Chapter 4. Initial Access Analysis in Millimeter Wave Cellular
4.7 Beam Refinement Phase Success Probability and UPT in Two-
4.8.1 Performance of the Single-stage BF Approach
4.8.1.2 Performance Comparison for Different IA Protocols
In this part, based on Theorem 4.5.7 and Theorem 4.6.2, we com- pare the expected initial access delay and average user-perceived downlink throughput3 for the four initial access protocols in Table 4.2. In making the
comparisons, we consider both a severely blocked condition (e.g., Rc= 100 m,
3The accuracy of the analytical results for the other three protocols can be validated
Number of BS Beams 5 10 15 20 25 30 35 40 45 Average UPT (Mbps) 60 65 70 75 80 85 90 95 100 R c = 100m, p = 1 Rc = 100m, p = 0.5 R c = 100m, p = 0.25
(a) Generalized LOS ball model
Number of BS Beams 5 10 15 20 25 30 35 40 45 Average UPT (Mbps) 55 60 65 70 75 80 85 90 95 µ = 100 m µ = 50 m µ = 25 m
(b) Exponential blockage model
Figure 4.9: Average user-perceived downlink throughput performance, where the rectangle area denotes the range for quasi-optimal BS beam number.
p = 0.25 for generalized LOS ball model; µ = 25 m for exponential blockage model), and also a lightly blocked condition (e.g., Rc = 100 m, p = 1 for
generalized LOS ball model; µ = 100 m for exponential blockage model) for both blockage models. All the other system parameters remain the same as in Table 5.1. The expected initial access delay and average UPT comparisons for the three protocols are plotted in Fig. 4.10 and Fig. 4.11 respectively.
Comparison of Expected Initial Access Delay: Baseline and fast CS outperform omni RX in terms of the expected initial access delay. The expected initial access delay is plotted in Fig. 4.10, which shows that the omni RX protocols always have higher initial access delay than the baseline and fast CS protocols. The main reason is that omni RX protocol requires the BS to receive omni-directionally during random access, which leads to a high RA preamble collision probability according to Lemma 4.5.5. Specifically, in contrast to the baseline and fast CS protocols wherein Pco is consistently
higher than 0.95, Pcofor the omni RX protocol is around 0.82 for all blockage
conditions and various BS beamwidth values. In addition, the RA pream- ble decoding probability for the omni RX protocol is also lower (around 5%) compared to the other two protocols, which can be analytically shown from Lemma 4.5.6. Both factors make the expected initial access delay under omni RX protocol significantly higher than the other two protocols.
In terms of the expected initial access delay, Fig. 4.10 also shows whether or not the baseline protocol outperforms the fast CS protocol depends on the severity of blockage. Specifically, under a severely blocked condition, the baseline protocol has smaller initial access delay than the fast CS protocol. This is mainly because the baseline protocol has better link quality under both cell search and random access phases, which leads to significantly higher initial access success probability than the fast CS protocol. By contrast, under light blockage, the fast CS protocol is also able to achieve a sufficiently high initial access success probability. As a result, the fast CS protocol will outperform the baseline protocol due to a much lower initial access overhead.
Comparison of the Average User-perceived Downlink Through- put: In terms of the average UPT, the omni RX protocol and fast CS protocol generally outperform the baseline protocol. Despite having smaller initial ac- cess success probability than the baseline, the following reasons contribute to the high UPT for omni RX and fast CS protocols. First, both protocols have the lowest initial access overhead, which is significantly lower than the other two protocols, especially when the number of BS beams M is high. Second,
5 10 15 20 25 30 35 40 45 Number of BS Beam 0 2 4 6 8 10 12 14 16 18
Expected Initial Access Delay (ms)
Baseline Fast CS Omni RX Solid lines: Rc = 100m, p = 1
Dashed lines: Rc = 100m, p = 0.25
(a) Generalized LOS ball model
5 10 15 20 25 30 35 40 45 Number of BS Beams 0 5 10 15 20 25 30
Expected Initial Access Delay (ms)
Baseline Fast CS Omni RX Solide lines: = 100m
Dashed lines: = 25m
(b) Exponential blockage model
Figure 4.10: Comparison of expected initial access delay.
despite both protocols having lower initial access success probability than the baseline, the typical user actually has higher scheduling probability since it will observe a lightly loaded cell once it succeeds at initial access. Third, under the omni RX and fast CS protocols, the typical user will have higher conditional downlink data SINR than the baseline, because it needs more fa- vorable propagation in order to succeed at initial access. Despite the baseline protocol having the highest initial access success probability, the above factors render it inferior in terms of UPT versus the other protocols. Compares to the omni RX protocol, Fig. 4.11 shows that the fast CS protocol achieves a similar UPT performance under a lightly blocked condition, while it provides a much smaller UPT under a severely blocked condition. Another observation from Fig. 4.11 is that for omni RX and fast CS protocols, the average UPT increases as the number of BS beams increases, which means a narrow beam (e.g., 7.5◦) is preferred. In fact, an optimal BS beamwidth still exists as we
5 10 15 20 25 30 35 40 45 Number of BS Beams 60 70 80 90 100 110 120 Average UPT (Mbps) Baseline Fast CS Omni RX Solid lines: Rc = 100m, p = 1 Dashed lines: Rc = 100m, p = 0.25
(a) Generalized LOS ball model
5 10 15 20 25 30 35 40 45 Number of BS Beams 50 60 70 80 90 100 110 Average UPT (Mbps) Baseline Fast CS Omni RX Solid lines: = 100m Dashed lines: = 25m
(b) Exponential blockage model
Figure 4.11: Comparison of average user-perceived downlink throughput.
continue to increase the number of BS beams, but such an optimal beamwidth could be too narrow to implement in a real system.
In summary, when the beam refinement phase is not adopted, the base- line protocol is mainly beneficial for delay-sensitive applications since it pro- vides a small initial access delay, especially when blockage is severe. However, due to the high initial access overhead, the baseline protocol also has a poor user-perceived downlink throughput performance. The omni RX protocol pro- vides the best user-perceived downlink throughput performance, but it is un- likely to be adopted unless the network is delay-tolerant. By contrast, the fast CS protocol wherein BS transmits omni-directionally and user applies beam sweeping during cell search, generally gives a good trade-off between the initial access delay and user-perceived throughput performance, especially under a lightly blocked condition.
Number of BS Beam during IA 4 5 6 7 8 9 10 11 12 13 14 15 BRP Success Probability 0.96 0.97 0.98 0.99 1 m = 8, µ = 25m m = 4, µ = 25m m = 8, µ = 100m m = 4, µ = 100m Lines: theory Markers: simulation ΓBRP = -4 dB Baseline IA protocol
Figure 4.12: Conditional beam refinement phase success probability.
4.8.2 Performance of the Two-stage BF Approach
In this part, the performance of the two-stage beamforming approach is investigated under the exponential blockage model.