The paper deals with the control structure and implementation of a fully integrated Two-Phase Cooling system for power converters. A suitable testbed has been properly designed and built to perform the experimental campaign for the performance evaluation of the Neural Network based control structure applied to an advanced multivariable Two-Phase Cooling system. With respect to traditional cooling approaches, the proposed arrangement allows a greater extraction of the heat at a very low flow rate of the cooling fluid, even with standard industrial-grade heat-sinks. The technology could be implemented for the next generation of power electronics converters. The controllability of such a cooling system is still an open issue in many cases, and the proposed approach tries to suggest a feasible approach, which could be implemented on an industrial grade control board.
Di Nezio, G., Lima Baschera, N.E., Lidozzi, A., Di Benedetto, M., Saraceno, L., Ortenzi, F., et al. (2025). Neural Network Enhanced Control of Two-Phase Cooling Systems for Power Electronics Converters. IEEE OPEN JOURNAL OF INDUSTRY APPLICATIONS, 6, 382-390 [10.1109/ojia.2025.3579449].
Neural Network Enhanced Control of Two-Phase Cooling Systems for Power Electronics Converters
Di Nezio, G.;Lima Baschera, N. E.;Lidozzi, A.;di Benedetto, M.;Solero, L.;
2025-01-01
Abstract
The paper deals with the control structure and implementation of a fully integrated Two-Phase Cooling system for power converters. A suitable testbed has been properly designed and built to perform the experimental campaign for the performance evaluation of the Neural Network based control structure applied to an advanced multivariable Two-Phase Cooling system. With respect to traditional cooling approaches, the proposed arrangement allows a greater extraction of the heat at a very low flow rate of the cooling fluid, even with standard industrial-grade heat-sinks. The technology could be implemented for the next generation of power electronics converters. The controllability of such a cooling system is still an open issue in many cases, and the proposed approach tries to suggest a feasible approach, which could be implemented on an industrial grade control board.| File | Dimensione | Formato | |
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