Trace oxygen analyzers are critical instruments indispensable across various industrial sectors and laboratories, such as petrochemicals, semiconductor manufacturing, air separation plants, food packaging, and heat treatment. Their measurement accuracy and stability are directly related to process safety, product quality control, and energy efficiency. However, in practice, operators often encounter a perplexing issue: the analyzer, which was previously running stably, suddenly starts showing significant fluctuations, drift, or sluggish response. This instability not only renders measurement data useless but, more importantly, can mask real process risks, potentially leading to serious safety or quality incidents.