TY - JOUR
T1 - Optimal PHY Configuration in Wireless Networks
AU - Shifrin, Mark
AU - Menasche, Daniel S.
AU - Cohen, Asaf
AU - Goeckel, Dennis
AU - Gurewitz, Omer
N1 - Funding Information:
Manuscript received March 16, 2018; revised June 24, 2019 and March 31, 2020; accepted July 27, 2020; approved by IEEE/ACM TRANSACTIONS ON NETWORKING Editor K. Psounis. Date of publication August 31, 2020; date of current version December 16, 2020. This work was supported in part by the European Commission Horizon 2020 Framework Programme under Grant 671566, in part by the Israeli MOITAL NEPTUN Consortium H2020 Excellent Science H2020 European Research Council, in part by the National Science Foundation under Grant CIF-1421957 and Grant CNS-1564067, in part by CAPES: Ministério da Ciência, Tecnologia e Inovação Coordenação de Aperfeiçoamento de Pessoal de Nível Superior, in part by the CNPq: Ministério da Ciência, Tecnologia e Inovação Conselho Nacional de Desenvolvimento Científico e Tecnológico, and in part by the Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro under Grant E-26/211.144/2019 and Grant E-26/203.215/2017. (Corresponding author: Mark Shifrin.) Mark Shifrin, Asaf Cohen, and Omer Gurewitz are with the School of Electrical and Computer Engineering, Ben Gurion University of the Negev, Beersheba 84770, Israel (e-mail: markshi@post.bgu.ac.il).
Publisher Copyright:
© 1993-2012 IEEE.
PY - 2020/12/1
Y1 - 2020/12/1
N2 - In this work, we study the optimal configuration of the physical layer in wireless networks by means of Semi-Markov Decision Process (SMDP) modeling. In particular, assume the physical layer is characterized by a set of potential operating points, with each point corresponding to a rate and reliability pair; for example, these pairs might be obtained through a now-standard diversity-multiplexing tradeoff characterization. Given the current network state (e.g., buffer occupancies), a Decision Maker (DM) needs to dynamically decide which operating point to use. The SMDP problem formulation allows us to choose from these points. A solution to the SMDP problem is an optimal selection of operating points, which is expressed by a decision rule as a function of the number of packets in the source's finite queue, the channel state, and the size of the packet to be transmitted. We derive a general solution to the SMDP which covers various model configurations, packet size distributions and channel dynamics. For the specific case of exponential transmission times, we analytically prove the optimal policy has a threshold structure. Numerical results validate this finding, as well as depict muti-threshold policies for time varying channels such as the Gilbert-Elliott channel.
AB - In this work, we study the optimal configuration of the physical layer in wireless networks by means of Semi-Markov Decision Process (SMDP) modeling. In particular, assume the physical layer is characterized by a set of potential operating points, with each point corresponding to a rate and reliability pair; for example, these pairs might be obtained through a now-standard diversity-multiplexing tradeoff characterization. Given the current network state (e.g., buffer occupancies), a Decision Maker (DM) needs to dynamically decide which operating point to use. The SMDP problem formulation allows us to choose from these points. A solution to the SMDP problem is an optimal selection of operating points, which is expressed by a decision rule as a function of the number of packets in the source's finite queue, the channel state, and the size of the packet to be transmitted. We derive a general solution to the SMDP which covers various model configurations, packet size distributions and channel dynamics. For the specific case of exponential transmission times, we analytically prove the optimal policy has a threshold structure. Numerical results validate this finding, as well as depict muti-threshold policies for time varying channels such as the Gilbert-Elliott channel.
KW - Markov decision process
KW - physical layer
KW - wireless networks
UR - http://www.scopus.com/inward/record.url?scp=85090473397&partnerID=8YFLogxK
U2 - 10.1109/TNET.2020.3015881
DO - 10.1109/TNET.2020.3015881
M3 - Article
AN - SCOPUS:85090473397
SN - 1063-6692
VL - 28
SP - 2601
EP - 2614
JO - IEEE/ACM Transactions on Networking
JF - IEEE/ACM Transactions on Networking
IS - 6
M1 - 9180309
ER -