5results about How to "Improve data storage efficiency" patented technology

Embodiments of the present application provide a kind of data processing method, device, equipment, storage medium and program product, wherein the method comprises: obtaining the equipment information reported by multiple metering instruments according to predefined time interval, and each equipment information is transformed, and the structured information flow corresponding to each metering instrument is obtained;According to the structured information flow corresponding to each metering instrument, perform time sequence verification operation;According to time sequence verification result and each structured information flow, generate time sequence data block, and send the time sequence data block to database, to make the database store the time sequence data in the time sequence data block;Wherein, the time sequence data block contains the ordered data set of the structured information with time sequence of each metering instrument.The embodiments of the present application can reduce the high cost caused by using high-end hardware materials, and improve data storage efficiency.

This application discloses a test data backtracking method, apparatus, device, storage medium, and program product, relating to the field of software testing technology, aiming to solve the problem of difficulty in locating and investigating test data. The method includes: acquiring test data collected by a data acquisition agent server; the test data is data generated during the process of calling application programming interface (API) when electronic devices in the test environment run test cases; associating and storing the test data with the test case to which the test data belongs and / or the API called by the test data, and establishing multi-dimensional retrieval identifiers; responding to a data call request sent by a visualization platform, determining the target test data based on the retrieval parameters and retrieval identifiers requested in the data call request; and sending the target test data to the visualization platform so that the visualization platform can visually display the target test data.

This invention discloses an intelligent computing center performance evaluation and optimization management system, belonging to the field of intelligent computing center management technology. The system includes a data acquisition module, a data preprocessing module, a performance evaluation module, an optimization decision-making module, an execution control module, and a data storage module. The data acquisition module uses IoT sensors and edge computing nodes to collect real-time operating data from various devices and transmits it encrypted. The data preprocessing module uses the Spark Streaming framework to clean and denoise the data. The performance evaluation module integrates a CNN-LSTM hybrid network and the Analytic Hierarchy Process (AHP) to generate a comprehensive performance score through a formula. The optimization decision-making module uses reinforcement learning and other algorithms, combined with a digital twin engine and energy consumption prediction formulas, to generate the optimal resource scheduling scheme. This system achieves comprehensive data acquisition, accurate performance evaluation, scientific optimization decision-making, and efficient execution control for intelligent computing centers, improving operating efficiency and reducing energy consumption, and has high practical value.

The application discloses a kind of plant specimen intelligent integrated management system, it is related to plant specimen management technical field, including management center, the management center includes information entry module, information processing module, information coordination module, information audit module and information traceability module;Through setting acquisition electronic tag and identification electronic tag, and the information item in standardization acquisition electronic tag and identification electronic tag, so as to directly enter the basic information and data information of entity specimen, and the basic information and data information of entity specimen are automatically summarized in corresponding information item, so as to reduce the operation time of manual input, improve information entry efficiency.