In1998, two teams studying distant Type Ia supernovae showed independent evidencethat the expansion of the Universe is accelerating, which means the beginning of a new era incosmology. There are two ideas to explain this phenomenon: Dark energy cosmology andthe modified gravity. There are several other well-established cosmological observations re-inforced an accelerating Universe, such as Baryon Acoustic Oscillations (BAO) and CosmicMicrowave Background (CMB). In recent years, Gamma-ray bursts (GRBs) have been pro-posed as a complementary probe to type Ia supernovae (SNIa). However, as is well known,there is a circularity problem in the use of GRBs to study cosmology. In this work, based onthe Padé approximant, we propose a new cosmology-independent method to calibrate GRB-s. As is well known, any function can be expanded by Padé approximation, and can avoidthe divergence problem in the higher-order terms like Taylor expansion. In this paper, weconsider a sample consisting138long GRBs and obtain79calibrated long GRBs at highredshift z>1.4(named Mayflower sample) which can be used to constrain cosmologicalmodels without the circularity problem. Then, we consider the constraints on several cosmo-logical models with these79calibrated GRBs and other observational data. We present thatGRBs are competent to be a complementary probe to the other well-established cosmologicalobservations. |