Abstract Knowledge distillation is a simple yet effective technique for deep model compression, which aims to transfer the knowledge learned by large teacher small student model. To mimic how teaches student, existing methods mainly adapt an unidirectional transfer, where extracted from different intermedicate layers of used guide However, it turns out that students can learn more effectively t...

The process for transferring knowledge of multiple reinforcement learning policies into a single multi-task policy via distillation technique is known as policy distillation. When policy distillation is under a deep reinforcement learning setting, due to the giant parameter size and the huge state space for each task domain, it requires extensive computational efforts to train the multi-task po...

1. Introductory Remarks 2. Evaporation Processes 3. Multi-stage Flash Desalination Process 4. Seawater Supply System 5. Seawater Recirculation System 6. Feed Water System 7. Brine Blowdown System 8. Vacuum Raising and Maintaining System 9. Brine Recirculation System 10. Anti-scale Dosing System 11. Condensate Flow from Brine Heater System 12. Distillate System 13. Plant Loading Glossary Bibliog...

Qatar’s primary source of fresh water is through seawater desalination. Amongst the major processes that are commercially available on the market, the most common large scale techniques are Multi-Stage Flash distillation (MSF), Multi Effect distillation (MED), and Reverse Osmosis (RO). Although commonly used, these three processes are highly expensive down to high energy input requirements and ...

Article history: Received 20 November 2009 Received in revised form 8 September 2010 Accepted 8 September 2010 Available online 24 September 2010

Abundance of ingested debris by seals has been mentioned as a potential indicator of marine litter in the European Marine Strategy Framework Directive (MSFD). A sample of 107 stomachs, 100 intestines and 125 scats of harbour seals from the Netherlands was analysed for the presence of plastics. Incidence of plastic was 11% for stomachs, 1% for intestines, and 0% for scats. Younger animals, up to...

In this paper, the experimental design and computer simulation model of a multi-effect humidification/dehumidification (MEH) solar desalination system has been presented. The pilot plant on MEH was designed, fabricated and tested at the Center for Energy Studies, Indian Institute of Technology Delhi, India. The heat collection part has been designed to provide continuously the hot water to the ...

The paper considers the effect of feed plate location on the interactions in a seven plate binary distillation column. The mathematical model of the distillation column is deduced based on the equations of mass and energy balances for each stage, detailed model for both reboiler and condenser, and heat transfer equations. The Dynamic Relative Magnitude Criterion, DRMC is used to assess the inte...

Reactive distillation processes couple chemical reactions and physical separations into a single unit operation. The ethyl acetate production by esterification reaction is equilibrium limited and is suitable to be carried out in a distillation column. In the present work, a reactive distillation column for the production of ethyl acetate is simulated using Aspen Plus. The component compositions...