@misc{indiciae652d7fa319e8, title = {Predicting fusion ignition at the National Ignition Facility with physics-informed deep learning}, author = {Spears, Brian K. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000169468996) and Brandon, Scott [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0009000615764945) and Casey, Dan T. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:000000032125677X) and Field, John E. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000260820233) and Gaffney, Jim A. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States); Focused Energy Inc., Redwood City, CA (United States)] (ORCID:0000000224080047) and Humbird, Kelli D. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000200553858) and Kritcher, Andrea L. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] and Kruse, Michael K. G. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000289013857) and Kur, Eugene [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] and Kustowski, Bogdan [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000320853206) and Langer, S. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] and Munro, Dave [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000206626923) and Nora, Ryan [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000254788820) and Peterson, J. Luc [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000251675708) and Schlossberg, Dave J. [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0000000287139448) and Springer, Paul [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)] (ORCID:0009000389782095) and Zylstra, Alex [Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States); Pacific Fusion, Fremont, CA (United States)] (ORCID:0000000304897479)}, year = {2025}, doi = {10.1126/science.adm8201}, url = {https://www.osti.gov/biblio/2589559}, note = {Source identifier: 2589559} }