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Wireless Network Design: Optimization Models and Solution ...

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5 Mathematical Programming <strong>Models</strong> for Third Generation <strong>Wireless</strong> <strong>Network</strong> <strong>Design</strong> 105<br />

of the number of mobile users who simultaneously request service at that location.<br />

The attenuation factors are assumed to be measured empirically or derived from an<br />

appropriate propagation model for the planning region (e.g., the Hata model [31]).<br />

Note that throughout this presentation the terms “subscriber” <strong>and</strong> “mobile user” are<br />

used synonymously to refer to users of the CDMA network (i.e., customers who<br />

subscribe to the service provided by the network owner). We also use the terms<br />

“subscriber assignment” <strong>and</strong> “test point assignment” interchangeably since dem<strong>and</strong><br />

is modeled using test points.<br />

The tower location <strong>and</strong> subscriber assignment decisions are represented in the<br />

model by binary indicator variables. The variable yℓ is equal to one if tower ℓ is<br />

selected for the design <strong>and</strong> zero, otherwise. Likewise xmℓ is equal to one if, <strong>and</strong> only<br />

if, subscribers at test point m are assigned to tower ℓ.<br />

The core model in [7] assumes a power-control mechanism by which connections<br />

from mobile h<strong>and</strong>sets to towers must be received at a guaranteed power level<br />

of P target. Thus, a h<strong>and</strong>set at test point m will transmit with power level P target/gmℓ in<br />

order to send a signal to tower ℓ that is received at power level gmℓ Ptarget<br />

g mℓ = P target. The<br />

model further assumes that the maximum transmission power of a mobile h<strong>and</strong>set<br />

is P max, <strong>and</strong> so test point m may only be assigned to tower ℓ if P target/gmℓ ≤ P max. The<br />

subset of towers to which test point m may be assigned is denoted by Lm = {ℓ ∈<br />

L : P target/gmℓ ≤ P max}, <strong>and</strong> the set of test points that could be assigned to (covered<br />

by) tower ℓ is denoted by Mℓ = {m ∈ M : P target/gmℓ ≤ P max}. In a CDMA-based network<br />

every mobile-to-tower connection can, in theory, interfere with every other<br />

mobile-to-tower connection. Consequently, the total strength of all signals received<br />

at tower location ℓ from all mobile users in the system is P target ∑m∈M ∑ j∈Lm dm g mℓ<br />

gm j xm j<br />

<strong>and</strong> the interference with respect to a given connection assigned to the tower is<br />

P target ∑m∈M ∑ j∈Lm dm g mℓ<br />

gm j xm j − P target [7]. The SIR for a connection to tower ℓ, denoted<br />

by SIRℓ, is thus given by<br />

SIRℓ =<br />

Ptarget Ptarget ∑m∈M ∑ j∈Lm dm gmℓ gm j xm j − Ptarget 1<br />

=<br />

∑m∈M ∑ j∈Lm dm gmℓ gm j xm<br />

. (5.1)<br />

j − 1<br />

To ensure a minimum acceptable SIR of SIRmin for each session assigned to tower<br />

ℓ, test points must be assigned to towers in such a way that SIRℓ ≥ SIRmin. That is,<br />

a feasible solution that uses tower ℓ must satisfy the constraint<br />

which is equivalent to the linear constraint<br />

where s denotes 1 + 1<br />

SIR min .<br />

1<br />

∑m∈M ∑ j∈Lm dm gmℓ gm j xm j − 1 ≥ SIRmin, (5.2)<br />

gmℓ<br />

∑ ∑ dm<br />

m∈M<br />

gm j∈Lm j<br />

xm j ≤ s. (5.3)

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