An autonomous loop lets a language-model agent write and refine RF beam-capture procedures in an ALS-U accumulator-ring simulator, improving on the published expert procedure by roughly a factor of ten.
Beam dynamics performance of the proposed PETRA IV storage ring
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abstract
The PETRA IV project for upgrading the 2.3 km 6 GeV PETRA III storage ring to a diffraction-limited synchrotron radiation source is nearing the end of its detailed technical design phase. We present the ring lattice based on the hybrid six-bend achromat (H6BA) cell and a detailed evaluation of its beam dynamics performance. Design challenges as well as unique opportunities associated with a low emittance ring of a large size are discussed.
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Autonomous discovery of accelerator commissioning algorithms
An autonomous loop lets a language-model agent write and refine RF beam-capture procedures in an ALS-U accumulator-ring simulator, improving on the published expert procedure by roughly a factor of ten.