4results about How to "Effective organization" patented technology

The application discloses a text generation method and device, equipment, storage medium and program product. The method represents input data as a graph structure, uses a graph neural network to perform embedding learning on the graph structure, captures global information (i.e., global latent variables) and local information (i.e., local latent variables) between the input data, can more effectively organize and utilize complex data structures, can extract information at different levels, and improves the logical coherence and structure of the model when generating text. A global planning module is used to generate sentence topics and main content representations, and a refinement generation module is used to generate content representations of the sentences, which can capture and integrate information at different levels, significantly improving the inter-sentence coherence and consistency of the generated text. The expression mode of each sentence is adjusted according to the local latent variables, realizing diversified expression of the sentences, and a text that is both coherent and consistent and has various styles can be generated, meeting the demand for diversified text in actual applications.

The invention relates to the technical field of data integration, in particular to an internet information integration method and device and electronic equipment. The method comprises the following steps: preprocessing Internet multi-source information; performing data analysis and structuring on the Internet multi-source information to obtain a standardized data model; constructing a multi-source evaluation model based on the standardized data model to evaluate the credibility of the Internet multi-source information; performing information fusion and conflict resolution on the Internet multi-source information based on the comprehensive credibility score; and constructing an integrated database based on the Internet multi-source information after information fusion and conflict resolution. According to the invention, by constructing a multi-source acquisition engine, a heterogeneous analyzer, a credibility evaluation matrix and an intelligent fusion engine, automatic, structured and credible integration of enterprise-related internet information is realized.

The present application relates to the technical field of remote sensing image change detection, and provides a remote sensing change detection method and system based on foreground and background separation and historical feature reuse. The method comprises the following steps: based on a pair of preprocessed double-time-phase remote sensing images, using a ChangeMamba encoder, four features of different preset scales are obtained for each double-time-phase remote sensing image; based on the fourth layer foreground feature and the fourth layer background feature, using a foreground and background separation module, after fusion, the foreground and background are separated by inputting a hollow space pyramid pooling module to generate a foreground mask; based on the foreground mask, the third layer foreground feature and the third layer background feature, using an attention module, two parallel operations are performed to respectively generate foreground enhancement features and background suppression features, and weighted fusion is performed to obtain a foreground change map and a background change map; based on the foreground change map and the background change map, using a ChangeMamba decoder, change information of a to-be-detected region is obtained.

The invention discloses a solar energy storage system based on an energy tunnel, and the system comprises a solar energy acquisition and conversion module which is used for converting a solar energy resource into a solar energy input energy flow; the energy tunnel energy access and buffer module is used for carrying out energy collection and fluctuation buffer and generating intermediate energy flow; the distributed energy storage module is used for writing the intermediate energy flow into a plurality of energy storage units to generate a distributed energy storage result; the energy section and section energy storage module is used for performing section processing on the distributed energy storage result to generate a section energy storage result; the energy section scheduling module is used for generating an energy section scheduling instruction; the energy storage and release module is used for executing an energy storage or release operation to generate an output energy flow; and the passive stable operation module is used for realizing stable operation of the system by utilizing thermal inertia and environmental stability of the energy tunnel. Based on the energy tunnel, solar energy collection and energy storage are achieved, and the system has the advantages of being high in stability and low in adjustment burden.