… optimization applications [[14], [15], [16], [17]], and has been applied to many engineering
shape design problems. … of wavy-shaped fin array and to obtain optimal wavy-shaped fin array. …

… In this work, the natural convection heat transfer performance of various fin configurations
in vertical heat sinks have been investigated numerically to find the optimal design among the …

… optimization approach for pin-fins using the pix2pix networks and the Genetic Algorithms. A
simulation dataset with 300 random spline pin-fin shapes … Five optimized geometries were …

… optimization where the shape variation along the height direction was ignored. In the present
study, three-dimensional fin shape … in channels with optimized fins are comprehensively …

… Response-surface methods are then used to determine the optimal fin-shape repartitions
across the bundle corresponding to the four optimisation scenarios mentioned above. These …

… is a new method used by some researchers for thermal optimization of heat sink configurations
without specifying a fin shape. Dede et al. [87] presented a topology optimization method …

… The best set of ANN weights are depicted in FIGURE (14). The numerical solutions obtained
… with the exact solution in FIGURE (15), and we can see that the best and mean of all 100 …

… ), seemingly irrespective of fin materials. With optimized fin pitch of 10 mm, the best fin lengths
for … The optimal fin length is obviously a function of fin material but, more interestingly, the …

… as compared to solid pins of similar shapes. The variation of pore shapes along with pin-fin
shapes can lead to a more efficient pin-fin shape compared to the one obtained in this paper. …

… However, novel fin shapes and fin design methods in latent TES field have … on finned-tube
latent TES considering the heat transfer mechanisms, fin shapes, topology optimization of fin …