Repository with code and data of the paper "Enhancing productivity of helical milling of Inconel 718 by optimization with constraint learning" to be published on ...
The code is divided into five documents as follows:
Initial learning of roughness constraint: https://robsonpro.github.io/Enhancing-productivity-of-helical-milling-of-Inconel-718-by-optimization-with-constraint-learning/Roughness_modeling.html
Cubist constraint tuning with a wider grid: https://robsonpro.github.io/Enhancing-productivity-of-helical-milling-of-Inconel-718-by-optimization-with-constraint-learning/Roughness_modeling1.html
SVR constraint tuning with a wider grid: https://robsonpro.github.io/Enhancing-productivity-of-helical-milling-of-Inconel-718-by-optimization-with-constraint-learning/Roughness_modeling2.html
MRR optimization considering Cubist constraint: https://robsonpro.github.io/Enhancing-productivity-of-helical-milling-of-Inconel-718-by-optimization-with-constraint-learning/MRR_optim_const_learning1.html
MRR optimization considering SVR constraint: https://robsonpro.github.io/Enhancing-productivity-of-helical-milling-of-Inconel-718-by-optimization-with-constraint-learning/MRR_optim_const_learning2.html
CART constraint tuning: https://robsonpro.github.io/Enhancing-productivity-of-helical-milling-of-Inconel-718-by-optimization-with-constraint-learning/Roughness_reg_CART.html
MRR optimization considering CART constraint and nonlinear programming for comparison: https://robsonpro.github.io/Enhancing-productivity-of-helical-milling-of-Inconel-718-by-optimization-with-constraint-learning/MRR_optim_const_learning_CART.html