TY - JOUR
T1 - Fundamental Limits of Wireless Caching Under Mixed Cacheable and Uncacheable Traffic
AU - Joudeh, Hamdi
AU - Lampiris, Eleftherios
AU - Elia, Petros
AU - Caire, Giuseppe
PY - 2021/7/1
Y1 - 2021/7/1
N2 - We consider cache-aided wireless communication scenarios where each user requests both a file from an a-priori generated cacheable library (referred to as ‘content’), and an uncacheable ‘non-content’ message generated at the start of the wireless transmission session. This scenario is easily found in real-world wireless networks, where the two types of traffic coexist and share limited radio resources. We focus on single-transmitter, single-antenna wireless networks with cache-aided receivers, where the wireless channel is modelled by a degraded Gaussian broadcast channel (GBC). For this setting, we study the delay-rate trade-off, which characterizes the content delivery time and non-content communication rates that can be achieved simultaneously. We propose a scheme based on the separation principle, which isolates the coded caching and multicasting problem from the physical layer transmission problem. We show that this separation-based scheme is sufficient for achieving an information-theoretically order-optimal performance, up to a multiplicative factor of 2.01 for the content delivery time, when working in the generalized degrees of freedom (GDoF) limit. We further show that the achievable performance is near-optimal after relaxing the GDoF limit, up to an additional additive factor of 2 bits per dimension for the non-content rates. A key insight emerging from our scheme is that in some scenarios considerable amounts of non-content traffic can be communicated while maintaining the minimum content delivery time, achieved in the absence of non-content messages; compliments of ‘topological holes’ arising from asymmetries in wireless channel gains.
AB - We consider cache-aided wireless communication scenarios where each user requests both a file from an a-priori generated cacheable library (referred to as ‘content’), and an uncacheable ‘non-content’ message generated at the start of the wireless transmission session. This scenario is easily found in real-world wireless networks, where the two types of traffic coexist and share limited radio resources. We focus on single-transmitter, single-antenna wireless networks with cache-aided receivers, where the wireless channel is modelled by a degraded Gaussian broadcast channel (GBC). For this setting, we study the delay-rate trade-off, which characterizes the content delivery time and non-content communication rates that can be achieved simultaneously. We propose a scheme based on the separation principle, which isolates the coded caching and multicasting problem from the physical layer transmission problem. We show that this separation-based scheme is sufficient for achieving an information-theoretically order-optimal performance, up to a multiplicative factor of 2.01 for the content delivery time, when working in the generalized degrees of freedom (GDoF) limit. We further show that the achievable performance is near-optimal after relaxing the GDoF limit, up to an additional additive factor of 2 bits per dimension for the non-content rates. A key insight emerging from our scheme is that in some scenarios considerable amounts of non-content traffic can be communicated while maintaining the minimum content delivery time, achieved in the absence of non-content messages; compliments of ‘topological holes’ arising from asymmetries in wireless channel gains.
KW - Wireless sensor networks
KW - Wireless networks
KW - Multicast communication
KW - Signal to noise ratio
KW - Receivers
KW - Radio transmitters
KW - Delays
KW - generalized degrees-of-freedom (GDoF)
KW - Caching networks
KW - coded caching
KW - Gaussian broadcast channel
KW - Coded caching
KW - Generalized degrees-of-freedom (GDoF)
UR - http://www.scopus.com/inward/record.url?scp=85105892195&partnerID=8YFLogxK
U2 - 10.1109/TIT.2021.3078890
DO - 10.1109/TIT.2021.3078890
M3 - Article
SN - 0018-9448
VL - 67
SP - 4747
EP - 4767
JO - IEEE Transactions on Information Theory
JF - IEEE Transactions on Information Theory
IS - 7
M1 - 9427217
ER -