水污染防治工程模型
Water Pollution Prevention and Control Project Pub Date : 2022-09-18 DOI: 10.38007/wppcp.2022.030305
{"title":"Drinking Water Pollution Prevention and Control Engineering Model Based on Random Forest Algorithm and Electronic Information Intelligence","authors":"","doi":"10.38007/wppcp.2022.030305","DOIUrl":"https://doi.org/10.38007/wppcp.2022.030305","url":null,"abstract":"","PeriodicalId":383666,"journal":{"name":"Water Pollution Prevention and Control Project","volume":"15 11","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"113942631","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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