Research map / Probabilistic and scientific modeling / Molecules and proteins
Inverse Modeling for Laser Pulse Shape Design in Inertial Confinement Fusion
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Proposes an inverse-modeling approach to design laser pulse shapes for inertial confinement fusion, as an alternative to expensive simulation-based, manually tuned LP design.
Problem
Laser pulse shape (LP) design for inertial confinement fusion (ICF) currently relies on computationally expensive simulations and manual tuning under stringent physical constraints.
Approach
Frames LP design as an inverse problem: learning to map desired implosion outcomes back to laser pulse shapes, rather than forward-simulating candidate pulses. Details beyond the abstract are not available.
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