TY - RPRT TI - Predicting fusion ignition at the National Ignition Facility with physics-informed deep learning AU - Spears, Brian K. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000169468996) AU - Brandon, Scott [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0009000615764945) AU - Casey, Dan T. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:000000032125677X) AU - Field, John E. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000260820233) AU - Gaffney, Jim A. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States); Focused Energy Inc., Redwood City, CA (United States)] (ORCID:0000000224080047) AU - Humbird, Kelli D. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000200553858) AU - Kritcher, Andrea L. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] AU - Kruse, Michael K. G. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000289013857) AU - Kur, Eugene [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] AU - Kustowski, Bogdan [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000320853206) AU - Langer, S. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] AU - Munro, Dave [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000206626923) AU - Nora, Ryan [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000254788820) AU - Peterson, J. Luc [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000251675708) AU - Schlossberg, Dave J. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000287139448) AU - Springer, Paul [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0009000389782095) AU - Zylstra, Alex [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States); Pacific Fusion, Fremont, CA (United States)] (ORCID:0000000304897479) PY - 2025 DO - 10.1126/science.adm8201 UR - https://www.osti.gov/biblio/2589559 ID - 2589559 ER -