Adding pysmo_poly_surrogate.json

idaes_examples/notebooks/docs/surrogates/sco2/pysmo/pysmo_poly_surrogate.json

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+{"model_encoding": {"enth_mol": {"attr": {"regression_data_columns": ["pressure", "temperature"], "multinomials": 1, "additional_term_expressions": ["IndexedParam[pressure]*IndexedParam[temperature]*IndexedParam[temperature]", "IndexedParam[pressure]*IndexedParam[pressure]*IndexedParam[temperature]*IndexedParam[temperature]", "IndexedParam[pressure]*IndexedParam[pressure]*IndexedParam[temperature]", "IndexedParam[pressure]/IndexedParam[temperature]", "IndexedParam[temperature]/IndexedParam[pressure]"], "optimal_weights_array": [[-539145.2641931743], [-1572.9941129612596], [1028.1303702529963], [-41.89265612633253], [-2.854098382160082], [3.1084792045014056], [0.0040249321969904606], [-0.07298691795031877], [-2.7827021177926484e-06], [0.0006559340352560386], [7.62454692622566e-10], [4.50540106476475], [-0.0025967218940188964], [3.27147430041989e-05], [-0.05205092851352775], [149943.17003170087], [-3.5662256522946807]], "final_polynomial_order": 5, "errors": {"MAE": 116.22937611304296, "MSE": 39254.96789837278, "R2": 0.9997117200542968}, "extra_terms_feature_vector": ["IndexedParam[pressure]", "IndexedParam[temperature]"]}, "map": {"regression_data_columns": "list", "multinomials": "str", "additional_term_expressions": "other", "optimal_weights_array": "numpy", "final_polynomial_order": "str", "errors": "str", "extra_terms_feature_vector": "other"}}, "entr_mol": {"attr": {"regression_data_columns": ["pressure", "temperature"], "multinomials": 1, "additional_term_expressions": ["IndexedParam[pressure]*IndexedParam[temperature]*IndexedParam[temperature]", "IndexedParam[pressure]*IndexedParam[pressure]*IndexedParam[temperature]*IndexedParam[temperature]", "IndexedParam[pressure]*IndexedParam[pressure]*IndexedParam[temperature]", "IndexedParam[pressure]/IndexedParam[temperature]", "IndexedParam[temperature]/IndexedParam[pressure]"], "optimal_weights_array": [[-529.9581296941684], [-5.674476891947422], [3.6251620831469844], [-0.012206052330165947], [-0.010121999171951317], [0.0044164987227566545], [1.4212146246171698e-05], [-0.00012049491972756627], [-9.875650167428602e-09], [1.1673348430972035e-06], [2.72031843813476e-12], [0.010605178085763924], [-6.047902870413699e-06], [6.872924493404928e-08], [-0.00011146830780061758], [437.25207041949056], [0.0015391876304710196]], "final_polynomial_order": 5, "errors": {"MAE": 0.34548912239751245, "MSE": 0.3560561890323906, "R2": 0.9991570382929269}, "extra_terms_feature_vector": ["IndexedParam[pressure]", "IndexedParam[temperature]"]}, "map": {"regression_data_columns": "list", "multinomials": "str", "additional_term_expressions": "other", "optimal_weights_array": "numpy", "final_polynomial_order": "str", "errors": "str", "extra_terms_feature_vector": "other"}}}, "input_labels": ["pressure", "temperature"], "output_labels": ["enth_mol", "entr_mol"], "input_bounds": {"pressure": [7, 40], "temperature": [306, 1000]}, "surrogate_type": "poly"}