A Tutorial on Transmission Capacity

This tutorial paper unifies a number of recent contributions that have collectively developed a metric for decentralized wireless network analysis known as transmission capacity. Although it is notoriously difficult to derive general end-to-end capacity results for multi-terminal or ad hoc networks, the transmission capacity (TC) framework allows for quantification of achievable single-hop rates by focusing on a simplified physical/MAClayer model. By using stochastic geometry to quantify the multi-user interference in the network, the relationship between the optimal spatial density and success probability of transmissions in the network can be determined, and expressed – often fairly simply – in terms of the key network parameters. The basic model and analytical tools are first discussed and applied to a simple network with path loss only and we present a quite tight upper bound on transmission capacity (lower bound on outage probability) and several approaches for lower bounds on TC of varying compactness and tightness. We then introduce random channels (fading/shadowing) and give TC and outage approximations for an arbitrary channel distribution, as well as exact results for the special cases of Rayleigh and Nakagami fading. We then apply these results to show how TC can be used to better understand scheduling, power control, and the deployment of multiple antennas in a decentralized network. The paper closes by discussing shortcomings in the model as well as future research directions.

[1]  Rohit U. Nabar,et al.  Introduction to Space-Time Wireless Communications , 2003 .

[2]  F. Baccelli,et al.  On a coverage process ranging from the Boolean model to the Poisson–Voronoi tessellation with applications to wireless communications , 2001, Advances in Applied Probability.

[3]  Jeffrey G. Andrews,et al.  Rethinking MIMO for Wireless Networks: Linear Throughput Increases with Multiple Receive Antennas , 2009, 2009 IEEE International Conference on Communications.

[4]  Massimo Franceschetti,et al.  The Capacity of Wireless Networks: Information-Theoretic and Physical Limits , 2009, IEEE Transactions on Information Theory.

[5]  Leandros Tassiulas,et al.  Resource Allocation and Cross Layer Control in Wireless Networks (Foundations and Trends in Networking, V. 1, No. 1) , 2006 .

[6]  François Baccelli,et al.  Stochastic geometry and architecture of communication networks , 1997, Telecommun. Syst..

[7]  C. Klüppelberg,et al.  Subexponential distributions , 1998 .

[8]  Vincent K. N. Lau,et al.  Spectrum sharing between cellular and mobile ad hoc networks: transmission-capacity trade-off , 2008, IEEE Journal on Selected Areas in Communications.

[9]  François Baccelli,et al.  Poisson-Voronoi Spanning Trees with Applications to the Optimization of Communication Networks , 1999, Oper. Res..

[10]  Jeffrey G. Andrews,et al.  Uplink Capacity and Interference Avoidance for Two-Tier Cellular Networks , 2007, IEEE GLOBECOM 2007 - IEEE Global Telecommunications Conference.

[11]  S. Musa,et al.  Co-Channel Interference of Spread Spectrum Systems in a Multiple User Environment , 1978, IEEE Trans. Commun..

[12]  Malvin Carl Teich,et al.  Power-law shot noise , 1990, IEEE Trans. Inf. Theory.

[13]  R. Ganti,et al.  Regularity, Interference, and Capacity of Large Ad Hoc Networks , 2006, 2006 Fortieth Asilomar Conference on Signals, Systems and Computers.

[14]  Emre Telatar,et al.  Information-theoretic upper bounds on the capacity of large extended ad hoc wireless networks , 2005, IEEE Transactions on Information Theory.

[15]  Panganamala Ramana Kumar,et al.  A network information theory for wireless communication: scaling laws and optimal operation , 2004, IEEE Transactions on Information Theory.

[16]  Jeffrey G. Andrews,et al.  Transmission capacity of wireless ad hoc networks with outage constraints , 2005, IEEE Transactions on Information Theory.

[17]  François Baccelli,et al.  Stochastic geometry models of mobile communication networks , 1998 .

[18]  Sanjeev R. Kulkarni,et al.  Upper bounds to transport capacity of wireless networks , 2004, IEEE Transactions on Information Theory.

[19]  Jeffrey G. Andrews,et al.  Ad Hoc Networks: To Spread or Not to Spread? , 2007 .

[20]  Jeffrey G. Andrews,et al.  Transmission capacity scaling of SDMA in wireless ad hoc networks , 2009, 2009 IEEE Information Theory Workshop.

[21]  Matthew R. McKay,et al.  On the Use of Multiple Antennas to Reduce MAC Layer Coordination in Ad Hoc Networks , 2008, 2008 IEEE International Conference on Communications.

[22]  H. Vincent Poor,et al.  On unbounded path-loss models: effects of singularity on wireless network performance , 2009, IEEE Journal on Selected Areas in Communications.

[23]  Jeffrey G. Andrews,et al.  A simple upper bound on random access transport capacity , 2009, 2009 47th Annual Allerton Conference on Communication, Control, and Computing (Allerton).

[24]  Andrea J. Goldsmith,et al.  Large wireless networks under fading, mobility, and delay constraints , 2004, IEEE INFOCOM 2004.

[25]  Jeffrey G. Andrews,et al.  The Effect of Fading, Channel Inversion, and Threshold Scheduling on Ad Hoc Networks , 2007, IEEE Transactions on Information Theory.

[26]  John A. Gubner,et al.  Computation of Shot-Noise Probability Distributions and Densities , 1996, SIAM J. Sci. Comput..

[27]  S. Wicker,et al.  The Behavior of Unbounded Path-loss Models and the Effect of Singularity on Computed Network Characteristics , 2008 .

[28]  John A. Silvester,et al.  Optimum Transmission Ranges in a Direct-Sequence Spread-Spectrum Multihop Packet Radio Network , 1990, IEEE J. Sel. Areas Commun..

[29]  Matthew R. McKay,et al.  Spatial Multiplexing with MRC and ZF Receivers in Ad Hoc Networks , 2009, 2009 IEEE International Conference on Communications.

[30]  Jeffrey G. Andrews,et al.  Stochastic geometry and random graphs for the analysis and design of wireless networks , 2009, IEEE Journal on Selected Areas in Communications.

[31]  E.S. Sousa,et al.  Performance of a spread spectrum packet radio network link in a Poisson field of interferers , 1992, IEEE Trans. Inf. Theory.

[32]  Shuguang Cui,et al.  Transmission Capacities for Overlaid Wireless Ad Hoc Networks with Outage Constraints , 2009, 2009 IEEE International Conference on Communications.

[33]  Dimitrios Hatzinakos,et al.  Analytic alpha-stable noise modeling in a Poisson field of interferers or scatterers , 1998, IEEE Trans. Signal Process..

[34]  Michel Daoud Yacoub,et al.  A General Exact Formulation for the Outage Probability in Interference-Limited Systems , 2008, IEEE GLOBECOM 2008 - 2008 IEEE Global Telecommunications Conference.

[35]  Matthew R. McKay,et al.  Analysis of Dense Ad Hoc Networks with Spatial Diversity , 2007, IEEE GLOBECOM 2007 - IEEE Global Telecommunications Conference.

[36]  Massimo Franceschetti,et al.  Closing the Gap in the Capacity of Wireless Networks Via Percolation Theory , 2007, IEEE Transactions on Information Theory.

[37]  Suhas N. Diggavi,et al.  Great expectations: the value of spatial diversity in wireless networks , 2004, Proceedings of the IEEE.

[38]  C. L. Nikias,et al.  Signal processing with fractional lower order moments: stable processes and their applications , 1993, Proc. IEEE.

[39]  Jean-Paul M. G. Linnartz,et al.  Exact analysis of the outage probability in multiple-user mobile radio , 1992, IEEE Trans. Commun..

[40]  Jeffrey G. Andrews,et al.  Bandwidth partitioning in decentralized wireless networks , 2007, IEEE Transactions on Wireless Communications.

[41]  Martin Haenggi,et al.  On distances in uniformly random networks , 2005, IEEE Transactions on Information Theory.

[42]  Jeffrey G. Andrews,et al.  Transmission capacity of ad hoc networks with spatial diversity , 2007, IEEE Transactions on Wireless Communications.

[43]  James R. Zeidler,et al.  A delay-minimizing routing strategy for wireless multi-hop networks , 2009, 2009 7th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks.

[44]  Jeffrey G. Andrews,et al.  Adaptive rate control over multiple spatial channels in ad hoc networks , 2008, 2008 6th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks and Workshops.

[45]  François Baccelli,et al.  Spatial Averages of Coverage Characteristics in Large CDMA Networks , 2002, Wirel. Networks.

[46]  Jeffrey G. Andrews,et al.  Fractional power control for decentralized wireless networks , 2007, IEEE Transactions on Wireless Communications.

[47]  François Baccelli,et al.  An Aloha protocol for multihop mobile wireless networks , 2006, IEEE Transactions on Information Theory.

[48]  F. Baccelli,et al.  Markov paths on the Poisson-Delaunay graph with applications to routeing in mobile networks , 2000, Advances in Applied Probability.

[49]  Jeffrey G. Andrews,et al.  The Guard Zone in Wireless Ad hoc Networks , 2007, IEEE Transactions on Wireless Communications.

[50]  Martin Haenggi,et al.  Outage, local throughput, and capacity of random wireless networks , 2008, IEEE Transactions on Wireless Communications.

[51]  Massimo Franceschetti,et al.  Random networks for communication : from statistical physics to information systems , 2008 .

[52]  Daniel W. Bliss,et al.  Spectral Efficiency in Single-Hop Ad-Hoc Wireless Networks with Interference Using Adaptive Antenna Arrays , 2007, IEEE Journal on Selected Areas in Communications.

[53]  Andrea J. Goldsmith,et al.  Capacity regions for wireless ad hoc networks , 2002, 2002 IEEE International Conference on Communications. Conference Proceedings. ICC 2002 (Cat. No.02CH37333).

[54]  Nihar Jindal,et al.  Transmission Capacity of Wireless Ad Hoc Networks: Successive Interference Cancellation vs. Joint Detection , 2009, 2009 IEEE International Conference on Communications.

[55]  David Tse,et al.  Mobility increases the capacity of ad hoc wireless networks , 2002, TNET.

[56]  Vladimir Mordachev,et al.  On node density - outage probability tradeoff in wireless networks , 2009, IEEE Journal on Selected Areas in Communications.

[57]  Ayfer Özgür,et al.  Hierarchical Cooperation Achieves Optimal Capacity Scaling in Ad Hoc Networks , 2006, IEEE Transactions on Information Theory.

[58]  Elvino S. Sousa,et al.  Interference modeling in a direct-sequence spread-spectrum packet radio network , 1990, IEEE Trans. Commun..

[59]  Moe Z. Win,et al.  A Mathematical Theory of Network Interference and Its Applications , 2009, Proceedings of the IEEE.

[60]  D. Stoyan,et al.  Stochastic Geometry and Its Applications , 1989 .

[61]  James R. Zeidler,et al.  Information Efficiency of Ad Hoc Networks with FH-MIMO Transceivers , 2007, 2007 IEEE International Conference on Communications.

[62]  S. Rice Mathematical analysis of random noise , 1944 .

[63]  Martin Haenggi,et al.  Interference and Outage in Clustered Wireless Ad Hoc Networks , 2007, IEEE Transactions on Information Theory.

[64]  John A. Silvester,et al.  Optimum transmission radii for packet radio networks or why six is a magic number , 1978 .

[65]  Michele Zorzi,et al.  Optimum transmission ranges in multihop packet radio networks in the presence of fading , 1995, IEEE Trans. Commun..

[66]  W. Schottky Über spontane Stromschwankungen in verschiedenen Elektrizitätsleitern , 1918 .

[67]  Panganamala Ramana Kumar,et al.  Scaling Laws for Ad Hoc Wireless Networks: An Information Theoretic Approach , 2006, Found. Trends Netw..

[68]  Jeffrey G. Andrews,et al.  Transmission Capacity of Wireless Ad Hoc Networks With Successive Interference Cancellation , 2007, IEEE Transactions on Information Theory.

[69]  Panganamala Ramana Kumar,et al.  RHEINISCH-WESTFÄLISCHE TECHNISCHE HOCHSCHULE AACHEN , 2001 .

[70]  Jeffrey G. Andrews,et al.  Spectrum allocation in two-tier networks , 2008, 2008 42nd Asilomar Conference on Signals, Systems and Computers.

[71]  Xiangying Yang,et al.  Inducing multiscale clustering using multistage MAC contention in CDMA ad hoc networks , 2007, TNET.

[72]  L. Kleinrock,et al.  Spatial reuse in multihop packet radio networks , 1987, Proceedings of the IEEE.

[73]  Rohit Negi,et al.  Capacity of power constrained ad-hoc networks , 2004, IEEE INFOCOM 2004.

[74]  François Baccelli,et al.  Stochastic geometry and wireless networks , 2009 .

[75]  Shuguang Cui,et al.  Scaling Laws for Overlaid Wireless Networks: A Cognitive Radio Network vs. a Primary Network , 2008, IEEE GLOBECOM 2008 - 2008 IEEE Global Telecommunications Conference.