Table 7 Reduction in synthesis optimization trials.

From: An integrated AI-driven framework for maximizing the efficiency of heterostructured nanomaterials in photocatalytic hydrogen production

Method

Average trials required

Reduction over method5 (%)

Proposed model

12

40.0

Method5

20

Method8

23

Method18

27