Advanced Computational Methods for Mitigating Shock and Vibration Hazards in Deep Mines Gas Outburst Prediction Using SVM Optimized by Grey Relational Analysis and APSO Algorithm

<div>Parameter optimization effects of the three algorithm models. (a) Parameter calculation results by grid search method. (b) Parameter calculation results by PSO method. (c) Parameter calculation results by APSO method.</div>

Shock and Vibration

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Figure 3: Advanced Computational Methods for Mitigating Shock and Vibration Hazards in Deep Mines Gas Outburst Prediction Using SVM Optimized by Grey Relational Analysis and APSO Algorithm 

Figure 3 | Advanced Computational Methods for Mitigating Shock and Vibration Hazards in Deep Mines Gas Outburst Prediction Using SVM Optimized by Grey Relational Analysis and APSO Algorithm 