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RIS citation export for THPAB221: Multi-Objective Optimization with ACE3P and IMPACT

TY  - CONF
AU  - Bizzozero, D.A.
AU  - Ge, L.
AU  - Li, Z.
AU  - Ng, C.-K.
AU  - Qiang, J.
AU  - Xiao, L.
ED  - Liu, Lin
ED  - Byrd, John M.
ED  - Neuenschwander, Regis T.
ED  - Picoreti, Renan
ED  - Schaa, Volker R. W.
TI  - Multi-Objective Optimization with ACE3P and IMPACT
J2  - Proc. of IPAC2021, Campinas, SP, Brazil, 24-28 May 2021
CY  - Campinas, SP, Brazil
T2  - International Particle Accelerator Conference
T3  - 12
LA  - english
AB  - Photo injector design is an important consideration in the construction of next-generation accelerators. In current injector optimization, components (e.g. RF cavities) are individually shape-optimized for performance subject to requirements such as peak surface field, shunt impedance, and resonant frequency. Once these component shapes are determined, beam dynamics simulations optimize the injector lattice by adjusting parameters such as the amplitude and phase of the driving fields. However, this form of beam dynamics optimization is restricted by the fixed geometry and field profile of the components. To optimize accelerator design more generally, a coupled optimization of the cavity shape and beam parameters is required. For this coupled optimization problem, we have created an integrated ACE3P-IMPACT workflow. Within this workflow, component geometries are adjusted, field modes are computed with Omega3P (a module in the ACE3P suite), and beam dynamics are simulated with IMPACT-T. This workflow is encapsulated into a multi-objective optimization algorithm using the DEAP* and libEnsemble** Python libraries to yield a Pareto-optimal set of solutions for a simple injector model.
PB  - JACoW Publishing
CP  - Geneva, Switzerland
SP  - 4223
EP  - 4226
KW  - cathode
KW  - cavity
KW  - simulation
KW  - lattice
KW  - interface
DA  - 2021/08
PY  - 2021
SN  - 2673-5490
SN  - 978-3-95450-214-1
DO  - doi:10.18429/JACoW-IPAC2021-THPAB221
UR  - https://jacow.org/ipac2021/papers/thpab221.pdf
ER  -