Interpretable Self-Organizing Maps (iSOM) for Visualization of Pareto Front in Multiple Objective Optimization

[1]  Palaniappan Ramu,et al.  Design space exploration and optimization using self-organizing maps , 2020, Structural and Multidisciplinary Optimization.

[2]  Xin Yao,et al.  Multiobjective Test Problems with Degenerate Pareto Fronts , 2018, ArXiv.

[3]  Shahryar Rahnamayan,et al.  3D-RadVis: Visualization of Pareto front in many-objective optimization , 2016, 2016 IEEE Congress on Evolutionary Computation (CEC).

[4]  Ezequiel López-Rubio,et al.  Improving the Quality of Self-Organizing Maps by Self-Intersection Avoidance , 2013, IEEE Transactions on Neural Networks and Learning Systems.

[5]  Sumeet Parashar,et al.  Self Organizing Maps (SOM) for Design Selection in Robust Multi-Objective Design of Aerofoil , 2008 .

[6]  Kalyanmoy Deb,et al.  Towards estimating nadir objective vector using evolutionary approaches , 2006, GECCO.

[7]  Andy J. Keane,et al.  Visualization methodologies in aircraft design , 2004 .

[8]  Daisuke Sasaki,et al.  Visualization and Data Mining of Pareto Solutions Using Self-Organizing Map , 2003, EMO.

[9]  Kalyanmoy Deb,et al.  A fast and elitist multiobjective genetic algorithm: NSGA-II , 2002, IEEE Trans. Evol. Comput..

[10]  Teuvo Kohonen,et al.  Exploration of very large databases by self-organizing maps , 1997, Proceedings of International Conference on Neural Networks (ICNN'97).

[11]  Jun Li,et al.  Optimization and Knowledge Discovery of a Three-Dimensional Parameterized Vane with Nonaxisymmetric Endwall , 2018 .

[12]  S. Koakutsu,et al.  Visualization of Pareto Optimal Solution Sets Using the Growing Hierarchical Self-Organizing Maps , 2017 .

[13]  Martin Liebscher,et al.  Desicion Making in Multi-Objective Optimization for Industrial Applications - Data Mining and Visualization of Pareto Data , 2009 .

[14]  T. Villmann,et al.  Topology Preservation in Self-Organizing Maps , 1999 .