Device dynamic scheduling method, device and apparatus based on cultural event perception

By generating cultural event feature vectors and optimizing equipment activation ratios using integer programming models, the problem of equipment idleness or overload in existing scheduling systems during cultural events was solved. This enabled dynamic equipment scheduling and efficient resource utilization, thereby improving operational management efficiency across cultural regions.

CN121920797BActive Publication Date: 2026-06-26SHENZHEN MINGXIN DIGITAL TECH CO LTD
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Patent Information

Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
SHENZHEN MINGXIN DIGITAL TECH CO LTD
Filing Date
2026-03-27
Publication Date
2026-06-26

AI Technical Summary

Technical Problem

Existing scheduling systems struggle to predict and respond to fluctuations in workforce attendance caused by cultural events, leading to equipment idleness or overload, resource waste, and decreased efficiency. Traditional analytical methods are also unable to effectively integrate and uncover the deeper connections between information from cultural events, resulting in insufficient decision-making basis.

Method used

By acquiring multi-source heterogeneous data, cultural event feature vectors are generated. Large-scale language models are used to predict labor shortages. Integer programming models are combined to optimize equipment utilization ratios and generate equipment scheduling schemes. The schemes are then verified through digital twin simulation models and adjusted through reinforcement learning to achieve dynamic equipment scheduling.

Benefits of technology

It improved the timeliness and accuracy of labor shortage forecasting, enabled real-time optimal adjustment of equipment utilization ratio, reduced the risk of operational interruption and additional labor costs, enhanced the cultural adaptability and overall flexibility of the scheduling system, and ensured stable operational efficiency and efficient resource utilization.

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Abstract

The application relates to the technical field of device dynamic scheduling based on cultural event perception, and discloses a device dynamic scheduling method, device and apparatus based on cultural event perception, wherein the method comprises the following steps: constructing a cultural event feature vector and predicting by using a large language model, so that the timeliness and accuracy of labor gap prediction are improved; and combining an integer programming model to dynamically optimize, so that real-time and optimal adjustment of a target device enabling ratio is realized.The application has the beneficial effects that the operation interruption risk and additional labor cost caused by sudden manpower shortage are significantly reduced, the cultural adaptability and overall flexibility of the scheduling system are enhanced, the stability of operation efficiency and efficient use of resources in special periods such as cultural events are ensured, and a solution is provided for solving the operation management problem in cross-cultural areas.
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