Energy storage monitoring based on temperature field

What is a temperature field monitoring system?

To obtain more abundant temperature data and realize the digital transformation of temperature field monitoring, an LNG tank temperature field monitoring system was constructed, which consists of a model layer, a data layer, and an application layer, by combining sensing data with digital twin (DT) technology.

Why is temperature field monitoring important?

Temperature field monitoring is an important monitoring indicator during LNG storage tank operation. By monitoring the temperature field of an LNG storage tank in real time, abnormal changes in the temperature field can be detected on time and measures can be taken to maintain the safe operation and service life of the LNG storage tank.

How to secure the thermal safety of energy storage system?

To secure the thermal safety of the energy storage system, a multi-step ahead thermal warning network for the energy storage system based on the core temperature detection is developed in this paper. The thermal warning network utilizes the measurement difference and an integrated long and short-term memory network to process the input time series.

What is LNG storage tank temperature-monitoring system?

Our proposed LNG storage tank temperature-monitoring system not only provides technical support for digital management and monitoring of LNG receiving stations but also provides platform construction samples for temperature monitoring in other industries.

Can energy storage system be used as core temperature overrun warning?

In this paper, a novel multi-step ahead thermal warning network is proposed for the energy storage system as the core temperature overrun warning. Various methods are compared to prove the accuracy advantage of the proposed model.

Is energy storage system thermal management system dangerous?

Therefore, in the design of the energy storage system thermal management system, if only the surface temperature is used to determine the safety level of the energy storage system, the energy storage system may be in a dangerous state.