We present a comprehensive study of ( = 1, 2, 3) production in proton-proton () collisions at various LHC energies and rapidity ranges within the framework of leading order non-relativistic quantum chromodynamics (NRQCD) factorization. The transverse momentum ()-dependent production cross-sections are calculated, incorporating both direct and feed-down contributions. Specifically, feed-down from , , , and states to is included, while receives contributions from and . No significant feed-down is considered for . The computed cross-sections and cross-section ratios among different states are compared with experimental measurements from ALICE, ATLAS, CMS and LHCb. It is found that the experimental cross-sections and cross-section ratios are well described within the theoretical uncertainties arising due to the choices of the factorization and renormalization scales for 4 GeV and 0 GeV, respectively. Furthermore, the cross-section ratios exhibit a clear saturation behavior beyond 40 GeV.

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