–High-temperature Solid Oxide Electrolysis Cell (SOEC) may generate excessive local temperature differences during transient operation, which can affect its electrochemical performance and thermal safety. Therefore, this study develops a localized temperature difference control strategy based on a temperature observer, which can avoid a series of issues such as sealing failure caused by the installation of thermocouples. Firstly, a discrete thermoelectric coupling model was developed, dividing SOEC along the flow direction into five nodes. This model was rigorously validated and refined using actual sensor data, including voltage and outlet temperature. Subsequently, a temperature observer for the SOEC's local temperature distribution was designed using a NARX neural network. Finally, an adaptive PID algorithm-based local temperature difference controller was developed, employing the local temperature data provided by the observer as the controlled variable. The effectiveness of the controller was verified under conditions such as excessive electrolysis current and air leakage. The test results show that the response time of the open-loop NARX observer is only 2 seconds, with the observation error controlled within 0.09K, providing a stable and reliable control variable for the local temperature difference controller. The local temperature difference control strategy effectively ensures that all thermal safety indicators remain within the specified range, demonstrating higher safety and reliability compared to traditional inlet and outlet temperature difference control methods.
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