Neural dialogue models suffer from low-quality responses when interacted in practice, demonstrating difficulty generalization beyond training data. Recently, knowledge distillation has been used to successfully regularize the student by transferring teacher. However, teacher and are trained on same dataset tend learn similar feature representations, whereas most general should be found through ...

1 [email protected] Abstract : A multi-model structure for model predictive control has been established for a petroleum distillation column through first principle analysis, and its parameters have been estimated from data generated by a rigorous model. The nonlinear multi-model has been used for state-estimation and prediction in a MPC scheme. The controller has been applied to quality ...

In process multi-input multi-output (MIMO) systems are observed that are dominated by interactions between input and outputs. Process decouplers are synthesized to reduce these interactions before controller design. In this work analytical expressions for closed-loop interactive transfer functions are found and interaction reducers (IR) are designed (as process decouplers) for closed-loop contr...

Albeit with varying degrees of progress in the field Semi-Supervised Semantic Segmentation, most its recent successes are involved unwieldy models and lightweight solution is still not yet explored. We find that existing knowledge distillation techniques pay more attention to pixel-level concepts from labeled data, which fails take informative cues within unlabeled data into account. Consequent...

A neural controller for process control is proposed that combines a conventional multi-loop PID controller with a neural network. The concept of target signal based on feedback error is used for on-line learning of the neural network. This controller is applied to distillation column control to illustrate its effectiveness. The result shows that the proposed neural controller can cope well with...

This paper presents a comprehensive formulation of a linearized state space process model for a generic two-reactant-two-product reactive distillation system. The development of the model requires the knowledge of the desired steady state design data, including liquid holdups and composition profiles. The application of the developed linear process model in composition estimation and control of...

This year we took part in the Arabic cross-language information retrieval track (for us limited to monolingual Arabic retrieval) and also in both named page and topic distillation searches. In the last two tasks, we made use of link anchor information and document content in order to construct Web page representatives. This document representation uses multi-vectors in order to highlight the im...