The Environmental Status Assessment Modelof Artificial Wetlands Basedon Big Data Technology

With the strengthening of environmental protection awareness, constructed wetlands are an important part of urban ecosystems, and their environmental status assessment is paid more attention.This study aims to construct and validate a new model for the environmental state assessment of constructed wetlands, which integrates the analytic hierarchy process and backpropagation neural network to improve the accuracy and efficiency of assessment.This study collects a large amount of wetland environmental data, uses the analytic hierarchy process to determine the weights of key evaluation indicators, and then uses an improved backpropagation neural network to carry out in-depth learning and prediction to accurately assess the environmental state of constructed wetlands.An adaptive variation genetic algorithm was used to optimize the BP neural network model, along with L1 and L2 regularization techniques and Adam and RMSprop optimization algorithms were used to further improve the model performance.The results show that the model converges at the 20 th iteration, the convergence speed is increased by 34%, 80% of the data falls within the error range of plus or minus 0.2, the R 2 value is as high as 0.99163, and the mean square error is close to zero, which shows that the model has significant advantages in improving the evaluation accuracy and efficiency.The comprehensive score shows that the overall environmental status of the constructed wetland is not ideal; there may be pollution problems, and improvement measures need to be taken.This model provides a scientific basis for wetland environmental protection and management, helps optimize protection measures, and realizes the sustainable development of wetland ecosystems.It is also of great significance for improving the efficiency and effect of wetland management.

Authors

Publication Details

Journal
Polish Journal of Environmental Studies
Published
2025-04-18
DOI
https://doi.org/10.15244/pjoes/202575
Citations
1
Primary Topic
E-commerce and Technology Innovations
Type
article
Field-Weighted Citation Impact
2.45
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article

The Environmental Status Assessment Modelof Artificial Wetlands Basedon Big Data Technology

Wei Chen, Na Zheng
1 citations
Polish Journal of Environmental Studies
E-commerce and Technology Innovations
2.45
article

The Environmental Status Assessment Modelof Artificial Wetlands Basedon Big Data Technology

Wei Chen, Na Zheng
article en
1 citations

Abstract

With the strengthening of environmental protection awareness, constructed wetlands are an important part of urban ecosystems, and their environmental status assessment is paid more attention.This study aims to construct and validate a new model for the environmental state assessment of constructed wetlands, which integrates the analytic hierarchy process and backpropagation neural network to improve the accuracy and efficiency of assessment.This study collects a large amount of wetland environmental data, uses the analytic hierarchy process to determine the weights of key evaluation indicators, and then uses an improved backpropagation neural network to carry out in-depth learning and prediction to accurately assess the environmental state of constructed wetlands.An adaptive variation genetic algorithm was used to optimize the BP neural network model, along with L1 and L2 regularization techniques and Adam and RMSprop optimization algorithms were used to further improve the model performance.The results show that the model converges at the 20 th iteration, the convergence speed is increased by 34%, 80% of the data falls within the error range of plus or minus 0.2, the R 2 value is as high as 0.99163, and the mean square error is close to zero, which shows that the model has significant advantages in improving the evaluation accuracy and efficiency.The comprehensive score shows that the overall environmental status of the constructed wetland is not ideal; there may be pollution problems, and improvement measures need to be taken.This model provides a scientific basis for wetland environmental protection and management, helps optimize protection measures, and realizes the sustainable development of wetland ecosystems.It is also of great significance for improving the efficiency and effect of wetland management.

Polish Journal of Environmental Studies
Climate action
Openalex Percentile: Top 13%
E-commerce and Technology Innovations
2.45
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