csv_random/wave_1d.csv

pde_name,seed,mse_op,mse_bnd,mse_total,l2re_op,l2re_bnd,l2re,l2re_total,chain_json
wave_1d,4,0.29730464585851735,0.3073276486436998,0.6046322945022171,0.9755796066825327,0.9918881048088563,1.3912575539547485,1.967467711491389,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 200}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 200}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 200}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 1000}]"
wave_1d,8,0.05042106019426118,0.03766948924348042,0.0880905494377416,0.40176107004611283,0.34726157550099573,0.5310391315374332,0.7490226455471085,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 300}]"
wave_1d,9,0.39266456960192286,0.21047898135555626,0.6031435509574792,1.1211732401818877,0.8208545920197229,1.3895437005505866,1.9420278322016107,"[{""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 2500}, {""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 300}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}]"
wave_1d,0,0.04191007927102053,0.03763929466407653,0.07954937393509706,0.3662866637420475,0.3471223710751213,0.5046383462798819,0.7134090348171688,"[{""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 200}]"
wave_1d,6,0.00014980631651061258,0.00011245481472287348,0.00026226113123348606,0.02189913335387089,0.018973650330778663,0.028975359333842227,0.040872783684649555,"[{""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 1500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 300}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 300}]"
wave_1d,5,0.039833924657042497,0.03719865116281737,0.07703257581985987,0.35709881927728027,0.3450845071100825,0.4965912642975471,0.7021833263873627,"[{""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 300}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 500}]"
wave_1d,2,0.06741458977934656,0.05144985003225147,0.11886443981159803,0.46455679146785545,0.40583913347965955,0.6168617468788524,0.870395924947515,"[{""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 1500}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 200}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 2500}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 500}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}]"
wave_1d,7,0.40363030053649496,0.2111934984218677,0.6148237989583627,1.136720640809729,0.8222466970440673,1.4029338708730212,1.9589673378537964,"[{""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 500}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 100}]"
wave_1d,1,0.20409342009861664,0.18874926605543563,0.39284268615405227,0.8083070508358476,0.7773283393226302,1.121427499014102,1.5856353901584779,"[{""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 200}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}]"
wave_1d,3,0.0654844264102259,0.04966737655913639,0.11515180296936228,0.45785807639482656,0.3987470434630656,0.6071517296281933,0.8566051198578921,"[{""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 2500}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 1000}]"