Automated spectral peak detection with machine learning: Parameter optimization and effective parameter space analysis with SciPy’s findₚeaks

Key Points

• Automated spectral peak detection significantly enhances accuracy in data analysis, improving signal identification.
• The method optimizes parameters, achieving a peak detection rate of 95% in various datasets across testing.
• Comprehensive analysis using SciPy’s find_peaks integrates machine learning for efficient parameter space exploration.
• These findings highlight the potential for broader applications in signal processing and data analysis tasks.