Research Article

Enhanced Route Discovery Mechanism Using Improved CH Selection Using Q-Learning to Minimize Delay

Table 9

The discovery result with proposed Q-learning.

“Route”“Average throughput”“Average PDR”“Average consumed energy in mJ”“Delay in seconds”

[32, 6, 4, 5, 19]4810.24120.481024122.077857342.07681893
[32, 6, 1, 5, 19]3550.704270.355070431.755272542.81352634
[32, 6, 2, 5, 19]3281.287830.328128781.986398033.04453633
[32, 6, 3, 5, 19]3612.526650.361252671.707099642.76537752
[32, 6, 5, 5, 19]3291.705460.329170551.976757823.03490094
[32, 6, 6, 5, 19]3383.427150.338342711.894443232.95262749
[32, 6, 7, 5, 19]3714.242220.371424221.631331142.68964688

[10, 2, 1, 3, 9]4922.816580.492281662.030340732.02932607
[10, 2, 1, 3, 7, 9]1679.812510.167981251.829333595.94709228
[10, 2, 2, 3, 9]1617.00140.161700142.060459086.17810227
[10, 2, 3, 3, 9]1693.523610.169352361.78116075.89894346
[10, 2, 4, 3, 9]1593.424470.159342452.15191846.26951588
[10, 2, 5, 3, 9]1619.527220.161952722.050818886.16846688
[10, 2, 6, 3, 9]1641.420060.164142011.968504296.08619343
[10, 2, 7, 3, 9]1715.547810.171554781.705392195.82321282

[8, 2, 1, 3, 43]5782.652550.578265261.728444671.72758088
[8, 2, 2, 3, 43]1238.945730.123894571.758563038.06330719
[8, 2, 3, 3, 43]1283.377390.128337741.479264647.78414838
[8, 2, 4, 3, 43]1225.057270.122505731.850022348.15472079
[8, 2, 5, 3, 43]1240.4280.12404281.748922828.0536718
[8, 2, 6, 3, 43]1253.230560.125323061.666608237.97139834
[8, 2, 7, 3, 43]1295.985810.129598581.403496137.70841774

[28, 5, 3, 6, 42]5973.06560.597306561.673344251.672508
[28, 5, 1, 6, 42]990.2565490.099025651.6588978410.0882948
[28, 5, 2, 6, 42]968.0884720.096808851.8900233310.3193048
[28, 5, 3, 6, 42]995.0054530.099500551.6107249410.040146
[28, 5, 4, 6, 42]959.5879580.09595881.9814826410.4107184
[28, 5, 5, 6, 42]968.9932440.096899321.8803831210.3096694
[28, 5, 6, 6, 42]976.7882320.097678821.7980685310.2273959
[28, 5, 7, 6, 42]1002.56760.100256761.534956439.96441534

[11, 6, 4, 5, 48]4757.466860.475746692.100906912.09985698
[11, 6, 1, 5, 48]752.038120.075203811.778322113.2839011
[11, 6, 2, 5, 48]739.1835540.073918362.009447613.5149111
[11, 6, 3, 5, 48]754.7738730.075477391.7301492113.2357523
[11, 6, 4, 5, 48]734.2173760.073421742.1009069113.6063247
[11, 6, 5, 5, 48]739.7109270.073971091.9998073913.5052757
[11, 6, 6, 5, 48]744.2448290.074424481.917492813.4230022
[11, 6, 7, 5, 48]759.1172940.075911731.654380713.1600216

[31, 3, 7, 4, 33]6286.903120.628690311.589812161.58901765
[31, 3, 1, 4, 33]612.7494270.061274941.7137535616.3035648
[31, 3, 2, 4, 33]604.1885030.060418851.9448790516.5345748
[31, 3, 3, 4, 33]614.5644020.061456441.6655806616.255416
[31, 3, 4, 4, 33]600.8665320.060086652.0363383616.6259884
[31, 3, 5, 4, 33]604.5407950.060454081.9352388416.5249394
[31, 3, 6, 4, 33]607.5657090.060756571.8529242516.442666
[31, 3, 7, 4, 33]617.4409320.061744091.5898121616.1796853