{ "schema": "hopf_cole_benchmark_v2", "description": "Hopf-Cole solver benchmark with Fokas unified transform method", "reference": "arXiv:2605.11788 (Kalimeris, Mindrinos, Paraskevopoulos 2026)", "results": { "fft_vs_fd": [ { "N": 512, "nu": 0.01, "hopf_cole_ms": 2.4595260620117188, "fd_ms": 1.1093616485595703, "speedup": 0.45104691740984876, "rmse": 8.095117763762474 }, { "N": 512, "nu": 0.001, "hopf_cole_ms": 0.06842613220214844, "fd_ms": 0.11301040649414062, "speedup": 1.651567944250871, "rmse": 1.561303593770873 }, { "N": 1024, "nu": 0.01, "hopf_cole_ms": 0.05984306335449219, "fd_ms": 4.583120346069336, "speedup": 76.58565737051792, "rmse": 19.902285633276207 }, { "N": 1024, "nu": 0.001, "hopf_cole_ms": 0.054836273193359375, "fd_ms": 0.4563331604003906, "speedup": 8.321739130434782, "rmse": 2.7342285097593564 }, { "N": 2048, "nu": 0.01, "hopf_cole_ms": 0.08845329284667969, "fd_ms": 19.593000411987305, "speedup": 221.5067385444744, "rmse": 39.14175495928565 }, { "N": 2048, "nu": 0.001, "hopf_cole_ms": 0.07510185241699219, "fd_ms": 1.9483566284179688, "speedup": 25.942857142857143, "rmse": 4.963314310186603 } ], "fokas_vs_fourier": [ { "method": "fokas", "N": 64, "rmse": 0.013722927804692983, "time_ms": 1.7440319061279297 }, { "method": "fokas", "N": 128, "rmse": 0.015599436271601716, "time_ms": 3.344297409057617 }, { "method": "fokas", "N": 256, "rmse": 0.016095097819050174, "time_ms": 6.840944290161133 }, { "method": "fokas", "N": 512, "rmse": 0.01621861137592211, "time_ms": 14.413833618164062 }, { "method": "fourier", "N": 50, "rmse": 0.25729521057061433, "time_ms": 2.101898193359375 }, { "method": "fourier", "N": 100, "rmse": 0.25729521057061433, "time_ms": 4.0283203125 }, { "method": "fourier", "N": 500, "rmse": 0.25729521057061433, "time_ms": 20.289897918701172 }, { "method": "fourier", "N": 1000, "rmse": 0.25729521057061433, "time_ms": 40.23003578186035 }, { "method": "fourier", "N": 2000, "rmse": 0.25729521057061433, "time_ms": 80.52802085876465 }, { "method": "burgers_fokas", "time_ms": 7.393360137939453 }, { "method": "burgers_fft", "time_ms": 0.07486343383789062 } ] } }