We theoretically analyse the possibility to electrostatically confine electrons in circular quantum dot arrays, impressed on contacted graphene nanoribbons by top gates. Utilising exact numerical techniques, we compute the scattering efficiency of a single dot and demonstrate that for small-sized scatterers the cross-sections are dominated by quantum effects, where resonant scattering leads to a series of quasi-bound dot states. Calculating the conductance and the local density of states for quantum dot superlattices we show that the resonant carrier transport through such graphene-based nanostructures can be easily tuned by varying the gate voltage.Schematic representation of a Dirac electron wave packet impinging on a circular, electrostatically defined quantum dot.Copyright line will be provided by the publisher 1 Introduction High-quality graphene nanostructures are the most likely building blocks in future electronics, plasmonics and photonics assemblies. Most of their striking features arise from the strictly two-dimensional, honeycomb lattice structure of the basic material, which causes the nontrivial topology of the electronic wave function and an almost linear low-energy spectrum of the chiral quasiparticles (charge carriers) near the so-called Dirac nodal points [1]. From an application-technological point of view, the tunability of the transport properties of graphene by external electric and magnetic fields is of particular importance [2]. This allows a controlled modification of selected areas of the sample by gating. For instance, applying nanoscale top gates on graphene nanoribbons (GNRs) or bilayer graphene, single or double quantum dots with particular shape have been produced in recent experiments [3,4,5].