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Institute
The putative effects of dark matter are most easily explained by a collisionless fluid on cosmological scales and by Modified Newtonian Dynamics (MOND) on galactic scales. Hybrid MOND dark matter models combine the successes of dark matter on cosmological scales and those of MOND on galactic scales. An example of such a model is superfluid dark matter (SFDM) which postulates that this differing behavior with scale is caused by a single underlying substance with two phases. In this thesis, I highlight successful observational tests of SFDM regarding strong lensing and the Milky Way rotation curve. I also discuss three problems due to the double role of the aforementioned single underlying substance and show how these may be avoided. Finally, I introduce a novel Cherenkov radiation constraint for hybrid MOND dark matter models. This constraint is different from standard modified gravity Cherenkov radiation constraints because such hybrid models allow even non-relativistic objects like stars to emit Cherenkov radiation.
In this work we provided additional insights into our understanding of bulk QCD matter through the study of the transport coeffcients which govern the non-equilibrium microscopical processes of statistical ensembles. Specically, we focused on the low energy regime corresponding to the hadron gas, as the properties of this region of the phase diagram are still relatively unknown, and existing calculations for the transport coeffcients are either scarce, contradictory, or somewhat limited in scope; this thesis' main goal was thus to shed some light on this by providing new independent calculations of these quantities.
We subsequently presented two formalisms which can be used to calculate transport coeffcients. The first one (which also was the main tool we used in the following chapters to produce our results) relies on the development of so-called Green-Kubo formulas, which relate non-equilibrium dissipative fluctuations with transport coeffcients; notably, the off-diagonal components of the energy-momentum tensor are shown to be related to the shear viscosity, its diagonal components to the bulk viscosity and fluctuations in the electric current can be related to the electric conductivity. We additionally introduced two new conductivities, namely the baryon-electric and strange electric conductivities, which we dubbed, together with the already known electric one, the "cross-conductivity", which encodes information about how electric fluctuations are correlated to changes in electric, baryonic or strange currents, or vice-versa. The second way of calculating transport coeffcient which we discussed consists in linearizing the collision term of the Boltzmann equation through the Chapman-Enskog formalism. While in principle providing direct semi-analytical results for the transport coeffcients, this approach is complicated to implement when more than a few species are considered, and as such was then mostly used as a tool to calibrate our Green-Kubo calculations.
The hadron gas model that we used for all calculations, namely the transport approach SMASH, was then presented. The main features of the model were explained, such as the collision criterion, the considered degrees of freedom and the specific way in which they microscopically interact with each other. It was verified that SMASH does reproduce analytical results of the Boltzmann equation in an expanding universe scenario, thus showing the equivalence of this transport approach and the associated kinetic theory results. A special care was taken to detail the ways in which a state of thermal and chemical equilibrium (which is necessary for Green-Kubo relations to be valid) can be reached and described using SMASH.
...
In the work presented herein the microscopic transport model BAMPS (Boltzmann Approach to Multi-Parton Scatterings) is applied to simulate the time evolution of the hot partonic medium that is created in Au+Au collisions at the Relativistic Heavy Ion Collider (RHIC) and in Pb+Pb collisions at the recently started Large Hadron Collider (LHC). The study is especially focused on the investigation of the nuclear modification factor R_{AA}, that quantifies the suppression of particle yields at large transverse momentum with respect to a scaled proton+proton reference, and the simultaneous description of the collective properties of the medium in terms of the elliptic flow v_{2} within a common framework.
In den vergangen Jahren wurde erkannt, dass eine Quantenfeldtheorie (QFT) namens Quantenchromodynamik (QCD) die richtige Theorie der starken Wechselwirkungen ist. QCD beschreibt erfolgreich die starken Wechselwirkungen, die Quarks zu Nukleonen und Nukleonen zu Atomkernen zusammenbinden. Jedoch ist die theoretische Beschreibung vieler Phänomene der starken Wechselwirkung aufgrund des starken Kopplungsverhaltens bei niedrigen Energien schwierig. Stoßexperimente mit Schwerionen sind ein möglicher Weg, um die charakteristischen Phänomene und Eigenschaften der QCD-Materie zu untersuchen. In Stoßexperimenten mit Schwerionen werden schwere (d.h. große) Atomkerne aufeinander geschossen, beispielsweise Gold (am RHIC) oder Blei (am CERN, LHC), mit einer ultrarelativistischen Energie √s im Schwerpunktsystem. Auf diese Art ist es möglich, eine große Menge von Materie mit hoher Energiedichte hervorzubringen. Das Ziel von Schwerionenkollisionen ist die Erzeugung und Charakterisierung einer makroskopischen Phase von freien Quarks und Gluonen im lokalen thermischen Gleichgewicht. Ein solcher Aggregatzustand kann neue Informationen über das QCD-Phasendiagramm und den QCD-Phasenübergang liefern. Man nimmt an, dass ein solcher Übergang stattfand, als sich die Materie des frühen Universums von einem Plasma aus Quarks und Gluonen (QGP) in ein Gas von Hadronen umwandelte...
Es wird ein effektives Modell zur Berücksichtigung einer Minimalen Länge in der Quantenfeldtheorie vorgestellt. Im Falle der Existenz Großer Extradimensionen kann dies zu überprüfbaren Modifikationen verschiedener Experimente führen. Es werden verschiedene Phänomene wie z.B. der Casimir-Effekt, Neutrino-Nukleon-Reaktionen oder Neutrinooszillationen diskutiert.
Quantum chromodynamics predicts the existence of a phase transition from hadronic to quark-gluon matter when temperature and pressure are sufficiently high. Colliding heavy nuclei at ultra-relativistic speeds allows to deposit large amounts of energy in a small volume of space, and is the only available experimental mean to produce the extreme conditions necessary to obtain the deconfined state. Numerous models and ideas were developed in the last decades to study heavy ion physics and understand the properties of extremely heated and compressed nuclear matter. With the ever increasing energy available in the center of mass frame (and thus number of particles produced) and the development of large acceptance detectors, it has become possible to study the fluctuations of physical quantities on an event-by-event basis, and access thermodynamical properties not present in particle spectra. The characteristics of the highly excited matter produced, e.g. thermalization, effect of resonance decay. . . can be investigated by fluctuation analyses. In fact, fluctuations are good indicators for a phase transition and a plethora of fluctuation probes have been proposed to pin down the existence and the properties of the QGP. We study various fluctuation quantities within the Ultra-relativistic Quantum Molecular Dynamics UrQMD and the quantum Molecular Dynamics qMD models. UrQMD is based on hadron and string degrees of freedom and allows to disentangle purely hadronic effects. In contrast, the qMD model includes an explicit transition from quark to hadronic matter and can serve to test adequate probes of the initial QGP state. We show that the qMD model can reasonably reproduce various experimental particles rapidity distributions and transverse mass spectra in wide energy range. Within the frame of the dynamical recombination procedure used in qMD, we study the enhancement of protons over pions (p/π) ratio in the intermediate pt range (1.5 < pt < 2.5). We show that qMD can reproduce the large p/π ≈ 1 observed experimentally at RHIC energies at hadronization. However, the subsequent decay of resonances makes the ratio fall to values incompatible with experimental data. We thus conclude that resonance decay might have a drastic influence on this observable in the quark recombination picture. Charged particles multiplicity fluctuations measured at SPS by the NA49 collaboration are enhanced in midperipheral events for Pb+Pb collisions at Elab = 160 AGeV. This feature is not reproduce by hadron-string transport approaches, which show a flat centrality dependence, within the proper experimental acceptance and with the proper centrality selection procedure. However, we show that the behavior of multiplicity fluctuations in transport codes is similar to the experimental result in full 4π acceptance. We identify the centrality selection procedure as the reason for the enhanced particle multiplicity fluctuations in midperipheral reactions and argue that it can be used to distinguish between different scenarios of particle productions. We show that experimental data might indicate a strong mixing of projectile and target related production sources. Strangeness over entropy K/π and baryon number over entropy p/π ratio fluctuations have been measured by the NA49 experiment in the SPS energy range, from Elab = 20 AGeV up to Elab = 160 AGeV. We investigate the sensitivity of this observable to kinematical cuts and discuss the influence of resonance decay. We find the dynamical p/π ratio fluctuations to increase with beam energy, in agreement with the measured data points. On the contrary, the dynamical K/π ratio fluctuations are essential flat as a function of centrality and depend only weakly on the kinematical cuts applied. Our results are in line with the simulations performed earlier by the NA49 collaboration in their detector acceptance filter. Finally, we focus on the correlations and fluctuations of conserved charges. It was proposed that these fluctuations are sensitive to the fractional charge carried by the quarks in the initial QGP stage and survive the whole course of heavy ion reactions. A crucial point is the influence of hadronization that may relax the initial QGP fluctuation/correlation signals to their hadronic values. We use the quark Molecular Dynamics qMD model to disentangle the effect of recombination-hadronization on charged particles ratio fluctuations, charge transfer fluctuations, baryon number-strangeness correlation coefficient and various ratios of susceptibilities (i.e. correlations over fluctuations). We find that the dynamical recombination procedure implemented in the qMD model destroys all studied initial QGP fluctuations and correlations and might ex- plain why no signal of a phase transition based on event-by-event fluctuations was found in the experimental data until now.
The Generalized Uncertainty Principle (GUP) arises from Quantum Gravity thought experiments and contains a minimal lenght. In this thesis I calculate Schwarzschild Black Holes that are modified by the GUP. These Black Holes have the property, that their temperature does not diverge for small masses, although they still posses a curvature singularity. I calculate analytically that in more than 3+1 dimensions the temperature diverges again.
In thesis I investigate the possibility that at the smallest length scale (Planck scale) the very notion of "dimension" needs to be revisited. Due to "quantum effects" spacetime might become very turbulent at these scales and properties like those of "fractals" emerge, including a "scale dependent dimension". It seems that this "spontaneous dimensional reduction" and the appearance of a minimal physical length are very general effects that most approaches to quantum gravity share. Main emphasis is given to the"spectral dimension" and its calculation for strings and p-branes.
Artificial intelligence in heavy-ion collisions : bridging the gap between theory and experiments
(2023)
Artificial Intelligence (AI) methods are employed to study heavy-ion collisions at intermediate collision energies, where high baryon density and moderate temperature QCD matter is produced. The experimental measurements of various conventional observables such as collective flow, particle number fluctuations, etc. are usually compared with expensive model calculations to infer the physics governing the evolution of the matter produced in the collisions. Various experimental effects and processing algorithms can greatly affect the sensitivity of these observables. AI methods are used to bridge this gap between theory and experiments of heavy-ion collisions. The problems with conventional methods of analyzing experimental data are illustrated in a comparative study of the Glauber MC model and the UrQMD transport model. It is found that the centrality determination and the estimated fluctuations of the number of participant nucleons suffer from strong model dependencies for Au-Au collisions at 1.23 AGeV. This can bias the results of the experimental analysis if the number of participant nucleons used is not consistent throughout the analysis and in the final model-to-data comparison. The measurable consequences of this model dependence of the number of participant nucleons are also discussed. In this context, PointNet-based AI models are developed to accurately reconstruct the impact parameter or the number of participant nucleons in a collision event from the hits and/or reconstructed track of particles in 10 AGeV Au-Au collisions at the CBM experiment. In the last part of the thesis, different AI methods to study the equation of state (EoS) at high baryon densities are discussed. First, a Bayesian inference is performed to constrain the density dependence of the EoS from the available experimental measurements of elliptical flow and mean transverse kinetic energy of mid rapidity protons in intermediate energy collisions. The UrQMD model was augmented to include arbitrary potentials (or equivalently the EoSs) in the QMD part to provide a consistent treatment of the EoS throughout the evolution of the system. The experimental data constrain the posterior constructed for the EoS for densities up to four times saturation density. However, beyond three times saturation density, the shape of the posterior depends on the choice of observables used. There is a tension in the measurements at a collision energy of about 4 GeV. This could indicate large uncertainties in the measurements, or alternatively the inability of the underlying model to describe the observables with a given input EoS. Tighter constraints and fully conclusive statements on the EoS require accurate, high statistics data in the whole beam energy range of 2-10 GeV, which will hopefully be provided by the beam energy scan programme of STAR-FXT at RHIC, the upcoming CBM experiment at FAIR, and future experiments at HIAF and NICA. Finally, it is shown that the PointNet-based models can also be used to identify the equation of state in the CBM experiment. Despite the uncertainties due to limited detector acceptance and biases in the reconstruction algorithms, the PointNet-based models are able to learn the features that can accurately identify the underlying physics of the collision. The PointNet-based models are an ideal AI tool to study heavy-ion collisions, not only to identify the geometric event features, such as the impact parameter or the number of participant nucleons, but also to extract abstract physical features, such as the EoS, directly from the detector outputs.