5.6 System Analytical Models
5.6.6 Performance Measures of the Readjustment Based Strategy
108 d) Capacity ( ๐๐)
The capacity of the SU is the average service rate of the SUs. This implies the average number of SU service completion per time [145]. However, the capacity is dynamic since the SNR, the number of channel slots assembled by the CRBs and the number of SUs varies. For simplicity, it can be expressed as,
๐๐= โ ๐๐๐ ๐๐
๐โแถ
๐๐ ๐๐(๐) (5.23)
e) Service rate ( ๐๐ ๐)
Service rate ๐๐ ๐ is the capacity of the secondary network divided by the number of admitted SUs at a particular time, which is a function of the SNRs/modes pair. It can be expressed as,
๐๐ ๐ = ๐๐
โ๐โแถ ๐๐๐(๐) (5.24)
Note that, the generic symbols ๐๐ and ๐๐ could not be used when representing blocking, forced termination and access/admission probability above because of their respective specificity (different criteria). Note, ๐๐โก ๐๐, ๐๐, ๐๐๐๐๐, ๐๐๐๐๐ฅ or ๐๐ and ๐๐ โก ๐๐, ๐๐ or ๐๐ respectively.
Also, ๐๐ , ๐๐, ๐๐ โ ๐๐ and ๐๐, ๐๐, ๐๐, ๐๐, ๐๐๐๐๐, ๐๐๐๐๐ฅโ ๐๐ ๐ข
109 a) The Blocking Probability (โ ๐๐๐)
The blocking probability ๐๐๐, is the probability that a SU will be blocked from gaining access into spectrum when it arrives due to sufficient resources or no resources for it to commence transmission at particular channel state. It implies the sum of all probabilities of states that cannot admit/accept SU into the system due to resources availability. In this work ๐๐๐ is expressed in rate as,
โ ๐๐๐ =๐๐๐ก๐๐ ๐๐ ๐๐๐๐๐๐๐๐ ๐๐๐ก๐ ๐๐ก ๐ ๐๐๐๐ก๐๐๐ข๐๐๐ ๐โ๐๐๐๐๐ ๐ ๐ก๐๐ก๐
๐๐ ๐๐๐๐๐ฃ๐๐ ๐๐๐ก๐ ๐๐ก ๐ ๐๐๐๐ก๐๐๐ข๐๐๐ ๐โ๐๐๐๐๐ ๐ ๐ก๐๐ก๐ (5.26)
โ ๐๐๐ =
[
โ ๐๐๐๐๐๐๐
๐(๐) ๐(๐)
๐โ แถ, ๐๐ ๐ขโคโ๐๐๐=1 ๐๐๐๐๐๐ ,
๐โ๐โ๐(๐)< ๐๐๐๐๐๐
] ๐๐
โ = 1
๐๐ [
โ ๐๐๐๐๐๐๐ ๐(๐) ๐(๐)
๐โ แถ, ๐๐ ๐ขโคโ๐๐๐=1 ๐๐๐๐๐๐ ,
๐โ๐โ๐(๐)< ๐๐๐๐๐๐
]
(5.27)
Where ๐๐๐the blocking probability in good wireless link.
Note: the symbol โ(asterisk) is used to differentiate the RBS metrics form the IBS and not a multiplication or convolution.
โ ๐๐๐ =
[
โ ๐๐๐๐๐๐๐
๐(๐) ๐(๐)
๐โ แถ, ๐๐ ๐ขโคโ๐๐๐=1 ๐๐๐๐๐๐ ,
๐โ๐โ๐(๐)< ๐๐๐๐๐๐
] ๐๐
โ = 1
๐๐ [
โ ๐๐๐๐๐๐๐
๐(๐) ๐(๐)
๐โ แถ, ๐๐ ๐ขโคโ๐๐๐=1 ๐๐๐๐๐๐ ,
๐โ๐โ๐(๐)< ๐๐๐๐๐๐
]
(5.28)
Where ๐๐๐ is the blocking probability in moderate wireless link.
โ ๐๐๐ =
[
โ ๐๐๐๐๐๐๐ ๐(๐) ๐(๐)
๐โ แถ, ๐๐ ๐ขโคโ๐๐๐=1 ๐๐๐๐๐๐ ,
๐โ๐โ๐(๐)< ๐๐๐
๐๐๐ ]
๐๐
โ = 1
๐๐
[
โ ๐๐๐๐๐๐๐
๐(๐) ๐(๐)
๐โ แถ, ๐๐ ๐ขโคโ๐๐๐=1 ๐๐๐๐๐๐ ,
๐โ๐โ๐(๐)< ๐๐๐
๐๐๐ ]
(5.29)
Where ๐๐๐ is the blocking probability in bad wireless link.
110 b) The forced termination probability (โ ๐๐๐ก๐)
With similar definition as mentioned in IBS, it can be expressed as,
โ ๐๐๐ก๐ =๐๐๐ก๐๐ ๐๐ ๐๐๐๐๐๐ ๐ก๐๐๐๐๐๐๐ก๐๐๐ ๐๐๐ก๐ ๐๐ก ๐ ๐๐๐๐ก๐๐๐ข๐๐๐ ๐โ๐๐๐๐๐ ๐ ๐ก๐๐ก๐
๐๐ ๐๐๐๐๐๐๐ก๐๐๐๐ (๐๐๐ก๐ ๐๐ ๐๐๐๐๐๐๐ ๐๐ ๐๐ ๐ ๐๐๐ฃ๐๐๐) (5.30)
โ ๐๐๐ก๐=
[
๐๐ โ ๐๐๐๐๐๐๐
๐(๐) โ ๐ ๐(๐)
๐โ แถ, ๐๐ ๐ข<โ๐๐๐=1 ๐๐๐๐๐๐,
๐โ๐=๐(๐) ]
(1 โ ๐๐๐)๐๐
โ
= 1
(1 โ ๐๐๐)๐๐
[
๐๐ โ ๐๐๐๐๐๐๐
๐(๐) โ ๐ ๐(๐)
๐โ แถ, ๐๐ ๐ข<โ๐๐๐=1 ๐๐๐๐๐๐,
๐โ๐=๐(๐) ]
(5.31)
Where ๐๐๐ก๐is the force termination (FT) probability in good wireless link
๐๐๐ก๐= [
๐๐ โ ๐๐๐๐๐๐๐
๐(๐) โ ๐ ๐(๐)
๐โ แถ, ๐๐ ๐ข<โ๐๐๐=1 ๐๐๐๐๐๐,
๐โ๐=๐(๐) ]
(1 โ ๐๐๐)๐๐
โ
= 1
(1 โ ๐๐๐)๐๐ [
๐๐ โ ๐๐๐๐๐๐๐
๐(๐) โ ๐ ๐(๐)
๐โ แถ, ๐๐ ๐ข<โ๐๐๐=1 ๐๐๐๐๐๐,
๐โ๐=๐(๐) ]
(5.32)
Where ๐๐๐ก๐is the forced termination (FT) probability at moderate wireless link
111
โ ๐๐๐ก๐ =
[
๐๐ โ ๐๐๐๐๐๐๐
๐(๐) โ ๐ ๐(๐)
๐โ แถ, ๐๐ ๐ข<โ๐๐๐=1 ๐๐๐๐๐๐,
๐โ๐=๐(๐) ]
(1 โ ๐๐๐)๐๐
โ
= 1
(1 โ ๐๐๐)๐๐ [
๐๐ โ ๐๐๐๐๐๐๐
๐(๐) โ ๐ ๐(๐)
๐โ แถ, ๐๐ ๐ข<โ๐๐๐=1 ๐๐๐๐๐๐,
๐โ๐=๐(๐) ]
(5.33)
๐๐๐ก๐is the forced termination probability in bad wireless link
c) Acceptance/Admission probability (โ ๐๐๐)
As states in the IBS scheme, the acceptance/admission probability is given as,
โ ๐๐๐= (1 โ ๐๐๐) (5.34)
For each wireless link condition, it can be expressed respectively as follows:
โ ๐๐๐ = (1 โ ๐๐๐) (5.35)
โ ๐๐๐=
( 1 โ
[
โ ๐๐๐๐๐๐๐
๐(๐) ๐(๐)
๐โ แถ, ๐๐ ๐ขโคโ๐๐๐=1 ๐๐๐๐๐๐ ,
๐โ๐โ๐(๐)< ๐๐๐๐๐๐
])
(5.36)
โ ๐๐๐ = (1 โ ๐๐๐) (5.37)
112
โ ๐๐๐ =
( 1 โ
[
โ ๐๐๐๐๐๐๐
๐(๐) ๐(๐)
๐โ แถ, ๐๐ ๐ขโคโ๐๐๐=1 ๐๐๐๐๐๐ ,
๐โ๐โ๐(๐)< ๐๐๐๐๐๐
])
(5.38)
๐๐๐ is the acceptance/admission probability when the wireless link is in moderate condition.
โ ๐๐๐ = (1 โ ๐๐๐) (5.39)
โ ๐๐๐ =
( 1 โ
[
โ ๐๐๐๐๐๐๐
๐(๐) ๐(๐)
๐โ แถ, ๐๐ ๐ขโคโ๐๐๐=1 ๐๐๐๐๐๐ ,
๐โ๐โ๐(๐)< ๐๐๐
๐๐๐ ])
(5.40)
๐๐๐ is the acceptance/admission probability when the wireless link is in bad condition.
d) Capacity (โ ๐๐)
The capacity of the SU is the average service rate of the SUs, i.e., the average number of SU completion per time [24]. It can be expressed as,
โ ๐๐= โ โ โ ๐๐ ๐๐๐๐๐๐๐ฅ๐(๐)
๐๐
๐โ แถ, ๐=1
(5.41)
e) Service rate (โ ๐๐ ๐)
Service rate ๐๐ ๐ is the capacity of the secondary network divided by the number of admitted SUs at a particular time, which it is a function of the SNRs/modes pair. It can be expressed as,
โ ๐๐ ๐ = โ ๐๐
โ๐โแถ ๐๐๐(๐) (5.42)
113 Table 5.3
Transition state for the RBS Strategy (๐, ๐๐ ๐ข, ๐๐๐๐๐, ๐๐๐๐๐ฅ ) [8]
No. Present State Next state Possible State Events Transition Rate
(1) (๐, ๐๐, ๐๐, ๐๐) (๐ โ 1, ๐๐, ๐๐, ๐๐) PU departs from the system ๐๐๐
(2) (๐๐โ 1, ๐๐+ 1, ๐๐)
(external)
SU in good state with minimum/maximum number of channel slots (๐๐๐๐๐/๐๐๐๐๐ฅ) departs from system after service completion
๐๐๐๐๐๐๐ ๐๐ ๐๐๐๐๐ฅ๐๐ ๐๐ (3)
(๐๐โ 1, ๐๐+ 1, ๐๐) (internal)
SU with minimum/maximum number of channel slots (๐๐๐๐๐/๐๐๐๐๐ฅ) transits from good to moderate state.
[๐๐๐๐๐๐๐
๐ง(๐) ] ๐๐ [๐๐๐๐๐ฅ๐๐
๐ง(๐) ] ๐๐
SU in bad state with a minimum number of channel slots (๐๐๐๐๐) uses the released channel slots to achieve upper bound (๐๐๐๐๐ฅ)
[๐๐๐๐๐๐๐ ๐๐]
SU in bad state depart from after service completion.
[๐๐๐๐๐ฅ๐๐ ๐๐]
SU in bad state FT due to PU arrival.
[๐๐
๐๐๐๐๐ ๐ง(๐)โ๐]๐๐
(4) (๐๐+ 1, ๐๐, ๐๐)
(external)
SU arrives into the system in good state with the likelihood of being admitted/accepted, if the number of idle channel slots (๐๐ ๐ข) available is greater than or equal to the summation (โ ๐๐
๐ ๐๐ ๐๐๐ ๐=1 ) of the channel slots required by the ๐๐. i.e. If ๐๐ ๐ขโฅโ ๐๐
๐ ๐๐ ๐๐๐
๐=1 , โ ๐ง(๐) < ๐ โ ๐
[ ๐๐๐๐๐๐
๐
๐ง(๐) ]๐๐
Otherwise, it is blocked which denotes NOT accepted i.e. if ๐๐ ๐ข< โ๐๐ ๐๐๐๐๐๐
๐=1 , โ{ ๐ โ ๐ โ ๐ง(๐)} < ๐๐๐๐๐๐
(5)
(๐๐+ 1, ๐๐โ 1, ๐๐) (internal)
SU AR. The SU in bad state with the maximum number of channel slots (๐๐๐๐๐ฅ) donates to newly arrived service.
[๐๐
๐๐๐ฅ๐๐ ๐ง(๐) ]๐๐ No FT occurred in this event i.e. FT = 0 FT = 0 SU with minimum/maximum number of channel
slot (๐๐๐๐๐/๐๐๐๐๐ฅ) transits from moderate to good.
Same as in (3)
SU in good state with minimum number of channel slots (๐๐๐๐๐) uses the released channel slots to achieve upper bound (๐๐๐๐๐ฅ)
[๐๐๐๐๐๐
๐ ๐๐]
SU in good state departs from system after service completion.
[๐๐๐๐๐ฅ๐
๐ ๐๐] SU in good state FT due to PU arrival.
[ ๐๐๐๐๐๐
๐
๐ง(๐)โ ๐]๐๐ (6)
(๐๐, ๐๐, ๐๐โ 1) (external)
SU in bad state with minimum/maximum number of channel slots (๐๐๐๐๐/๐๐๐๐๐ฅ) departs from the system after service completion (releases the channel slot).
[๐๐๐๐๐๐๐ ๐๐]
[๐๐๐๐๐ฅ๐๐ ๐๐]
(7) (๐๐, ๐๐+ 1, ๐๐โ 1)
(internal)
SU with minimum/maximum number of channel slot (๐๐๐๐๐/๐๐๐๐๐ฅ) transits from bad to moderate state.
[๐๐๐๐๐๐๐
๐ง(๐) ]๐๐ [๐๐๐๐๐ฅ๐๐
๐ง(๐) ] ๐๐
114
The SU in moderate state with minimum number of channel slots (๐๐๐๐๐) uses the released channel slots to achieve upper bound (๐๐๐๐๐ฅ)
[๐๐๐๐๐๐๐ ๐๐]
SU in moderate state departs from the system after service completion.
[๐๐๐๐๐ฅ๐๐ ๐๐]
SU in bad state FT due to PU arrival.
[ ๐๐
๐๐๐๐๐ ๐ง(๐)โ ๐]๐๐
(8) (๐๐, ๐๐, ๐๐+ 1)
(external)
SU arrives into the system in bad state with the likelihood of being admitted/accepted, if the number of idle channel slots (๐๐ ๐ข) available is greater than or equal to the summation (โ๐๐=1๐ ๐๐๐๐๐) of the channel slots required by the ๐๐. i.e. If ๐๐ ๐ขโฅโ๐๐=1๐ ๐๐๐๐๐๐ , โ ๐ง(๐) < ๐ โ ๐
[๐๐
๐๐๐๐๐ ๐ง(๐) ] Otherwise, it is blocked which denotes NOT
accepted i.e. if ๐๐ ๐ข<โ๐๐=1๐ ๐๐๐๐๐๐ , โ{ ๐ โ ๐ โ ๐ง(๐)} < ๐๐๐๐๐๐
SU AR. The SU in bad state with the maximum number of channel slots (๐๐๐๐๐ฅ) donates to the newly arrived service.
[๐๐
๐๐๐ฅ๐๐ ๐ง(๐) ]๐๐ No FT occurred in this event, i.e. FT = 0 FT = 0
(9) (๐๐, ๐๐โ 1, ๐๐+ 1)
(internal)
SU with minimum/maximum number of channel slot (๐๐๐๐๐/๐๐๐๐๐ฅ) transits from moderate to bad state.
[๐๐๐๐๐๐๐
๐ง(๐) ] ๐๐ [๐๐
๐๐๐ฅ๐๐ ๐ง(๐) ]๐๐ SU in bad state with minimum number of channel
slot (๐๐๐๐๐) uses the released channel slots to achieve upper bound (๐๐๐๐๐ฅ)
[๐๐๐๐๐๐๐ ๐๐]
SU in bad state departs from the system after service completion.
[๐๐๐๐๐ฅ๐๐ ๐๐]
SU in bad state FT due to PU arrival.
[๐๐๐๐๐๐๐
๐ง(๐)โ๐] ๐๐ (10)
(๐๐, ๐๐โ 1, ๐๐) (external)
SU in moderate state with minimum/maximum number of channel slots (๐๐๐๐๐/๐๐๐๐๐ฅ) state departs from the system after service completion (releases the channel slots).
[๐๐๐๐๐๐๐ ๐๐]
[๐๐๐๐๐ฅ๐๐ ๐๐]
(11) (๐๐, ๐๐+ 1, ๐๐)
(external)
The SU arrives into the system in moderate state with the likelihood of being admitted/accepted, if the number of idle channel slots (๐๐ ๐ข) available is greater than or equal to the summation (โ๐๐=1๐๐๐๐๐๐๐ ) of the channel slots required by the Vb. i.e. If ๐๐ ๐ขโฅโ๐๐=1๐๐๐๐๐๐๐ , โ ๐ง(๐) < ๐ โ ๐
[๐๐
๐๐๐๐๐ ๐ง(๐) ]๐๐
Otherwise, it is blocked which denotes NOT accepted i.e. if ๐๐ ๐ข<โ๐๐=1๐๐๐๐๐๐๐ , โ{ ๐ โ ๐ โ ๐ง(๐)} < ๐๐๐๐๐๐
SU arrive. The SU in moderate state with the maximum number of channel slots (๐๐๐๐๐ฅ) donates to newly arrived service.
[๐๐
๐๐๐ฅ๐๐ ๐ง(๐) ]๐๐
115