Knowledge Distillation (KD) aims at using a low-capacity model, called student, to learn from a high-capacity one, termed as teacher, such that the performance of student can be improved. Previous KD methods typically train a student by minimizing a task-related loss and the KD loss ...
Knowledge Distillation (KD) aims at using a low-capacity model, called student, to learn from a high-capacity one, termed as teacher, such that the performance of student can be improved. Previous KD methods typically train a student by minimizing a task-related loss and the KD loss simultan...
To reduce this gap, an effective way is to ensure that their hidden and output distributions are consistent, which can be achieved by hierarchical knowledge distillation. However, it is difficult to ensure the distribution consistency simultaneously because the learning of the output distribution ...
In this paper, a new approach for stage-to-stage calculations of distillation columns is presented and conditions for its guaranteed convergence are derived. To the best of our knowledge, such conditions have not been derived before. The presented approach does not use any simplifying assumptions,...
Nevertheless, to the authors' knowledge, there is not a short-cut design model for analysis of distillation columns with the non-equilibrium model. In this work, the design and optimization of conventional and intensified distillation sequences, with equilibrium and non-equilibrium models for the ...
It was found that the hotspot of the process is the solvent; greater environmental benefits were obtained when ethyl acetate was recirculated to the process, despite the additional required unit operations such as distillation tower and heat exchanger. The fossil depletion potential was the impact ...
Nevertheless, to the authors' knowledge, there is not a short-cut design model for analysis of distillation columns with the non-equilibrium model. In this work, the design and optimization of conventional and intensified distillation sequences, with equilibrium and non-equilibrium models for the ...
It was found that the hotspot of the process is the solvent; greater environmental ben- efits were obtained when ethyl acetate was recirculated to the process, despite the additional required unit operations such as distillation tower and heat exchanger. The fossil depletion potential was the im-...