Optimal design of geometric parameters of double-layered microchannel heat sinks

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A comprehensive review on microchannel heat sinks for electronics cooling (2023, methodology): “Hung et al [62] used the simplified conjugate-gradient method to optimize a double-layered MCHS.”
Optimization of thermal resistance and bottom wall temperature uniformity for double-layered microchannel heat sink (2015, result): “Following Vafai and Zhu’s work, extensive studies focused on the DL-MCHS were conducted [22–37], which further justified the results indicated by Vafai and Zhu [22–24], demonstrated that the channel number [25,26], aspect ratios of the top and bottom channels [25–29], channel-to-pitch width ratio [2”
Manifold microchannel heat sink design using optimization under uncertainty (2014, background): “Deterministic optimization studies have been performed on microchannel heat sinks with double-layered channels [6] and tapered channels [7] to obtain optimum geometric parameters.”