建筑运维智能体策略更新方法及存储介质
By introducing the Shapley value credit allocation mechanism into the intelligent building operation and maintenance system, the problem of unfair credit allocation in multi-agent systems is solved, and optimization and dynamic adaptation of cross-system collaboration are achieved, thereby improving operation and maintenance efficiency and fairness.
Patent Information
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- SHANGHAI CONSTRUCTION FOURTH CONSTRUCTION GROUP CO LTD
- Filing Date
- 2025-12-23
- Publication Date
- 2026-07-17
AI Technical Summary
In intelligent building operation and maintenance management systems, existing technologies struggle to effectively assess the cross-system collaboration value among multiple intelligent agent systems, leading to unfair credit allocation and a lack of ability to model dynamic collaborative relationships, making it difficult to adapt to changes in the operating environment caused by building usage patterns and equipment aging.
A credit allocation mechanism based on Shapley values is adopted. By training the joint action value function, the Shapley credit value of each agent is calculated. Combined with the operation and maintenance collaboration affinity matrix and adaptive sampling strategy, the action strategies of each agent are optimized.
It enables fair evaluation of the contributions of each intelligent agent, enhances cross-system collaboration and optimization capabilities, dynamically adapts to building operation needs, and improves overall operation and maintenance efficiency and fairness.
Smart Images
Figure CN121920409B_ABST