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@inproceedings{hwang:ipac2021-mopab235, author = {K. Hwang and C.E. Mitchell and R.D. Ryne}, title = {{Transverse 2d Phase-Space Tomography Using Beam Position Monitor Data of Kicked Beams}}, booktitle = {Proc. IPAC'21}, pages = {763--766}, eid = {MOPAB235}, language = {english}, keywords = {emittance, optics, electron, betatron, storage-ring}, venue = {Campinas, SP, Brazil}, series = {International Particle Accelerator Conference}, number = {12}, publisher = {JACoW Publishing, Geneva, Switzerland}, month = {08}, year = {2021}, issn = {2673-5490}, isbn = {978-3-95450-214-1}, doi = {10.18429/JACoW-IPAC2021-MOPAB235}, url = {https://jacow.org/ipac2021/papers/mopab235.pdf}, note = {https://doi.org/10.18429/JACoW-IPAC2021-MOPAB235}, abstract = {{The time-series Beam Position Monitor (BPM) data of kicked beam is a function of lattice parameters and beam parameters including phase-space density. The decoherence model using the first-order detuning parameter has an exact solution when the beam is Gaussian. We parameterize the beam phase-space density by multiple Gaussian kernels of different weights, means, and sizes to formulate the inverse problem for 2D phase-space tomography. Numerical optimization and Bayesian inference are used to infer the beam density.}}, }