| pde_name,seed,mse_op,mse_bnd,mse_total,l2re_op,l2re_bnd,l2re,l2re_total,chain_json | |
| kuramoto_sivashinsky,4,1.0527474764787712,0.7443345692202143,1.7970820456989856,0.9616950655449299,0.808647741417801,1.2564905764841923,1.770342806962731,"[{""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}]" | |
| kuramoto_sivashinsky,8,1.0794636017838002,2.296789237036606,3.376252838820406,0.9738213341133494,1.420482394176985,1.7222364015840226,2.3943037282903346,"[{""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}]" | |
| kuramoto_sivashinsky,6,1.041963997330427,0.71073732762693,1.752701324957357,0.9567569810010215,0.7901869366564404,1.2408784451172798,1.746943917657462,"[{""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}]" | |
| kuramoto_sivashinsky,0,1.0592545162775338,1.7436406412971337,2.8028951575746675,0.9646626090996684,1.237666895275628,1.5692014826198044,2.2023295043752964,"[{""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}]" | |
| kuramoto_sivashinsky,9,1.291019407217405,1.1447342981216622,2.435753705339067,1.06498053126028,1.0028307232299658,1.4628236364707006,2.0678112544902456,"[{""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}]" | |
| kuramoto_sivashinsky,2,1.032636891727691,0.6837787007622218,1.7164155924899127,0.9524651659672831,0.7750559729751827,1.227966470888188,1.7275211389424658,"[{""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}]" | |
| kuramoto_sivashinsky,5,1.0350977196566333,0.6915116874907312,1.7266094071473645,0.9535993778963523,0.7794262811504963,1.231607527287976,1.7330256590468487,"[{""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}]" | |
| kuramoto_sivashinsky,7,1.0319484525373355,0.6900798860914428,1.7220283386287782,0.9521476179126663,0.7786189470658266,1.2299725814125537,1.730766564978493,"[{""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}]" | |
| kuramoto_sivashinsky,1,1.0297717644518798,0.688134558605217,1.7179063230570968,0.9511429057004518,0.7775207134877741,1.2284996080450477,1.7286636191882259,"[{""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}]" | |
| kuramoto_sivashinsky,3,1.0315963278686127,0.7002171473189698,1.7318134751875824,0.951985156663049,0.7843170463414338,1.2334621873768652,1.7363022030044828,"[{""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}]" | |