Fig. 2 | Scientific Reports

Fig. 2

From: Machine learning based multi-parameter droplet optimisation model study

Fig. 2

Parallel coordinate plots of predicted parameter values as well as objective function values are generated for the CIJ devices using GP-BO and BO in Loop methods in the optimisation process, respectively. (a)-(b) Inkjet device generates parallel coordinate plots of predicted parameter values as well as objective function values using two optimisation methods under objective functions \(\:l\left(x\right)\) and \(\:{l}^{{\prime\:}}\left(x\right)\), respectively; (c) Microfluidic device generates parallel coordinate plots of predicted parameter values as well as objective function values under \(\:{l}^{{\prime\:}}\left(x\right)\) using two optimisation methods.

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