Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Intelligent water affair non-negative pressure water supply system
The invention relates to the technical field of intelligent control, in particular to an intelligent water affair non-negative pressure water supply system which comprises a data acquisition module, a building water consumption prediction module, an MDP model construction module, an optimization module and a control result generation module. According to the invention, a building water data set is collected and processed through a data acquisition module; using an SVR-DNN prediction model in the building water consumption prediction module to carry out water consumption flow prediction; defining a state space, an action space and a reward function framework suitable for the non-negative pressure water supply system by means of an MDP model building module; the optimization module dynamically adjusts the operation frequency of the water pump according to the predicted value of the water consumption by utilizing a DDPG-ATT model on the basis of the MDP model; and the control result generation module uses the trained model to obtain an optimal decision according to the real-time data. Real-time monitoring and strategy adjustment of the operation state of the system are achieved, and it is ensured that the system efficiently and flexibly operates under the condition of different water demands.
本发明涉及智能控制技术领域，具体为一种智慧水务无负压供水系统，包括数据采集模块、建筑用水量预测模块、MDP模型构建模块、优化模块和控制结果生成模块。本发明通过数据采集模块收集和处理建筑用水数据集；利用建筑用水量预测模块中SVR‑DNN预测模型进行用水流量预测；借助MDP模型构建模块定义适合无负压供水系统的状态空间、动作空间和奖励函数框架；优化模块在MDP模型基础上，利用DDPG‑ATT模型根据用水量预测值动态调整水泵的运行频率；控制结果生成模块使用训练好的模型，根据实时数据得出最优决策。实现对系统运行状态的实时监控和策略调整，确保系统确保在不同用水需求情况下系统高效灵活运行。
Intelligent water affair non-negative pressure water supply system
The invention relates to the technical field of intelligent control, in particular to an intelligent water affair non-negative pressure water supply system which comprises a data acquisition module, a building water consumption prediction module, an MDP model construction module, an optimization module and a control result generation module. According to the invention, a building water data set is collected and processed through a data acquisition module; using an SVR-DNN prediction model in the building water consumption prediction module to carry out water consumption flow prediction; defining a state space, an action space and a reward function framework suitable for the non-negative pressure water supply system by means of an MDP model building module; the optimization module dynamically adjusts the operation frequency of the water pump according to the predicted value of the water consumption by utilizing a DDPG-ATT model on the basis of the MDP model; and the control result generation module uses the trained model to obtain an optimal decision according to the real-time data. Real-time monitoring and strategy adjustment of the operation state of the system are achieved, and it is ensured that the system efficiently and flexibly operates under the condition of different water demands.
本发明涉及智能控制技术领域，具体为一种智慧水务无负压供水系统，包括数据采集模块、建筑用水量预测模块、MDP模型构建模块、优化模块和控制结果生成模块。本发明通过数据采集模块收集和处理建筑用水数据集；利用建筑用水量预测模块中SVR‑DNN预测模型进行用水流量预测；借助MDP模型构建模块定义适合无负压供水系统的状态空间、动作空间和奖励函数框架；优化模块在MDP模型基础上，利用DDPG‑ATT模型根据用水量预测值动态调整水泵的运行频率；控制结果生成模块使用训练好的模型，根据实时数据得出最优决策。实现对系统运行状态的实时监控和策略调整，确保系统确保在不同用水需求情况下系统高效灵活运行。
Intelligent water affair non-negative pressure water supply system
一种智慧水务无负压供水系统
LYU MENGRU (Autor:in) / XU YE (Autor:in)
15.11.2024
Patent
Elektronische Ressource
Chinesisch
IPC:
E03B
Anlagen oder Verfahren zum Gewinnen, Sammeln oder Verteilen von Wasser
,
INSTALLATIONS OR METHODS FOR OBTAINING, COLLECTING, OR DISTRIBUTING WATER
/
G06F
ELECTRIC DIGITAL DATA PROCESSING
,
Elektrische digitale Datenverarbeitung
/
G06N
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
,
Rechnersysteme, basierend auf spezifischen Rechenmodellen
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