A method for realizing intelligent operation by means of park index algorithm
CN122114574BActive Publication Date: 2026-08-28QINGDAO CITY BRAIN INVESTMENT DEV CO LTD
Patent Information
- Application Number
- CN202610588600.7
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2026-04-30
- Publication Date
- 2026-08-28
- Estimated Expiration
- 2046-04-30
AI Technical Summary
Technical Problem
[0003]然而,此类方法在实际应用中存在明显局限性
Benefits of technology
[0058](1):传统园区管理系统采用固定的权重或规则,难以应对物流、安防、能源等部门目标间的动态冲突与突发环境变化。本发明通过基于长短期记忆神经网络的动态效用函数生成机制,能够实时分析人流密度、能耗负载、天气状态等多源数据,自适应地调整各部门的决策权重。同时,集成业务规则引擎对极端场景进行强制干预,使得系统决策既能遵循数据驱动的智能规律,又能保障运营安全与优先级。这一机制将静态、僵化的协同模式升级为毫秒级动态自适应调整,显著提升了园区在复杂多变场景下的整体运营效能与鲁棒性。
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Abstract
The application relates to the technical field of artificial intelligence and smart park management, and specifically discloses a method for realizing intelligent operation by means of a park index algorithm, aiming to solve the problems of decision rigidity and response delay caused by the solidification of utility weights in a traditional park management system. The method comprises the following steps: collecting multi-source real-time data of logistics, security and energy and realizing space-time alignment; pre-processing and feature extraction of the data; dynamically generating utility weights of the three departments based on a lightweight long short-term memory neural network; constructing a multi-objective utility function matrix; solving a local Nash equilibrium strategy at an edge node; issuing a scheduling instruction and forming a perception-decision-execution closed loop. Through the above technical scheme, the application realizes real-time coupling of department priority and environmental variables, further reduces end-to-end control delay, significantly reduces artificial intervention and resource waste, and improves the overall operation efficiency and self-adaptive ability of the park.
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Citation Information
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