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Numerical analysis of the causal action principle in low dimensions
Univ Regensburg, Fak Math, D-93040 Regensburg, Germany.
KTH, Centra, Nordic Institute for Theoretical Physics NORDITA. Max Planck Inst Quantum Opt, Hans Kopfermann Str 1, D-85748 Garching, Germany; Nordita, Hannes Alfvens vag 12, Stockholm Univ, Hannes Alfvens vag 12, SE-10691 Stockholm, Sweden.ORCID-id: 0000-0003-0295-250X
Tech Univ Munich, Dept Informat, Boltzmannstr 3, D-85748 Garching, Germany; Helmholtz AI, Ingolstadter Landstr 1, D-85764 Neuherberg, Germany.
2025 (engelsk)Inngår i: Communications in Mathematical Sciences, ISSN 1539-6746, E-ISSN 1945-0796, Vol. 23, nr 8, s. 2041-2076Artikkel i tidsskrift (Fagfellevurdert) Published
Abstract [en]

The numerical analysis of causal fermion systems is advanced by employing differentiable programming methods. The causal action principle for weighted counting measures is introduced for general values of the integer parameters f (the particle number), n (the spin dimension) and m (the number of spacetime points). In the case n= 1, the causal relations are clarified geometrically in terms of causal cones. Discrete Dirac spheres are introduced as candidates for minimizers for large m in the cases n = 1,f = 2 and n = 2,f = 4. We provide a thorough numerical analysis of the causal action principle for weighted counting measures for large m in the cases n = 1,2 and f = 2,3,4. Our numerical findings corroborate that all minimizers for large m are good approximations of the discrete Dirac spheres. In the example n = 1,f = 3 it is explained how numerical minimizers can be visualized by projected spacetime plots. Methods and prospects are discussed to numerically investigate settings in which hitherto no analytic candidates for minimizers are known.

sted, utgiver, år, opplag, sider
International Press of Boston , 2025. Vol. 23, nr 8, s. 2041-2076
Emneord [en]
Variational principles of physics, causal action principle, causal variational principles, nonlinear optimization, machine learning
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Identifikatorer
URN: urn:nbn:se:kth:diva-374997DOI: 10.4310/CMS.250930022107ISI: 001598004800001Scopus ID: 2-s2.0-105029062144OAI: oai:DiVA.org:kth-374997DiVA, id: diva2:2026224
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QC 20260108

Tilgjengelig fra: 2026-01-08 Laget: 2026-01-08 Sist oppdatert: 2026-02-11bibliografisk kontrollert

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Jonsson, Robert H.

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