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The subatomic world is governed by the strong interactions of quarks and gluons, described by Quantum Chromodynamics (QCD). Quarks experience confinement into colour-less objects, i.e. they can not be observed as free particles. Under extreme conditions such as high temperature or high density, this constraint softens and a transition to a phase where quarks and gluons are quasi-free particles (Quark-Gluon-Plasma) can occur. This environment resembles the conditions prevailing during the early stages of the universe shortly after the Big Bang.
The phase diagram of QCD is under investigation in current and future collider experiments, for example at the Large Hadron Collider (LHC) or at the Facility for Antiproton and Ion Research (FAIR). Due to the strength of the strong interactions in the energy regime of interest, analytic methods can not be applied rigorously. The only tool to study QCD from first principles is given by simulations of its discretised version, Lattice QCD (LQCD).
These simulations are in the high-performance computing area, hence, the numerical aspects of LQCD are a vital part in this field of research. In recent years, Graphic Processing Units (GPUs) have been incorporated in these simulations as they are a standard tool for general purpose calculations today.
In the course of this thesis, the LQCD application cl2qcd has been developed, which allows for simulations on GPUs as well as on traditional CPUs, as it is based on OpenCL. cl2qcd constitutes the first application for Wilson type fermions in OpenCL.
It provides excellent performance and has been applied in physics studies presented in this thesis. The investigation of the QCD phase diagram is hampered by the notorious sign-problem, which restricts current simulation algorithms to small values of the chemical potential.
Theoretically, studying unphysical parameter ranges allows for constraints on the phase diagram. Of utmost importance is the clarification of the order of the finite temperature transition in the Nf=2 chiral limit at zero chemical potential. It is not known if it is of first or second order. To this end, simulations utilising Twisted Mass Wilson fermions aiming at the chiral limit are presented in this thesis.
Another possibility is the investigation of QCD at purely imaginary chemical potential. In this region, QCD is known to posses a rich phase structure, which can be used to constrain the phase diagram of QCD at real chemical potential and to clarify the nature of the Nf=2 chiral limit. This phase structure is studied within this thesis, in particular the nature of the Roberge-Weiss endpoint is mapped out using Wilson fermions.
Subject of this thesis is the non-perturbative investigation of the thermal transition in Quantum Chromodynamics by means of lattice gauge theory and a particular type of lattice fermions, the so-called twisted mass fermions. These fermions offer the possibility of improvement as compared to the standard Wilson-type formulation. We investigate the properties of these fermions at finite temperature, i.e. the structure of the bare parameter space as well as leading order cutoff effects in the weak coupling limit. Then we focus on two-flavour simulations at finite pion mass. We identify the (pseudo-)critical temperatures for our set of pion masses (300 to 500 MeV) and discuss the extrapolation to the chiral limit for which the nature of the transition is still an open question. Besides pseudo-critical temperatures we consider the magnetic equation of state and screening observables. We find that the assumption of a second order transition (in the 3d O(4) universality class) agrees with our data without being able to exclude alternatives. Finally, we discuss the future inclusion of strange and charm quarks in dynamical twisted mass simulations and look at the corresponding cutoff effects in the free limit.