Prerequisites & Notation

Before You Begin

This chapter builds directly on the achievable rate expressions derived in Chapter 4. We assume the reader is comfortable with the UatF bound and the closed-form SINR expressions for MRC, ZF, and MMSE combining. Basic convex optimization (KKT conditions, duality, geometric programming) is used throughout.

  • Achievable rate expressions with MRC, ZF, and MMSE combining(Review mimo-ch04)

    Self-check: Can you write down the closed-form SINR expression for user kk under ZF combining in a massive MIMO system?

  • Channel estimation and pilot contamination(Review mimo-ch03)

    Self-check: Can you express the MMSE channel estimate h^k\hat{\mathbf{h}}_k and its error covariance?

  • Channel hardening and favorable propagation(Review mimo-ch01)

    Self-check: Do you understand why 1NtHkHHkβ†’Ξ²k\frac{1}{N_t} \mathbf{H}_{k}^{H} \mathbf{H}_{k} \to \beta_{k} as Ntβ†’βˆžN_t \to \infty?

  • Convex optimization basics (KKT conditions, duality)

    Self-check: Can you state the KKT conditions for a constrained convex problem and explain complementary slackness?

Notation for This Chapter

Symbols introduced or heavily used in this chapter. See also the global notation table in the front matter.

SymbolMeaningIntroduced
pkp_kTransmit power allocated to user kks01
RkR_kAchievable rate (spectral efficiency) of user kks01
SINRk\text{SINR}_kSignal-to-interference-plus-noise ratio for user kks01
Ξ²k\beta_{k}Large-scale fading coefficient (path loss) of user kks01
KKNumber of userss01
NtN_tNumber of base station antennass01
Οƒ2\sigma^2Noise variances01
PtP_tTotal transmit power budgets01
Ξ±\alphaFractional power control exponents04
Ξ³kl\gamma_{kl}Interference coupling coefficient from user ll to user kks01
ttTarget minimum rate in max-min fairness (bisection variable)s01