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Building on this analysis, this paper summarizes the limitations of the existing technologies and puts forward prospective development paths, including the development of multi-parameter coupled monitoring and warning technology, integrated and intelligent thermal management. . Building on this analysis, this paper summarizes the limitations of the existing technologies and puts forward prospective development paths, including the development of multi-parameter coupled monitoring and warning technology, integrated and intelligent thermal management. . Energy storage stations feature diverse equipment types, narrow complex paths, multiple monitoring blind spots, and strong electromagnetic interference environments, making traditional safety operation and maintenance methods inadequate for rapid detection and handling of safety hazards. This paper. . Amidst the background of accelerated global energy transition, the safety risk of lithium-ion battery energy storage systems, especially the fire hazard, has become a key bottleneck hindering their large-scale application, and there is an urgent need to build a systematic prevention and control. . The health status of main equipment of power grid directly determines the power supply safety and operation reliability of power system. A hybrid prediction model based on LSTM and GRU is proposed to solve the early warning problem of complex faults in power system. The model captures the long-term. . Recently, the Chinese Society for Electrical Engineering assessed the Data-Driven Unmanned Intelligent Safety Storage Power Station Management System developed by XYZ Storage, confirming that the system is internationally advanced, with several innovative technologies at a globally leading level. . age power station operation and maintenance. We"ll explore the bas solar, and hydropower, is advancing rapidly. Consequently, as a green, low-carbon, and flexible storage power source, the adoption of pumped storage power stations is also rising significantl sts, difficult to recover, and other. . This paper systematically explores the application and technological advancements of embodied intelligence robotics in safety operation and maintenance of large-scale energy storage stations. With energy transition and power system modernization, energy storage stations as critical power. .
