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This study explores the application of long and short-term memory neural network based on sparrow search algorithm in gas monitoring technology. The SSA-LSTM model is proposed for quantitative monitoring of multi-component gases, and its effectiveness and superiority are verified by utilizing the new algorithm and through experiments, and effective data support is provided for timely warning in the military industry.
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Bi et al. (2024) studied this question.
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