The invention discloses a ship lock navigation scheduling optimization method and system based on an AI algorithm, and belongs to the technical field of ship lock navigation scheduling, and the method comprises the steps: collecting ship data, hydro meteorological data and ship lock state data, and obtaining original collection data; the method comprises the following steps: preprocessing original acquisition data to obtain processing data, and integrating the processing data according to an acquisition timestamp to obtain ship monitoring data; performing feature extraction on the ship monitoring data to obtain key features related to ship lock navigation scheduling; key features are extracted from ship monitoring data, a ship lock navigation scheduling optimization model is established, and a ship lock navigation scheduling scheme is formulated by determining a target optimization function and constraint conditions; and solving the ship lock navigation scheduling optimization model through a genetic algorithm and a particle swarm optimization algorithm to obtain an optimal ship lock navigation scheduling scheme.
本发明公开了基于AI算法的船闸通航调度优化方法及系统,属于船闸通航调度技术领域,包括:采集船舶数据、水文气象数据及船闸状态数据,得到原始采集数据;通过对原始采集数据实施预处理,得到处理数据,并按照采集时间戳和对应的处理数据进行整合,得到船舶监控数据;对船舶监控数据进行特征提取,获取与船闸通航调度相关的关键特征;对船舶监控数据提取的关键特征,建立船闸通航调度优化模型,通过确定目标优化函数和约束条件,制定船闸通航调度方案;通过遗传算法和粒子群优化算法对船闸通航调度优化模型进行求解,获取船闸通航最优调度方案。
Ship lock navigation scheduling optimization method and system based on AI algorithm
基于AI算法的船闸通航调度优化方法及系统
23.05.2025
Patent
Elektronische Ressource
Chinesisch
IPC: | G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G01D MEASURING NOT SPECIALLY ADAPTED FOR A SPECIFIC VARIABLE , Anzeigen oder Aufzeichnen in Verbindung mit Messen allgemein / G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung |
Ship detection algorithm used in a navigation lock monitored system [4554-15]
British Library Conference Proceedings | 2001
|Europäisches Patentamt | 2023
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