[{"data":1,"prerenderedAt":229},["ShallowReactive",2],{"publication-2020\u002Freinforcement-learning-based-adaptive-handover-in-ultra-dense-cellular-networks":3,"publication-members":62},{"_path":4,"_dir":5,"_draft":6,"_partial":6,"_locale":7,"title":8,"description":9,"_hidden":6,"authors":10,"authors_orcid":16,"year":22,"doi":23,"openalex_id":24,"venue":25,"abstract_screenshot":25,"keywords":26,"body":42,"_type":55,"_id":56,"_source":57,"_file":58,"_stem":59,"_extension":60,"locale":61},"\u002Fpublications\u002F2020\u002Freinforcement-learning-based-adaptive-handover-in-ultra-dense-cellular-networks","2020",false,"","Reinforcement learning based adaptive handover in ultra-dense cellular networks with small cells","The dense deployment of the small base station (BS) in fifth-generation commination system can satisfy the user demand on high data rate transmission. On the other hand, such a scenario also increases the complexity of mobility management. In this paper, we developed a Q-learning framework exploiting user radio condition, that is, reference signal receiving power (RSRP), signal to inference and noise ratio (SINR) and transmission distance to learn the optimal policy for handover triggering. The objective of the proposed approach is to increase the mobility robustness of user in ultra-dense networks (UDNs) by minimizing redundant handover and handover failure ratio. Simulation results show that our proposed triggering mechanism efficiency suppresses ping-pong handover effect while maintaining handover failure at an acceptable level. Besides, the proposed triggering mechanism can trigger the handover process directly without HOM and TTT. The respond speed of triggering mechanism can thus be increased.",[11,12,13,14,15],"Liu, Qianyu","Kwong, Chiew Foong","Sun, Wei","Li, Lincan","Zhao, Haoyu",[17,18,19,20,21],"0000-0002-2660-7287","0000-0001-7857-511X","0000-0003-4075-0597","0000-0002-3774-8878","0000-0003-3757-8773",2020,"https:\u002F\u002Fdoi.org\u002F10.1117\u002F12.2580119","W3092688639",null,[27,28,29,30,31,32,33,34,35,36,37,38,39,40,41],"Handover","Computer science","Robustness (evolution)","Base station","Computer network","Reinforcement learning","Software deployment","Mobility management","Soft handover","Transmission (telecommunications)","Cellular network","User equipment","Real-time computing","Telecommunications","Artificial intelligence",{"type":43,"children":44,"toc":52},"root",[45],{"type":46,"tag":47,"props":48,"children":49},"element","p",{},[50],{"type":51,"value":9},"text",{"title":7,"searchDepth":53,"depth":53,"links":54},2,[],"markdown","content:publications:2020:reinforcement-learning-based-adaptive-handover-in-ultra-dense-cellular-networks.md","content","publications\u002F2020\u002Freinforcement-learning-based-adaptive-handover-in-ultra-dense-cellular-networks.md","publications\u002F2020\u002Freinforcement-learning-based-adaptive-handover-in-ultra-dense-cellular-networks","md","en",[63,72,78,88,95,103,115,124,131,138,145,152,159,171,180,190,199,207],{"_path":64,"title":65,"name":66,"role":67,"email":7,"image":68,"category":69,"order":70,"_id":71},"\u002Fmembers\u002Falumni\u002Frui-li","Research Assistant from Oct.,2023 to June.,2024","Rui Li","Research Assistant (Alumni)","\u002Fimages\u002Fdefault.jpg","alumni","17","content:members:alumni:rui-li.md",{"_path":73,"title":74,"name":75,"role":67,"email":7,"image":68,"category":69,"order":76,"_id":77},"\u002Fmembers\u002Falumni\u002Fyuhao-shi","Research Assistant from Feb.,2023 to Nov.,2024","Yuhao Shi","18","content:members:alumni:yuhao-shi.md",{"_path":79,"title":80,"name":81,"role":82,"email":83,"image":84,"category":85,"order":86,"_id":87},"\u002Fmembers\u002Fresearch-assistants\u002Fhang-xu","Research Assistant - B.Sc student in Computer Science","Hang Xu","Research Assistant","hang.xu@nottingham.edu.cn","assets\u002Fhangxu.jpg","research-assistants","14","content:members:research-assistants:hang-xu.md",{"_path":89,"title":82,"name":90,"role":82,"email":91,"image":92,"category":85,"order":93,"_id":94},"\u002Fmembers\u002Fresearch-assistants\u002Fxing-hou","Xing Hou","xing.hou@nottingham.edu.cn","assets\u002Fxinghou.png","15","content:members:research-assistants:xing-hou.md",{"_path":96,"title":97,"name":98,"role":99,"email":100,"image":68,"category":85,"order":101,"_id":102},"\u002Fmembers\u002Fresearch-assistants\u002Fxiuqi-wang","Intern Research Assistant - B.Sc student in Department of Electrical and Electronic Engineering","Xiuqi Wang","Intern Research Assistant","xiuqi.wang@nottingham.edu.cn","16","content:members:research-assistants:xiuqi-wang.md",{"_path":104,"title":105,"name":106,"role":107,"email":108,"scholar":109,"image":110,"category":111,"order":112,"orcid":113,"_id":114},"\u002Fmembers\u002Fresearch-students\u002Ffuhua-jia","PhD Student, Department of Mechanical, Materials and Manufacturing Engineering","Fuhua Jia","PhD Student","Fuhua.JIA@nottingham.edu.cn","https:\u002F\u002Fscholar.google.com\u002Fcitations?user=Zz2ccJ4AAAAJ&hl","assets\u002Fjiafuhua.png","research-students","09","0009-0002-6693-9371","content:members:research-students:fuhua-jia.md",{"_path":116,"title":117,"name":118,"role":119,"email":120,"image":121,"category":111,"order":122,"_id":123},"\u002Fmembers\u002Fresearch-students\u002Fhao-wang","Master by Research Student, Department of Mechanical, Materials and Manufacturing Engineering","Hao Wang","Master by Research Student","hao.wang@nottingham.edu.cn","assets\u002Fwanghao.png","12","content:members:research-students:hao-wang.md",{"_path":125,"title":105,"name":126,"role":107,"email":127,"image":128,"category":111,"order":129,"_id":130},"\u002Fmembers\u002Fresearch-students\u002Fjunlin-xiao","Junlin Xiao","junlin.xiao@nottingham.edu.cn","assets\u002Fjunlin-xiao.jpg","10","content:members:research-students:junlin-xiao.md",{"_path":132,"title":105,"name":133,"role":107,"email":134,"image":135,"category":111,"order":136,"_id":137},"\u002Fmembers\u002Fresearch-students\u002Fliming-li","Liming Li","Liming.Li@nottingham.edu.cn","assets\u002Fliming-li.jpg","11","content:members:research-students:liming-li.md",{"_path":139,"title":105,"name":140,"role":107,"email":141,"image":142,"category":111,"order":143,"_id":144},"\u002Fmembers\u002Fresearch-students\u002Fmengshen-yang","Mengshen Yang","Mengshen.Yang@nottingham.edu.cn","assets\u002Fyangmengshen.png","07","content:members:research-students:mengshen-yang.md",{"_path":146,"title":117,"name":147,"role":119,"email":148,"image":149,"category":111,"order":150,"_id":151},"\u002Fmembers\u002Fresearch-students\u002Fruoxu-xiao","Ruoxu Xiao","ruoxu.Xiao@nottingham.edu.cn","assets\u002Fruoxuxiao.jpg","13","content:members:research-students:ruoxu-xiao.md",{"_path":153,"title":105,"name":154,"role":107,"email":155,"image":156,"category":111,"order":157,"_id":158},"\u002Fmembers\u002Fresearch-students\u002Ftianyi-chen","Tianyi Chen","Tianyi.Chen@nottingham.edu.cn","assets\u002Fchentianyi.png","08","content:members:research-students:tianyi-chen.md",{"_path":160,"title":161,"name":162,"role":163,"email":164,"scholar":165,"image":166,"category":167,"order":168,"orcid":169,"_id":170},"\u002Fmembers\u002Fstaff\u002Fadam-rushworth","Associate Professor in Materials and Manufacturing, PGCHE","Dr Adam Rushworth","Deputy Director of Control System 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Adjei","Richard-Amankwa.Adjei@nottingham.edu.cn","https:\u002F\u002Fscholar.google.com\u002Fcitations?user=TshunUEAAAAJ&hl=zh-CN&oi=ao","assets\u002Frichard.webp","04","content:members:staff:richard-adjei.md",{"_path":208,"title":209,"name":210,"role":211,"email":212,"scholar":213,"orcid":214,"image":215,"category":167,"interests":216,"order":227,"_id":228},"\u002Fmembers\u002Fstaff\u002Fsalman-ijaz","Assistant Professor (Lecturer) in Control of Aerospace Systems","Dr Salman Ijaz","Director of Control System Lab","salman.ijaz@nottingham.edu.cn","https:\u002F\u002Fscholar.google.com\u002Fcitations?user=77HGe2UAAAAJ&hl","0000-0003-1483-4754","assets\u002Fsalman-ijaz.webp",[217,218,219,220,221,222,223,224,225,226],"Fault tolerant control of aircraft","Linear parameter varying control of nonlinear systems","Fractional order modeling and control of aircraft system","Control allocation Scheme","Integral sliding mode control","Robust control","Aircraft actuation system (dissimilar redundant actuation system)","Aircraft dynamics and control","Unmanned aerial vehicle system","More Electric Aircrafts","01","content:members:staff:salman-ijaz.md",1782613948958]