Intelligent park lot active recommendation system combining user portrait and real-time heat
CN122570831BActive Publication Date: 2026-10-27INMARS (FUJIAN) INFORMATION TECH CO LTD
Patent Information
- Application Number
- CN202611072725.0
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2026-07-20
- Publication Date
- 2026-10-27
- Estimated Expiration
- 2046-07-20
AI Technical Summary
Technical Problem
[0002]当前智慧园区车位推荐采用固定参数匹配方式,根据车位尺寸、位置等静态硬件信息得到相关车位推荐系数,从而难以适配园区动态变化的泊车环境
Benefits of technology
本发明基于全周期历史车位使用信息生成标准化车位对标要素,融合用户画像特征与实时车位热度特征,兼顾用户长期停车习惯和园区瞬时车流变动,既锁定用户车辆规格、充电需求、包月权限等硬性固有属性,又同步接入实时人流、车流的车位热度波动,生成的车位资源适配要素集兼顾静态适配属性与动态流转属性,实现用户需求和车位资源的双向动态匹配。通过筛选得到目标对标要素,根据要素拆分得到契合程度,结合热度起伏量化生成供需热度偏差基底,量化瞬时客流冲击带来的供需偏移数值,弥补静态匹配无法量化热度扰动影响的缺陷,根据供需热度偏差基底对停车需求刚性程度与车位热度稳定程度进行偏差修正得到画像热度差异系数,消除静态原始分值未考虑实时热度带来的计算误差,根据画像热度差异系数为待推荐用户输出目标车位推荐结果,优先推送匹配度更高的泊位,提升园区车位整体利用率。
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Figure CN122570831B_ABST
Abstract
The application discloses a wisdom park parking space active recommendation system combining user portrait and real-time heat, relates to the technical field of parking space recommendation, and has the technical scheme as follows: historical parking space use information of the wisdom park is acquired, and parking space benchmark elements are obtained based on the historical parking space use information; wherein the historical parking space use information comprises parking space characteristic parameters, recommendation classification results and heat evolution processes; the parking space benchmark elements comprise element numbers, element characteristic parameters and element recommendation labels; supply-demand heat deviation bases are obtained according to the influence of parking space heat fluctuation on the supply-demand adaptation relationship determined according to the fitting degree; portrait heat difference coefficients are obtained by performing deviation correction on parking demand rigidity and parking space heat stability according to the supply-demand heat deviation bases; and target parking space recommendation results are output for users to be recommended according to the portrait heat difference coefficients, so that the overall utilization rate of the park parking spaces is improved.
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Citation Information
Patent Citations
Intelligent parking space management system based on Internet of Things
CN115440059A
Method and device for updating travel information
CN116257532A