Intelligent Resource Management in Vehicular Networks by Haixia Peng & Qiang Ye & Xuemin Sherman Shen

Intelligent Resource Management in Vehicular Networks by Haixia Peng & Qiang Ye & Xuemin Sherman Shen

Author:Haixia Peng & Qiang Ye & Xuemin Sherman Shen
Language: eng
Format: epub
ISBN: 9783030965075
Publisher: Springer International Publishing


3.2.2 Vehicle-Level Spectrum Reservation

To accommodate situations with high density AVs, a linear network utility function is considered in spectrum allocating among AVs associated with the same BS. For given slicing ratios β 1, β 2, and β w, and transmit power of each Wi-Fi AP, a network throughput maximization problem can be formulated as

(3.9)

where and are the association pattern matrices between eNBs and AVs, and between Wi-Fi APs and AVs, respectively; L n and λ n are the corresponding packet size and the arrival rate for delay-tolerant service requests; / (or /) are the set/number of AVs only within the coverage of eNB S j and requesting for delay-sensitive (or delay-tolerant) services; / (or /) are the set/number of AVs within the coverage of Wi-Fi AP W i and requesting for delay-sensitive (or delay-tolerant) services.

In problem (P2), the first five constraints are the same as in problem (P1) and are used to demonstrate the required spectrum for each AV allocated by its associated BS. Constraints (3.9f)–(3.9h) indicate that each AV is associated with either the eNB or the Wi-Fi AP close to it. Constraints (3.9i)–(3.9l) ensure the service rates from either eNBs or Wi-Fi APs to guarantee the delay requirements of delay-sensitive services. For AVs with delay-tolerant requests, constraints (3.9m)–(3.9p) indicate that the service rate from an eNB or a Wi-Fi AP should be not less than the periodic data traffic arrival rate at that eNB or Wi-Fi AP. Via solving problem (P2), the optimal association pattern matrices X ∗ and X ∗′ and local spectrum allocation matrices R ∗ and R ∗′ can be obtained, which maximize the network throughput with guaranteed QoS for different AV applications.



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