MicroCloud Hologram Inc. (NASDAQ:HOLO), ("HOLO" or the "Company"), a technology service provider, launched Q-DPC Accelerator, which is an innovative tool that relies on the quantum-enhanced density peak clustering algorithm to improve strategy evaluation efficiency. The quantum-reinforced density peak clustering strategy set grouping method proposed by HOLO accurately identifies the clustering structure in the strategy set through quantum computing technology, significantly reducing the complexity of strategy evaluation. The overall architecture and operational process of Q-DPC Accelerator cover core links such as quantum-assisted data preprocessing, quantum density peak clustering, quantum-accelerated strategy matching, and performance evaluation.
As a strategy evaluation tool relying on the quantum-enhanced density peak clustering algorithm, HOLO's Q-DPC Accelerator possesses three core functions: strategy set preprocessing, quantum clustering grouping, and intelligent strategy matching. The collaborative operation of these functions can significantly improve the efficiency and accuracy of strategy evaluation. Among them, the strategy set preprocessing stage completes data preparation work before evaluation, through steps such as quantum data cleaning, quantum feature extraction, and quantum data conversion, making the strategy data more adapted to density peak clustering analysis. The data cleaning stage removes redundant, incomplete, or erroneous strategy information, ensuring the accuracy and consistency of the data and avoiding impacts on evaluation results; the feature extraction stage extracts key features such as user roles, resource types, and operation permissions from the strategy set, providing support for subsequent clustering operations; the data conversion stage converts the strategy set into vector, matrix, and other data formats suitable for processing by the quantum density peak clustering algorithm. The quantum clustering grouping stage uses the quantum-enhanced density peak clustering algorithm to group the strategy set, evaluating the density and distance relationships between strategies through quantum computing, precisely identifying the clustering structure, determining peak points, and dividing the strategies into different clusters. This grouping method decomposes the massive and complex strategy set into small subsets with similar features, significantly reducing the time cost and computational complexity of the evaluation process.
The intelligent strategy matching stage utilizes quantum clustering results to achieve rapid matching. When an access request is initiated, Q-DPC Accelerator compares and analyzes the request information with the pre-generated strategy clusters, quickly determining the strategy set that meets the request by precisely searching for the most matching strategy within each cluster. This quantum clustering-based matching method not only significantly improves matching speed but also ensures result accuracy. In addition, Q-DPC Accelerator can be used in collaboration with other access control technologies and rule engines to further optimize the matching process, ensuring the system's security and compliance.
HOLO's Q-DPC Accelerator, through the collaborative operation of its three core functions, provides enterprises with efficient and precise strategy evaluation solutions. This tool, relying on the deep integration of the quantum-enhanced density peak clustering algorithm and strategy clustering structure, achieves rapid matching in large-scale complex strategy set scenarios, effectively reducing the time cost and computational complexity of the evaluation process, and significantly improving system operational efficiency. As an innovative achievement combining quantum technology and density peak clustering algorithm, Q-DPC Accelerator has broad application value in various industry fields, helping enterprises build robust security protection systems to cope with increasingly severe security challenges. With the continuous development of quantum computing technology and the continuous improvement of the tool, Q-DPC Accelerator will further enhance the performance and accuracy of strategy evaluation, providing more reliable protection for enterprise data resource security.