Research Article
Steelmaking-Casting of Molten Steel by Decarburization Ladle Matching
(a) Evaluation value of heuristic method (Seq1) |
| No. | C1 | C2 | C3 | H1 | H2 | H3 | H4 | H5 | H6 | H7 | H8 | H9 | H10 | H11 | H12 | H13 | H14 | H15 | H16 | H17 | H18 | H19 | H20 | H21 | H22 | H23 | H24 |
| | 1 | 1 | 1 | 0.66 | 0.55 | 0.59 | 0.58 | 0.54 | 0.60 | 0.62 | 0.61 | 0.56 | 0.62 | 0.53 | 0.60 | 0.59 | 0.57 | 0.53 | 0.56 | 0.63 | 0.55 | 0.53 | 0.53 | 0.55 | 0.56 | 0.62 | 0.60 | | 1 | 1 | 2 | 0.82 | 0.77 | 0.70 | 0.73 | 0.69 | 0.80 | 0.79 | 0.78 | 0.72 | 0.79 | 0.69 | 0.70 | 0.79 | 0.80 | 0.74 | 0.72 | 0.73 | 0.70 | 0.70 | 0.69 | 0.72 | 0.73 | 0.76 | 0.72 | | 1 | 1 | 3 | 0.84 | 0.73 | 0.77 | 0.81 | 0.74 | 0.72 | 0.78 | 0.74 | 0.76 | 0.82 | 0.82 | 0.76 | 0.78 | 0.77 | 0.79 | 0.75 | 0.82 | 0.74 | 0.76 | 0.80 | 0.76 | 0.82 | 0.76 | 0.82 | | 1 | 2 | 1 | 0.68 | 0.63 | 0.61 | 0.54 | 0.55 | 0.63 | 0.57 | 0.55 | 0.54 | 0.62 | 0.61 | 0.63 | 0.57 | 0.53 | 0.59 | 0.55 | 0.56 | 0.61 | 0.61 | 0.64 | 0.53 | 0.53 | 0.61 | 0.63 | | 1 | 2 | 2 | 0.81 | 0.79 | 0.70 | 0.81 | 0.81 | 0.80 | 0.80 | 0.77 | 0.78 | 0.77 | 0.70 | 0.75 | 0.74 | 0.76 | 0.71 | 0.77 | 0.76 | 0.78 | 0.74 | 0.80 | 0.79 | 0.80 | 0.81 | 0.80 | | 1 | 2 | 3 | 0.87 | 0.75 | 0.77 | 0.80 | 0.75 | 0.78 | 0.82 | 0.81 | 0.73 | 0.81 | 0.79 | 0.77 | 0.81 | 0.76 | 0.75 | 0.74 | 0.82 | 0.73 | 0.73 | 0.81 | 0.72 | 0.72 | 0.81 | 0.81 | | 1 | 3 | 1 | 0.72 | 0.59 | 0.63 | 0.62 | 0.66 | 0.69 | 0.60 | 0.66 | 0.68 | 0.60 | 0.61 | 0.67 | 0.63 | 0.61 | 0.63 | 0.61 | 0.67 | 0.61 | 0.63 | 0.66 | 0.69 | 0.66 | 0.68 | 0.61 | | 1 | 3 | 2 | 0.87 | 0.78 | 0.87 | 0.83 | 0.84 | 0.78 | 0.86 | 0.84 | 0.81 | 0.84 | 0.77 | 0.78 | 0.77 | 0.83 | 0.77 | 0.78 | 0.84 | 0.76 | 0.83 | 0.84 | 0.78 | 0.83 | 0.85 | 0.84 | | 1 | 3 | 3 | 0.92 | 0.89 | 0.79 | 0.87 | 0.86 | 0.80 | 0.89 | 0.89 | 0.81 | 0.80 | 0.88 | 0.83 | 0.89 | 0.83 | 0.88 | 0.85 | 0.81 | 0.83 | 0.80 | 0.86 | 0.78 | 0.79 | 0.78 | 0.79 | | 2 | 1 | 1 | 0.51 | 0.41 | 0.51 | 0.49 | 0.40 | 0.41 | 0.40 | 0.49 | 0.44 | 0.43 | 0.51 | 0.49 | 0.41 | 0.40 | 0.40 | 0.43 | 0.49 | 0.42 | 0.51 | 0.51 | 0.48 | 0.48 | 0.43 | 0.42 | | 2 | 1 | 2 | 0.64 | 0.57 | 0.62 | 0.65 | 0.61 | 0.57 | 0.64 | 0.64 | 0.67 | 0.68 | 0.65 | 0.64 | 0.60 | 0.58 | 0.68 | 0.59 | 0.59 | 0.57 | 0.57 | 0.64 | 0.63 | 0.58 | 0.63 | 0.59 | | 2 | 1 | 3 | 0.70 | 0.70 | 0.70 | 0.68 | 0.61 | 0.59 | 0.63 | 0.63 | 0.68 | 0.67 | 0.66 | 0.70 | 0.66 | 0.62 | 0.64 | 0.62 | 0.66 | 0.62 | 0.69 | 0.60 | 0.63 | 0.64 | 0.59 | 0.67 | | 2 | 2 | 1 | 0.50 | 0.50 | 0.50 | 0.49 | 0.49 | 0.49 | 0.48 | 0.41 | 0.47 | 0.44 | 0.44 | 0.46 | 0.42 | 0.51 | 0.45 | 0.50 | 0.48 | 0.45 | 0.50 | 0.47 | 0.46 | 0.52 | 0.47 | 0.51 | | 2 | 2 | 2 | 0.71 | 0.66 | 0.58 | 0.60 | 0.60 | 0.62 | 0.67 | 0.58 | 0.69 | 0.60 | 0.64 | 0.63 | 0.61 | 0.66 | 0.66 | 0.59 | 0.58 | 0.65 | 0.62 | 0.62 | 0.69 | 0.69 | 0.59 | 0.67 | | 2 | 2 | 3 | 0.76 | 0.60 | 0.66 | 0.60 | 0.67 | 0.65 | 0.62 | 0.63 | 0.62 | 0.70 | 0.60 | 0.71 | 0.67 | 0.65 | 0.69 | 0.61 | 0.65 | 0.63 | 0.66 | 0.70 | 0.64 | 0.71 | 0.66 | 0.70 | | 2 | 3 | 1 | 0.61 | 0.54 | 0.52 | 0.57 | 0.53 | 0.49 | 0.57 | 0.55 | 0.53 | 0.50 | 0.50 | 0.49 | 0.57 | 0.56 | 0.51 | 0.52 | 0.58 | 0.49 | 0.49 | 0.52 | 0.54 | 0.55 | 0.53 | 0.54 | | 2 | 3 | 2 | 0.79 | 0.67 | 0.74 | 0.72 | 0.68 | 0.66 | 0.68 | 0.75 | 0.70 | 0.71 | 0.68 | 0.64 | 0.75 | 0.68 | 0.73 | 0.64 | 0.75 | 0.68 | 0.68 | 0.68 | 0.65 | 0.71 | 0.67 | 0.72 | | 2 | 3 | 3 | 0.82 | 0.66 | 0.76 | 0.67 | 0.75 | 0.67 | 0.69 | 0.77 | 0.67 | 0.75 | 0.66 | 0.69 | 0.69 | 0.68 | 0.69 | 0.69 | 0.76 | 0.70 | 0.74 | 0.69 | 0.71 | 0.70 | 0.72 | 0.73 | | 3 | 1 | 1 | 0.50 | 0.40 | 0.44 | 0.41 | 0.42 | 0.40 | 0.45 | 0.40 | 0.39 | 0.41 | 0.49 | 0.43 | 0.42 | 0.42 | 0.40 | 0.43 | 0.42 | 0.43 | 0.49 | 0.40 | 0.42 | 0.44 | 0.48 | 0.48 | | 3 | 1 | 2 | 0.63 | 0.56 | 0.62 | 0.64 | 0.67 | 0.56 | 0.58 | 0.62 | 0.62 | 0.59 | 0.64 | 0.63 | 0.63 | 0.57 | 0.63 | 0.56 | 0.59 | 0.66 | 0.59 | 0.56 | 0.59 | 0.66 | 0.67 | 0.62 | | 3 | 1 | 3 | 0.67 | 0.61 | 0.69 | 0.59 | 0.63 | 0.62 | 0.61 | 0.69 | 0.62 | 0.66 | 0.58 | 0.60 | 0.65 | 0.68 | 0.60 | 0.58 | 0.58 | 0.62 | 0.67 | 0.58 | 0.64 | 0.63 | 0.67 | 0.60 | | 3 | 2 | 1 | 0.54 | 0.50 | 0.50 | 0.44 | 0.42 | 0.48 | 0.45 | 0.42 | 0.40 | 0.51 | 0.45 | 0.47 | 0.40 | 0.41 | 0.40 | 0.42 | 0.40 | 0.48 | 0.43 | 0.51 | 0.40 | 0.45 | 0.44 | 0.44 | | 3 | 2 | 2 | 0.71 | 0.60 | 0.57 | 0.68 | 0.58 | 0.68 | 0.57 | 0.66 | 0.63 | 0.65 | 0.61 | 0.64 | 0.62 | 0.67 | 0.66 | 0.65 | 0.59 | 0.66 | 0.58 | 0.64 | 0.62 | 0.64 | 0.68 | 0.67 | | 3 | 2 | 3 | 0.72 | 0.65 | 0.70 | 0.68 | 0.61 | 0.68 | 0.61 | 0.62 | 0.64 | 0.65 | 0.67 | 0.69 | 0.66 | 0.65 | 0.60 | 0.60 | 0.70 | 0.66 | 0.60 | 0.62 | 0.67 | 0.63 | 0.68 | 0.61 | | 3 | 3 | 1 | 0.63 | 0.53 | 0.55 | 0.48 | 0.49 | 0.55 | 0.57 | 0.46 | 0.49 | 0.47 | 0.53 | 0.52 | 0.46 | 0.48 | 0.53 | 0.54 | 0.52 | 0.47 | 0.48 | 0.57 | 0.47 | 0.56 | 0.46 | 0.54 | | 3 | 3 | 2 | 0.77 | 0.63 | 0.71 | 0.72 | 0.68 | 0.70 | 0.65 | 0.74 | 0.72 | 0.72 | 0.73 | 0.70 | 0.63 | 0.74 | 0.74 | 0.71 | 0.69 | 0.71 | 0.70 | 0.69 | 0.73 | 0.69 | 0.64 | 0.72 | | 3 | 3 | 3 | 0.77 | 0.69 | 0.74 | 0.72 | 0.67 | 0.74 | 0.65 | 0.66 | 0.71 | 0.65 | 0.71 | 0.67 | 0.65 | 0.66 | 0.71 | 0.72 | 0.76 | 0.72 | 0.73 | 0.67 | 0.68 | 0.76 | 0.73 | 0.71 |
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(b) Evaluation value of heuristic method (Seq2) |
| No. | C1 | C2 | C3 | H25 | H26 | H27 | H28 | H29 | H30 | H31 | H32 | H33 | H34 | H35 | H36 | H37 | H38 | H39 | H40 | H41 | H42 | H43 | H44 | H45 | H46 | H47 | H48 |
| | 1 | 1 | 1 | 0.61 | 0.51 | 0.50 | 0.55 | 0.48 | 0.49 | 0.54 | 0.49 | 0.53 | 0.55 | 0.52 | 0.49 | 0.55 | 0.55 | 0.54 | 0.55 | 0.52 | 0.51 | 0.50 | 0.53 | 0.54 | 0.48 | 0.55 | 0.48 | | 1 | 1 | 2 | 0.75 | 0.69 | 0.69 | 0.65 | 0.72 | 0.72 | 0.67 | 0.68 | 0.65 | 0.67 | 0.69 | 0.66 | 0.65 | 0.66 | 0.67 | 0.71 | 0.67 | 0.66 | 0.67 | 0.66 | 0.66 | 0.68 | 0.69 | 0.67 | | 1 | 1 | 3 | 0.73 | 0.71 | 0.67 | 0.74 | 0.70 | 0.72 | 0.71 | 0.73 | 0.70 | 0.68 | 0.69 | 0.70 | 0.72 | 0.73 | 0.69 | 0.73 | 0.72 | 0.68 | 0.68 | 0.72 | 0.70 | 0.71 | 0.74 | 0.69 | | 1 | 2 | 1 | 0.56 | 0.52 | 0.51 | 0.53 | 0.55 | 0.55 | 0.56 | 0.50 | 0.56 | 0.51 | 0.56 | 0.51 | 0.56 | 0.52 | 0.56 | 0.51 | 0.54 | 0.54 | 0.54 | 0.55 | 0.55 | 0.55 | 0.50 | 0.53 | | 1 | 2 | 2 | 0.78 | 0.70 | 0.69 | 0.66 | 0.68 | 0.73 | 0.72 | 0.69 | 0.71 | 0.71 | 0.72 | 0.66 | 0.69 | 0.73 | 0.66 | 0.71 | 0.67 | 0.67 | 0.70 | 0.68 | 0.72 | 0.73 | 0.72 | 0.68 | | 1 | 2 | 3 | 0.75 | 0.75 | 0.75 | 0.73 | 0.75 | 0.68 | 0.72 | 0.70 | 0.69 | 0.74 | 0.73 | 0.69 | 0.70 | 0.75 | 0.75 | 0.68 | 0.71 | 0.72 | 0.73 | 0.69 | 0.73 | 0.75 | 0.74 | 0.73 | | 1 | 3 | 1 | 0.66 | 0.55 | 0.59 | 0.59 | 0.56 | 0.62 | 0.60 | 0.61 | 0.60 | 0.55 | 0.61 | 0.57 | 0.62 | 0.56 | 0.58 | 0.59 | 0.56 | 0.58 | 0.61 | 0.59 | 0.57 | 0.61 | 0.57 | 0.57 | | 1 | 3 | 2 | 0.80 | 0.76 | 0.78 | 0.73 | 0.74 | 0.76 | 0.77 | 0.73 | 0.72 | 0.74 | 0.79 | 0.78 | 0.75 | 0.79 | 0.73 | 0.74 | 0.72 | 0.78 | 0.75 | 0.73 | 0.72 | 0.76 | 0.72 | 0.74 | | 1 | 3 | 3 | 0.80 | 0.74 | 0.74 | 0.75 | 0.75 | 0.76 | 0.77 | 0.80 | 0.79 | 0.76 | 0.76 | 0.79 | 0.74 | 0.77 | 0.78 | 0.74 | 0.77 | 0.79 | 0.76 | 0.79 | 0.75 | 0.79 | 0.75 | 0.75 | | 2 | 1 | 1 | 0.43 | 0.39 | 0.40 | 0.39 | 0.39 | 0.37 | 0.38 | 0.41 | 0.39 | 0.40 | 0.37 | 0.38 | 0.40 | 0.39 | 0.36 | 0.42 | 0.43 | 0.36 | 0.37 | 0.37 | 0.41 | 0.39 | 0.38 | 0.40 | | 2 | 1 | 2 | 0.61 | 0.55 | 0.59 | 0.55 | 0.55 | 0.55 | 0.53 | 0.56 | 0.59 | 0.60 | 0.60 | 0.58 | 0.58 | 0.60 | 0.56 | 0.57 | 0.60 | 0.57 | 0.55 | 0.57 | 0.55 | 0.55 | 0.57 | 0.60 | | 2 | 1 | 3 | 0.65 | 0.58 | 0.61 | 0.56 | 0.58 | 0.55 | 0.59 | 0.61 | 0.56 | 0.62 | 0.56 | 0.55 | 0.57 | 0.62 | 0.58 | 0.55 | 0.58 | 0.60 | 0.58 | 0.59 | 0.58 | 0.58 | 0.55 | 0.62 | | 2 | 2 | 1 | 0.47 | 0.41 | 0.39 | 0.37 | 0.38 | 0.43 | 0.39 | 0.44 | 0.43 | 0.43 | 0.43 | 0.43 | 0.41 | 0.44 | 0.44 | 0.43 | 0.39 | 0.38 | 0.41 | 0.43 | 0.42 | 0.40 | 0.38 | 0.44 | | 2 | 2 | 2 | 0.60 | 0.55 | 0.54 | 0.59 | 0.61 | 0.61 | 0.57 | 0.54 | 0.57 | 0.60 | 0.58 | 0.60 | 0.59 | 0.57 | 0.59 | 0.57 | 0.59 | 0.55 | 0.56 | 0.58 | 0.55 | 0.59 | 0.58 | 0.58 | | 2 | 2 | 3 | 0.67 | 0.60 | 0.58 | 0.58 | 0.63 | 0.57 | 0.57 | 0.57 | 0.59 | 0.58 | 0.56 | 0.56 | 0.61 | 0.60 | 0.56 | 0.62 | 0.58 | 0.61 | 0.58 | 0.61 | 0.59 | 0.57 | 0.56 | 0.63 | | 2 | 3 | 1 | 0.53 | 0.44 | 0.44 | 0.47 | 0.44 | 0.48 | 0.49 | 0.46 | 0.47 | 0.47 | 0.50 | 0.45 | 0.48 | 0.44 | 0.44 | 0.44 | 0.47 | 0.46 | 0.46 | 0.45 | 0.46 | 0.47 | 0.48 | 0.43 | | 2 | 3 | 2 | 0.66 | 0.63 | 0.61 | 0.63 | 0.62 | 0.67 | 0.60 | 0.64 | 0.63 | 0.62 | 0.66 | 0.65 | 0.60 | 0.65 | 0.67 | 0.65 | 0.64 | 0.64 | 0.63 | 0.61 | 0.65 | 0.65 | 0.60 | 0.61 | | 2 | 3 | 3 | 0.71 | 0.62 | 0.62 | 0.62 | 0.67 | 0.67 | 0.65 | 0.69 | 0.65 | 0.63 | 0.65 | 0.67 | 0.66 | 0.64 | 0.62 | 0.66 | 0.65 | 0.64 | 0.69 | 0.65 | 0.65 | 0.65 | 0.63 | 0.69 | | 3 | 1 | 1 | 0.44 | 0.41 | 0.41 | 0.41 | 0.36 | 0.39 | 0.37 | 0.37 | 0.38 | 0.42 | 0.42 | 0.36 | 0.42 | 0.35 | 0.42 | 0.40 | 0.42 | 0.42 | 0.37 | 0.42 | 0.37 | 0.37 | 0.36 | 0.37 | | 3 | 1 | 2 | 0.62 | 0.58 | 0.57 | 0.54 | 0.58 | 0.57 | 0.58 | 0.52 | 0.59 | 0.52 | 0.56 | 0.59 | 0.59 | 0.56 | 0.58 | 0.59 | 0.58 | 0.52 | 0.54 | 0.56 | 0.55 | 0.58 | 0.57 | 0.54 | | 3 | 1 | 3 | 0.63 | 0.56 | 0.57 | 0.57 | 0.55 | 0.55 | 0.59 | 0.55 | 0.58 | 0.58 | 0.56 | 0.56 | 0.60 | 0.54 | 0.58 | 0.60 | 0.55 | 0.61 | 0.56 | 0.60 | 0.57 | 0.54 | 0.59 | 0.56 | | 3 | 2 | 1 | 0.43 | 0.38 | 0.37 | 0.37 | 0.36 | 0.41 | 0.42 | 0.41 | 0.36 | 0.39 | 0.43 | 0.40 | 0.37 | 0.38 | 0.42 | 0.41 | 0.39 | 0.39 | 0.38 | 0.39 | 0.38 | 0.39 | 0.37 | 0.41 | | 3 | 2 | 2 | 0.62 | 0.56 | 0.55 | 0.56 | 0.57 | 0.60 | 0.59 | 0.56 | 0.57 | 0.54 | 0.55 | 0.59 | 0.53 | 0.56 | 0.54 | 0.60 | 0.58 | 0.57 | 0.54 | 0.56 | 0.53 | 0.53 | 0.57 | 0.60 | | 3 | 2 | 3 | 0.61 | 0.59 | 0.57 | 0.55 | 0.61 | 0.56 | 0.62 | 0.60 | 0.56 | 0.58 | 0.60 | 0.59 | 0.57 | 0.58 | 0.55 | 0.55 | 0.59 | 0.59 | 0.62 | 0.62 | 0.62 | 0.62 | 0.60 | 0.55 | | 3 | 3 | 1 | 0.50 | 0.44 | 0.48 | 0.47 | 0.44 | 0.47 | 0.47 | 0.45 | 0.48 | 0.45 | 0.44 | 0.42 | 0.47 | 0.48 | 0.46 | 0.44 | 0.43 | 0.47 | 0.46 | 0.47 | 0.47 | 0.47 | 0.47 | 0.44 | | 3 | 3 | 2 | 0.69 | 0.59 | 0.66 | 0.63 | 0.59 | 0.64 | 0.66 | 0.59 | 0.66 | 0.61 | 0.64 | 0.62 | 0.62 | 0.61 | 0.61 | 0.63 | 0.65 | 0.61 | 0.64 | 0.65 | 0.59 | 0.59 | 0.62 | 0.64 | | 3 | 3 | 3 | 0.74 | 0.66 | 0.66 | 0.63 | 0.64 | 0.68 | 0.63 | 0.66 | 0.65 | 0.65 | 0.62 | 0.63 | 0.67 | 0.61 | 0.64 | 0.62 | 0.65 | 0.63 | 0.62 | 0.64 | 0.61 | 0.62 | 0.68 | 0.68 |
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