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DTLZ

Benchmark MOP proposed by Deb, Thiele, Laumanns, and Zitzler

Reference
K. Deb, L. Thiele, M. Laumanns, and E. Zitzler, Scalable test problems for evolutionary multiobjective optimization, Evolutionary multiobjective Optimization. Theoretical Advances and Applications, 2005, 105-145.

imagePareto Front on the DTLZ1 imageInitial population on the DTLZ1 imageGrid Points on the DTLZ1
imagePareto Front on the DTLZ1 imageInitial population on the DTLZ1 imageGrid Points on the DTLZ1
imagePareto Front on the DTLZ2 imageInitial population on the DTLZ2 imageGrid Points on the DTLZ2
imagePareto Front on the DTLZ2 imageInitial population on the DTLZ2 imageGrid Points on the DTLZ2
imagePareto Front on the DTLZ3 imageInitial population on the DTLZ3 imageGrid Points on the DTLZ3
imagePareto Front on the DTLZ3 imageInitial population on the DTLZ3 imageGrid Points on the DTLZ3
imagePareto Front on the DTLZ4 imageInitial population on the DTLZ4 imageGrid Points on the DTLZ4
imagePareto Front on the DTLZ4 imageInitial population on the DTLZ4 imageGrid Points on the DTLZ4
imagePareto Front on the DTLZ5 imageInitial population on the DTLZ5 imageGrid Points on the DTLZ5
imagePareto Front on the DTLZ5 imageInitial population on the DTLZ5 imageGrid Points on the DTLZ5
imagePareto Front on the DTLZ6 imageInitial population on the DTLZ6 imageGrid Points on the DTLZ6
imagePareto Front on the DTLZ6 imageInitial population on the DTLZ6 imageGrid Points on the DTLZ6
imagePareto Front on the DTLZ7 imageInitial population on the DTLZ7 imageGrid Points on the DTLZ7
imagePareto Front on the DTLZ7 imageInitial population on the DTLZ7 imageGrid Points on the DTLZ7
imagePareto Front on the DTLZ8 imageInitial population on the DTLZ8 imageGrid Points on the DTLZ8
imagePareto Front on the DTLZ8 imageInitial population on the DTLZ8 imageGrid Points on the DTLZ8
imagePareto Front on the DTLZ9 imageInitial population on the DTLZ9 imageGrid Points on the DTLZ9
imagePareto Front on the DTLZ9 imageInitial population on the DTLZ9 imageGrid Points on the DTLZ9

Extended DTLZ5 I --- 2 --- Dimensionality of the true Pareto front
Reference
K. Deb and D. K. Saxena, On finding Pareto-optimal solutions through dimensionality reduction for certain large-dimensional multi-objective optimization problems, KanGAL Report 2005011, 2005.

imagePareto Front on the DTLZ5IM imageInitial population on the DTLZ5IM imageGrid Points on the DTLZ5IM
imagePareto Front on the DTLZ5IM imageInitial population on the DTLZ5IM imageGrid Points on the DTLZ5IM

Scaled DTLZ and Convex DTLZ2
Reference
K. Deb and H. Jain, An evolutionary many-objective optimization algorithm using reference-point based non-dominated sorting approach, part I: Solving problems with box constraints, IEEE Transactions on Evolutionary Computation, 2014, 18(4): 577-601.

imagePareto Front on the SDTLZ1 imageInitial population on the SDTLZ1 imageGrid Points on the SDTLZ1
imagePareto Front on the SDTLZ1 imageInitial population on the SDTLZ1 imageGrid Points on the SDTLZ1
imagePareto Front on the SDTLZ2 imageInitial population on the SDTLZ2 imageGrid Points on the SDTLZ2
imagePareto Front on the SDTLZ2 imageInitial population on the SDTLZ2 imageGrid Points on the SDTLZ2
imagePareto Front on the CDTLZ2 imageInitial population on the CDTLZ2 imageGrid Points on the CDTLZ2
imagePareto Front on the CDTLZ2 imageInitial population on the CDTLZ2 imageGrid Points on the CDTLZ2

Constrained DTLZ and Inverted DTLZ
Reference
H. Jain and K. Deb, An evolutionary many-objective optimization algorithm using reference-point based non-dominated sorting approach, part II: Handling constraints and extending to an adaptive approach, IEEE Transactions on Evolutionary Computation, 2014, 18(4): 602-622.

imagePareto Front on the C1_DTLZ1 imageInitial population on the C1_DTLZ1 imageGrid Points on the C1_DTLZ1
imagePareto Front on the C1_DTLZ1 imageInitial population on the C1_DTLZ1 imageGrid Points on the C1_DTLZ1
imagePareto Front on the C1_DTLZ3 imageInitial population on the C1_DTLZ3 imageGrid Points on the C1_DTLZ3
imagePareto Front on the C1_DTLZ3 imageInitial population on the C1_DTLZ3 imageGrid Points on the C1_DTLZ3
imagePareto Front on the C2_DTLZ2 imageInitial population on the C2_DTLZ2 imageGrid Points on the C2_DTLZ2
imagePareto Front on the C2_DTLZ2 imageInitial population on the C2_DTLZ2 imageGrid Points on the C2_DTLZ2
imagePareto Front on the C3_DTLZ4 imageInitial population on the C3_DTLZ4 imageGrid Points on the C3_DTLZ4
imagePareto Front on the C3_DTLZ4 imageInitial population on the C3_DTLZ4 imageGrid Points on the C3_DTLZ4
imagePareto Front on the IDTLZ1 imageInitial population on the IDTLZ1 imageGrid Points on the IDTLZ1
imagePareto Front on the IDTLZ1 imageInitial population on the IDTLZ1 imageGrid Points on the IDTLZ1
imagePareto Front on the IDTLZ2 imageInitial population on the IDTLZ2 imageGrid Points on the IDTLZ2
imagePareto Front on the IDTLZ2 imageInitial population on the IDTLZ2 imageGrid Points on the IDTLZ2