We describe the evolution of the SU(4) Kondo effect as the number of magnetic centers increases from one impurity to the two-dimensional (2D) lattice. We derive a Hubbard-Anderson model which describes a 2D array of atoms or molecules with two-fold orbital degeneracy, acting as magnetic impurities and interacting with a metallic host. We calculate the differential conductance, observed typically in experiments of scanning tunneling spectroscopy, for different arrangements of impurities on a metallic surface: a single impurity, a periodic square lattice, and several sites of a rectangular cluster. Our results point towards the crucial importance of the orbital degeneracy and agree well with recent experiments in different systems of iron(II) phtalocyanine molecules deposited on top of Au (111) The Kondo effect is one of the most paradigmatic phenomena in strongly correlated condensed matter systems [1]. It is characterized by the emergence of a many-body singlet ground state formed by the impurity spin and the conduction electrons in the Fermi sea, which form a screening "cloud" around the impurity. Originally observed in dilute magnetic alloys [1], the Kondo effect has reappeared more recently in the context of semiconductor quantum-dot (QD) systems [2,3], and in systems of magnetic adatoms (e.g., Co or Mn) deposited on clean metallic surfaces, where the effect has been clearly observed experimentally as a narrow Fano-Kondo antiresonance (FKA) in the differential conductance in scanning tunneling spectroscopy (STS) [4][5][6].While most of the experimental realizations of the Kondo effect correspond to spin 1/2 and SU(2) symmetry, more exotic Kondo effects are possible in nanoscopic systems [7]. In particular, a SU(4) Kondo effect can occur when an additional pseudospin 1/2 orbital degree of freedom appears due to robust orbital degeneracy. In practice, however, the stringent conditions to preserve orbital degeneracy limits the observation of the SU(4) Kondo effect to few cases, such as C nanotubes [8][9][10], and Si fin-type field effect transistors [11] where there is a valley degeneracy [12]. Recently, Minamitani et al.[13] have shown that the Kondo effect observed in isolated iron(II) phtalocyanine (FePc) molecules deposited on top of clean Au(111) (in the most usual on-top configuration) [14] is a new realization of the SU(4) case. In the on-top configuration, the degeneracy between partially filled 3d xz and 3d yz orbitals of Fe is preserved by the Au(111) substrate, leading to a strong FKA in the STS signal. Interestingly, Tsukahara et al. [15] showed that at sufficiently high densities, the FePc molecules on Au(111) self-organize into a two-dimensional (2D) square lattice, paving the way to study artificially engineered Kondo lattices by scanning tunneling microscopy (STM). At present, a large class of organic-Kondo adsorbates are being studied by STM techniques due to their potential applications as electronic [16,17] and/or molecular spintronics [18][19][20] devices, and therefore it is important to un...