Resonant di-Higgs production at gravitational wave benchmarks: a collider study using machine learning

Alves, Alexandre; Ghosh, Tathagata; Guo, Huai-Ke; Sinha, Kuver

doi:10.1007/JHEP12(2018)070

Title: Resonant di-Higgs production at gravitational wave benchmarks: a collider study using machine learning

Journal Article · 30 November 2018 · Journal of High Energy Physics (Online)

DOI: https://doi.org/10.1007/JHEP12(2018)070 · OSTI ID:1597962

Alves, Alexandre ^[1]; Ghosh, Tathagata ^[2]; Guo, Huai-Ke ^[3]; Sinha, Kuver ^[3]

Federal Univ. of Sao Paulo (Brazil). Dept. of Physics; UH High Energy Physics Group
Univ. of Hawaii, Honolulu, HI (United States). Dept. of Physics and Astronomy
Univ. of Oklahoma, Norman, OK (United States). Dept of Physics and Astronomy

We perform a complementarity study of gravitational waves and colliders in the context of electroweak phase transitions choosing as our template the xSM model, which consists of the Standard Model augmented by a real scalar. We carefully analyze the gravitational wave signal at benchmark points compatible with a first order phase transition, taking into account subtle issues pertaining to the bubble wall velocity and the hydrodynamics of the plasma. In particular, we comment on the tension between requiring bubble wall velocities small enough to produce a net baryon number through the sphaleron process, and large enough to obtain appreciable gravitational wave production. For the most promising benchmark models, we study resonant di-Higgs production at the high-luminosity LHC using machine learning tools: a Gaussian process algorithm to jointly search for optimum cut thresholds and tuning hyperparameters, and a boosted decision trees algorithm to discriminate signal and background. The multivariate analysis on the collider side is able either to discover or provide strong statistical evidence of the benchmark points, opening the possibility for complementary searches for electroweak phase transitions in collider and gravitational wave experiments.

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Research Organization:: Univ. of Hawaii, Honolulu, HI (United States)

Sponsoring Organization:: USDOE Office of Science (SC), High Energy Physics (HEP) (SC-25)

Grant/Contract Number:: SC0010504

OSTI ID:: 1597962

Journal Information:: Journal of High Energy Physics (Online), Journal Name: Journal of High Energy Physics (Online) Journal Issue: 12 Vol. 2018; ISSN 1029-8479

Publisher:: Springer BerlinCopyright Statement

Country of Publication:: United States

Language:: English

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Electroweak phase transition with composite Higgs models: calculability, gravitational waves and collider searches Bian, Ligong; Wu, Yongcheng; Xie, Ke-Pan arXiv https://doi.org/10.48550/arxiv.1909.02014	text	January 2019
Di-Higgs Production in the $4b$ Channel and Gravitational Wave Complementarity Alves, Alexandre; Gonçalves, Dorival; Ghosh, Tathagata arXiv https://doi.org/10.48550/arxiv.1909.05268	text	January 2019
A fresh look at the gravitational-wave signal from cosmological phase transitions Alanne, Tommi; Hugle, Thomas; Platscher, Moritz arXiv https://doi.org/10.48550/arxiv.1909.11356	text	January 2019
Nonperturbative analysis of the gravitational waves from a first-order electroweak phase transition Gould, Oliver; Kozaczuk, Jonathan; Niemi, Lauri American Physical Society https://doi.org/10.7892/boris.138898	text	January 2019

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