Use real-time monitoring systems to track the operating status, battery performance, and charge and discharge efficiency of the energy storage system. . Battery Energy Storage Systems, or BESS, help stabilize electrical grids by providing steady power flow despite fluctuations from inconsistent generation of renewable energy sources and other disruptions. While BESS technology is designed to bolster grid reliability, lithium battery fires at some. . This paper proposes a collaborative monitoring and evaluation framework for the operation status of lithium-ion battery energy storage power plants, which integrates machine learning and deep learning, to address the difficulties in multi-source data fusion and the inability of traditional methods. . The following resources provide information on a broad range of storage technologies. The work takes the status quo of the new power system construction of the Hebei South Network as the research object and carries out. . Battery storage power stations store electrical energy in various types of batteries such as lithium-ion, lead-acid, and flow cell batteries. These facilities require efficient operation and management functions, including data collection capabilities, system control, and management capabilities.