2results about How to "Improve regional adaptability" patented technology

This invention discloses a method for calculating the installed capacity of distributed generation (DG) in a distribution area based on the time-series power of distribution transformers. The method includes: classifying the target distribution area by DG type; matching the DG type classification results with corresponding time period filtering principles; filtering the corresponding pure load time periods according to the time period filtering principles; obtaining pure load time period data; classifying the pure load time period data by date type; extracting the load cycle features corresponding to each date type; fitting the load cycle features using a pre-trained LSTM neural network model; outputting the load prediction value corresponding to the pure load time period; calculating the DG output at the corresponding time based on the load prediction value; filtering the maximum DG output value for the pure load time period; assigning dynamic coefficients to the maximum DG output value; and outputting the actual installed capacity of the target distribution area. This method improves the accuracy of DG installed capacity calculation, enhances data robustness, is applicable to a wider range of application scenarios, and is low-cost and easy to implement.

The application discloses a soil heavy metal pollution ecological risk identification method and system, relates to the technical field of soil pollution identification, and couples a module to construct a dynamic model of a physical field and fuse to obtain a coupling model, takes output of the coupling model as dynamic coupling data; an optimization module constructs a double-layer optimization framework of upper-layer space layout parameter screening and lower-layer strength judgment parameter optimization based on the coupling model output, adopts a probability agent model in iteration of the double-layer optimization framework, constructs a Pareto front solution set to screen candidate schemes based on multiple groups of risk identification schemes generated by iteration, and outputs a soil heavy metal pollution ecological risk dynamic identification atlas and hierarchical management and control suggestions in combination with a dynamic checking mechanism. The identification system can output the soil heavy metal pollution ecological risk dynamic identification atlas and the hierarchical management and control suggestions, not only realizes accurate positioning and hierarchical management of risks in space, but also achieves balance between ecological safety guarantee and economic cost control at a decision-making level.