{'fraction_non_alphanumeric': 0.01893939393939394, 'fraction_numerical': 0.0030303030303030303, 'mean_word_length': 5.53960396039604, 'pattern_counts': {'":': 0, '<': 0, '<?xml version=': 0, '>': 0, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
Multi-Channel, Multi-Radio Seamless Wireless Mesh Networks

282 communicate with each other directly or through one or more intermediate nodes. A wireless mesh network is a special type of wireless ad hoc network in which the topology of the network is relatively static and nodes are with limited mobility (Fig. 1). Wireless mesh networks provide a unique architecture and extend the connectivity of mobile devices by using multiple access points connected to the Internet and other access networks. They can provide many mobility applications such as client access, backhaul connection, seamless handoffs in heterogeneous networks, etc. Because of multi-hop transmissions with multiple contending and competing links, wireless mesh networks need more careful and improved design for optimized resource allocation. Furthermore, providing a seamless end-to-end connectivity transparently for mobile clients offers key advantages but has major challenges, especially if no changes are made to the mobile devices. In this collaborative research project, researchers have been developing novel and improved network resource management and optimization in a wireless mesh network. The team developed a clique-based proportional fair scheduling algorithm with cooperative routing technique to address the throughput and fair-