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– Keywords : Artificial intelligence Routers –
With the increasing complexity of network topologies and architectures, adding intelligence to the network control plane through Artificial Intelligence and Machine Learning (AI&ML) is becoming a trend in network development. For large-scale geo-distributed systems, determining how to appropriately introduce intelligence in networking is the key to high-efficiency operation. In this treatise, we explore two deployment paradigms (centralized vs. distributed) for AI-based networking. To achieve the best results, we propose a hybrid ML paradigm that combines a distributed intelligence, based on units called “AI routers,” with a centralized intelligence, called the “network mind”, to support different network services. In the proposed paradigm, we deploy centralized AI control for connection-oriented tunneling-based routing protocols (such as multiprotocol label switching and segment routing) to guarantee a high QoS, whereas for hop-by-hop IP routing, we shift the intelligent control responsibility to each AI router to ease the overhead imposed by centralized control and use the network mind to improve the global convergence.
Untapped Modem & Routers have much larger visibility to our internet traffic, data pattern, timing, and content type compared to any other connected devices.
Companies have started to leverage on customers’ data to build Artificial Intelligence (AI) and Machine Learning (ML) Platform. Predictive results are based on data analysis, and AI/ML is based on the foundation of Natural Language Processing (NLP). Even though AI/ML has made a huge progress, it is still in its early stages of progression.
AI/ML implementation within a modem/router provided by the Internet Service Providers (ISP) can be a game changer, and can change the dynamics of Internet and how things work on the web. Internet modems & routers have much larger access and visibility to our internet traffic, data pattern, timing, and content type. Voice command functionalities can also be integrated within the Modems, Routers or Wi-Fi extenders.
Why would we need to type something on web or use devices like Amazon Echo, Google Home, Samsung SmartThings etc., if a voiced enabled modem/router can act as a primary hub that connects with all smart devices, search content, present content on the connected display devices (like TV), and/or process a commercial transaction through the website of our choice?
Modems/routers with built-in Artificial Intelligence (AI) & Machine Learning (ML) or Amazon Alexa powered Wireless Router would change the way the traditional websites, applications or platforms operates or are designed.
Author: Jasbir Sandhu