TY - INPR JF - IEEE Transactions on Wireless Communications A1 - Zhu, Z A1 - Wang, L A1 - Wang, X A1 - Wang, D A1 - Wong, KK KW - Millimeter wave communication KW - Massive MIMO KW - Leaky wave antennas KW - Resource management KW - Phased arrays KW - Terahertz communications KW - Radio spectrum management KW - Downlink KW - Couplings KW - Channel estimation N2 - This paper studies the large-scale cell-free networks where dense distributed access points (APs) serve many users. As a promising next-generation network architecture, cell-free networks enable ultra-reliable connections and minimal fading/blockage, which are much favorable to the millimeter wave and terahertz transmissions. However, conventional beam management with large phased arrays in a cell is very time-consuming in the higher-frequencies, and could be worsened when deploying a large number of coordinated APs in the cell-free systems. To tackle this challenge, the spatial-spectral cell-free networks with the leaky-wave antennas are established by coupling the propagation angles with frequencies. The beam training overhead in this direction can be significantly reduced through exploiting such spatial-spectral coupling effects. In the considered large-scale spatial-spectral cell-free networks, a novel subchannel allocation solution at sub-terahertz bands is proposed by leveraging the relationship between cross-entropy method and mixture model. Since initial access and AP clustering play a key role in achieving scalable large-scale cell-free networks, a hierarchical AP clustering solution is proposed to make the joint initial access and cluster formation, which is adaptive and has no need to initialize the number of AP clusters. After AP clustering, a subchannel allocation solution is devised to manage the interference between AP clusters. Numerical results are presented to confirm the efficiency of the proposed solutions and indicate that besides subchannel allocation, AP clustering can also have a big impact on the large-scale cell-free network performance at sub-terahertz bands. ID - discovery10204643 PB - Institute of Electrical and Electronics Engineers (IEEE) UR - https://doi.org/10.1109/twc.2025.3526932 SN - 1536-1276 N1 - This version is the author accepted manuscript. For information on re-use, please refer to the publisher?s terms and conditions. TI - Spatial-spectral Cell-free Sub-terahertz Networks: A Large-scale Case Study Y1 - 2025/01/16/ AV - public SP - 1 EP - 1 ER -