The invention provides a filter of an energy storage equipment power optimization management system based on machine learning. The filter can filter SOC instructions which do not meet safety requirements, filter some SOC instructions with volatility and filter SOC instructions which do not meet user satisfaction. After the filter is applied to generating a scheduling scheme based on a machine learning technology, only logic judgment and assignment statements need to be added in an original program during specific implementation, so that the occupation of a memory is small, the influence on thetime of generating a result is very small, and obvious time delay is not brought to the online running time of the power optimization management system. The filter does not depend on a specific machine learning mode and the types of SLDs and is designed for multiple SLDs. All the steps are relatively independent, and corresponding adjustment can be conducted according to the use requirements of the system.
本发明提出一种基于机器学习的储能类设备功率优化管理系统的过滤器,其可以过滤不满足安全性的SOC指令,过滤部分具有波动性的SOC指令,过滤不满足用户满意度的SOC指令。本发明的过滤器应用在基于机器学习技术生成调度方案之后,在具体实现时只需在原有程序中增加逻辑判断与赋值语句,对内存占用少,对生成结果的时间影响很小,不会对功率优化管理系统的在线运行时间带来明显的延时;其不依赖于特定的机器学习模式与SLDs的类型,是针对多个SLDs所设计;其各个步骤之间相对独立,可以根据系统的使用需求进行相应的调整。
Filter of energy storage equipment power optimization management system based on machine learning
基于机器学习的储能类设备功率优化管理系统的过滤器
2020-06-09
Patent
Electronic Resource
Chinese
IPC: | H02J CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER , Schaltungsanordnungen oder Systeme für die Abgabe oder Verteilung elektrischer Leistung / B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen |
- Machine learning based ship energy-power management system
European Patent Office | 2021
|Cluster electric vehicle power optimization management method based on machine learning
European Patent Office | 2020
|Multi-power-source vehicle energy management strategy optimization method, system and equipment
European Patent Office | 2023
|