Reinforcement Learning-Based Service-Oriented Dynamic Multipath Routing in SDN

<table class="table-group" id="tab7"><tr><td><table class="table"><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr class="thead"><td class="align_left">Hardware/software</td><td class="align_center">Specification</td></tr><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr><td class="align_left">CPU</td><td class="align_center">AMD Opteron™ processor 4386</td></tr><tr><td class="align_left">Hypervisor</td><td class="align_center">VMware ESXi 6.7.0 13006603</td></tr><tr><td class="align_left">Operating system</td><td class="align_center">Ubuntu 16.04 LTS</td></tr><tr><td class="align_left">Network simulator</td><td class="align_center">Mininet 2.3.0d6</td></tr><tr><td class="align_left">OpenFlow switch simulator</td><td class="align_center">Open vSwitch 2.11.0</td></tr><tr><td class="align_left">SDN controller</td><td class="align_center">Ryu 4.32</td></tr><tr><td class="align_left">Traffic generator</td><td class="align_center">Bit-Twist 2.0</td></tr><tr><td class="align_left">Machine learning engine</td><td class="align_center">TensorFlow 1.14.0</td></tr><tr><td class="align_left">Machine learning toolkits</td><td class="align_center">Keras 2.1.6, scikit-learn 0.22.1</td></tr><tr><td class="align_left">Data preprocessing</td><td class="align_center">Pandas 1.0.0, NumPy 1.16.0</td></tr><tr class="table-tr"><td colspan="2"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Hardware and software specification.</div>

Wireless Communications and Mobile Computing

tab7

Table 7

Table 7: Reinforcement Learning-Based Service-Oriented Dynamic Multipath Routing in SDN 