Feng Gang.Qin Shuang National Laboratory of Communication,UESTC Unit 11 AI Enabled Wireless Access Control and Handoff Advanced Topics in Computer Networks 11:AI Enabled Wireless Access Control and Handoff Page.1
Advanced Topics in Computer Networks Feng Gang, Qin Shuang National Laboratory of Communication, UESTC 11: AI Enabled Wireless Access Control and Handoff Page.1 Unit 11 AI Enabled Wireless Access Control and Handoff
Feng Gang.Qin Shuang National Laboratory of Communication,UESTC Roadmap What is AI Why AI in Wireless Networks Reinforcement Learning at Mobile Network Edge 。 Case Study SMART Handoff Policy in mmWave HetNets Multi-Agent RL-Based Content Local Caching Advanced Topics in Computer Networks 11:AI Enabled Wireless Access Control and Handoff Page.2
Advanced Topics in Computer Networks Feng Gang, Qin Shuang National Laboratory of Communication, UESTC 11: AI Enabled Wireless Access Control and Handoff Page.2 Roadmap • What is AI • Why AI in Wireless Networks • Reinforcement Learning at Mobile Network Edge • Case Study - SMART Handoff Policy in mmWave HetNets - Multi-Agent RL-Based Content Local Caching
Feng Gang.Qin Shuang National Laboratory of Communication,UESTC What is AI AI:Artificial intelligence AI is the intelligence exhibited by machines or software. It is also the name of the academic field of study which studies how to create computers and computer software that are capable of intelligent behavior. ----from wikipedia Advanced Topics in Computer Networks 11:AI Enabled Wireless Access Control and Handoff Page.3
Advanced Topics in Computer Networks Feng Gang, Qin Shuang National Laboratory of Communication, UESTC 11: AI Enabled Wireless Access Control and Handoff Page.3 What is AI AI: Artificial intelligence • AI is the intelligence exhibited by machines or software. • It is also the name of the academic field of study which studies how to create computers and computer software that are capable of intelligent behavior. ----from wikipedia
Feng Gang.Qin Shuang National Laboratory of Communication,UESTC The begins of modern AI John McCarthy coined the term "artificial intelligence"as the topic of the Dartmouth Conference (1956),the first conference devoted to the subject. Pioneers of AI Shannon:Information Theory John McCarthy:coined the term "artificial intelligence",Turing Award Hyman Minsky:Optimization and Game Theory,Turing Award Herbert A.Simon:Decision Theory,Turing Award and The Nobel Prize Oliver Selfridge:Pattern recognition, Allen Newell:Game Theory and Cognitive Theory,Turing Award Holland:Genetic Algorithm Solomonoff:Algorithmic information theory Advanced Topics in Computer Networks 11:AI Enabled Wireless Access Control and Handoff Page.4
Advanced Topics in Computer Networks Feng Gang, Qin Shuang National Laboratory of Communication, UESTC 11: AI Enabled Wireless Access Control and Handoff Page.4 The begins of modern AI • John McCarthy coined the term "artificial intelligence" as the topic of the Dartmouth Conference (1956), the first conference devoted to the subject. • Pioneers of AI - Shannon: Information Theory - John McCarthy: coined the term "artificial intelligence“, Turing Award - Hyman Minsky: Optimization and Game Theory, Turing Award - Herbert A. Simon: Decision Theory, Turing Award and The Nobel Prize - Oliver Selfridge: Pattern recognition, - Allen Newell: Game Theory and Cognitive Theory, Turing Award - Holland: Genetic Algorithm - Solomonoff: Algorithmic information theory
Feng Gang.Qin Shuang National Laboratory of Communication,UESTC What is AI ·Tools used in AI - versions of search and mathematical optimization,neural networks and methods based on statistics,probability and economics ·AI fields: - computer science,mathematics,psychology,linguistics,philosophy, neuroscience,artificial psychology and many others AI evolves to multi-disciplinary techniques: machine learning optimization theory game theory control theory meta-heuristics Advanced Topics in Computer Networks 11:AI Enabled Wireless Access Control and Handoff Page.5
Advanced Topics in Computer Networks Feng Gang, Qin Shuang National Laboratory of Communication, UESTC 11: AI Enabled Wireless Access Control and Handoff Page.5 What is AI • Tools used in AI - versions of search and mathematical optimization, neural networks and methods based on statistics, probability and economics • AI fields: - computer science, mathematics, psychology, linguistics, philosophy, neuroscience, artificial psychology and many others • AI evolves to multi-disciplinary techniques: - machine learning - optimization theory - game theory - control theory - meta-heuristics