We develop an integrated and fully software controlled LIBS-based coal quality analyzer.

We propose a closed-loop feedback pulsed laser energy stabilization technology to enhance the measurement stability.

We use the spectral fitting with a combination of Lorentzian and Linear functions.

Support vector regression combined with principal component analysis are employed to realize more accurate measurement.