Yellow River Basin Industrial Base Spatio-temporal Monitoring and Impact Assessment Dataset

This dataset comprehensively supports the research titled "Multi-scale Intelligent Mapping and Spatio-temporal Dynamic Analysis of Coal-Electricity Bases in the Yellow River Basin." It is designed to provide the scientific community with a transparent, reproducible, and compliance-oriented resource for understanding the impact of industrial activities on the regional environment. The dataset aggregates data elements and core algorithm codes that underpin the key research stages of the paper, with a focus on demonstrating and reproducing the innovative methodologies employed, rather than directly sharing sensitive raw data or precise measurement values.
The data is organized according to the major phases of the research:
Data Preprocessing and Preliminary Screening Phase: Includes sample data and processing codes demonstrating how deep learning models were used to screen for potential industrial activity areas from extensive remote sensing imagery.Fine-grained Feature Extraction and Classification Phase: Contains sample data, intermediate processing results (e.g., representative slices of classification probability maps), and corresponding algorithm implementation codes used to illustrate how the "feature decoupling" strategy was applied to identify and classify various key features from high-resolution imagery.Boundary Identification and Dynamic Tracking Phase: Provides sample data, boundary extraction examples, and application codes showcasing how SAM and SAM2 models were used to refine industrial area boundaries and track their spatio-temporal evolution.Environmental Risk Assessment and Spatio-temporal Evolution Analysis Phase: Includes sample statistical indicators and change rate examples used to demonstrate the construction and application of the environmental risk assessment system and the quantification of regional dynamic changes, along with relevant analysis and assessment codes.By offering these data and codes, this dataset aims to promote research and application of advanced remote sensing monitoring techniques for complex regional industries, providing robust scientific support for sustainable development and ecological protection in the Yellow River Basin.