Machine Learning for Reliable mmwave Systems: Blockage Prediction and Proactive Handoff
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- Audrey Blair
- 5 years ago
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1 o Rlbl mmv Sym: lok ov Am Alkb I ly A S vy Eml: lkb@uu All Iu o Al Ill Eml: ly@llo v:773v [IT 7 Jul Ab vy mllm wv mmv l o blok uml ll o mobl mmv ommu ym u blok l-- OS lk mobl u omlly l o ommu w ly mp ym lbly Fu u o o OS u m ov l ly poblm I pp lv m l ool popo ovl olu o lbly ly ll mmv IO ym I vlop olu l ow o p lk p blok w m m u p ov op mom vo T llow v o povly -ov u o o w ly pobbl OS lk Smul ul ow vlop l y uully p blok/- lo o 95% m T u pobbly ommu w u lbly low ly mobl mmv ym I ITROCTIO Rlbly ly wo m ll o mllm wv mmv wl ym [ [3: vy mmv l pop o blok l l-o-o o p OS -OS lk ly lk lbly u o w lk u l ly ov [ T pp lv m l ool o ly ll mobl mmv ym oo m mulpl o v mobl u m ppo o lbly mmv ommu lk [ [3 I [ v mum o oo mul-po m 73 G o mulouly v u um obly mpov wok ov T ov pom w lo m [ oou mmv llul wok u o omy ool ovom l ov v vbl oo m plly o ly-mobl ppl [3 popo o u m l ool o p mom oo om lowov u p ov oo m ow [ [3 oo o w oop ov ul y ll I pp vlop ovl olu mmv ym lbly -mobl ppl wou u oop ov oo m I ou y v u u m u o v mobl u ov p po m o p -/blok o o pp w mom T llow u v o po-vly -ov ommu o w pv u lk u o blok mpov ym lbly u ly ov o vlop m l u ul wok u o l w vbl-l u Smul ul o popo olu p blok/- w lmo 95% u pobbly ly mpov lbly mmv l y ym o: u ollow o: A m vo l A A T A po m ju po A [ y A m pou A m R ompl Gu om vo w m m ov R II SYSTE A CAE OES I op mmv ym l C ommu F w mobl u mov joy A p joy mobl u o ou Fo mply um mobl u l wl p w E ul pp o mul- u ow k o lk l vo om u o k u I u o ppl mom vo o v u I owlk m v l mobl u k u p y k k v w ymbol C E [ w ol m po v C σ v o mobl u u o o po ump m-l omp mmv l y
2 l ol o pm mm lo o ll 95 9 lo Su obbly lo Su obbly lo Su obbly IATIO R ESTS l ol o S blok pm V o w uy u lk 5 95 k w lk Fu o u blok l ol u o pm mm lo o ll mobl u l ly ov o95 k 9 o o ovom ll p lok mmr lo o ll o o pp 75 w V S IATIO ESTS lk blok 5 9 mom? Suul blok p vy lpul k 7 V S IATIO R ESTS 5 o mmv ym op llow o pov k o T pov - k 5 75 ym lbly u uy vo k ly ov ul om lk I 75 omul 7 mmv blok p pov - poblm kl obl Tjoy m u - u: omul p 5 poblm wo mp u mly m u - u u o u F ym u mov joy 3 mobly u/v of uly 55 v ou p joy mom vo F p uy S u Smpl 55 m p um pm lu p ym mom po omlly u p m w A oo ppom o F 3 lo om u wok p [5 po w o m F 3 p lm mom m o m T w [ vo o l om u obook o Θ 5 T um mom vo l om v α u obook F w /ly F C owo obook o m m w v o u p C Fu um mom vo u /lo o l om obook F o mm v OS α l vl l po o o m /lo o OS Θ m-w F m u m k m ow um u/v m F k mom vo m-o m ll op wb om mmv l m p mom vo l VI C O F [ w lu E lu ` ` um o v mobl u F m p R EF o bu w y m ly τ` R w p m p [ m Ev mu/lv l vl AoA θ` φ` Fu l ov o u VI F m u C OCSIO VI G CO w o Sub- ρ o p-lo u - ul m p o ICC okop K Cy R EFERECES R EFE p τ p pul p u o TS -p o[ A Alkb O El Ay G Ev lly bl l vlu τ ly- [ m F [ F m ov Ev yb po o mllm w o Sub- G TE o o ol l u ollow w Sl psub- SlG ICC okop K Cy ICC Ookop SA yk Cy Fu { O - u Alkb [ A El Ay G RO C [A Au Alkb Ay [3 Alkb J Elo G Go m p w u yb po o mllm wv llul ym I α` pts τ` θ` φ` 3 yb po o mllm po omb olu ρ Sl o vol osl 5 ppo 3 Sl p y o Sl up Commu m p ` vo mobl u - o J Gl-l [3 A Alkb J o [ Gl-l w θ` φ` y p vo [3R AAlkb o R Go o po m p I mp o o A ovvw omb l po omb olu o mllm-wv y po olu AoA θ` φ` Gv ly- l 3 ym Sl p Commu - m p mo Commu vol vol 5 o Joul pp 3 uy om l vo u k k 3 53 Apl [o R 3 Gl-l [ R Spp R Ro A l p blok Gl-l - pp [5 V A Vovvw J Co T mllm Smu w o l po A ovvw l po u u o u blok o SR o ym mulp p osl m ym Joul Sl p Joul Sl o πk p lu o 3 pp 3 53 Apl lly op - k j K T Vul T o 3 pp 3 53 Aplmplly Vl J Co T R Smu [[5AVG Alkb S Al Vk [5 V V J Co T Smu G lk blok p mulpoo p ol mll mulp p o mllm wv v m l mom I pp ou y blok w K T Vul T Vul Toloy vol o 99 pp C blok- l {k k ym A ppt [ A Alkb S Al Vk lv u mobly m o m-vy [ A Alkb S Al Vky Y Q Qu Tujk K Co V bo um o y ov l o m l oo mom vo l oo ompl omul l mom o ly-mobl mll pop ul m ym A pp o TC [ ym A pp lv o mom vo mm o SSST K Co V bo K Co V bo u Y Am [vly pop Km J m v l po l ul pop ul m l: Eo-o v pp v:9 III ROE EFIITIO A F ORATIO o SSST u lo uou vm omy o SSST [ Km J Am oo lk lbly ky ll o lu blok omul pob[ [3 o Km J Am: mo o o o va pp v:9 v v:9 mmv ommu ym plly w mobly lm p pp - u m T mly u o vy mmv l v m-u m Fomlly
3 m y -m -m Em y Fully- y Fully- y y -m ky lm popo m l w u ul wok Ipu p: A m p pu o ou l m m u b { C o y m l w l u wok l o ully ul vbl u Ipu p: A m p pu o l ll ou m m A l m l ll- vu b { C o lv o p lk o u blok/- m-p I p u v po-vly - po o o u uy vo ly poblm -my -m y -m y Fully- y -m lly- y Em y -m -m y Fully- y y y Em y y y y y b Em y Em y y y m vlu ly o Su bl bpo: u y l omp ou mo Su po: omp ou w ly m look G l u opo vbl Ru GR ly o vo mp m b ol G Ru m vlu vlu o ovo l mp m b wok y GR b Su po: l omp ou G Ru GR om ul m vlu ly o G Ru GR om u GR uv wok u m m ou w po: m ly Su l omp ou w look bl l u Su po: l omp ou y bpo: Ru GR om ul wok u o po vbl l Su l omp ou b p pu m o w G b G Ru b wok u po vbl l vo mp m o GR G Ru GR om ul m vlu ly o G Ru GR om ul u GR u uv wok u m l 3pu I G Ru GR ul ly pvou u wok u o po vbl u GR om uv wok u l ol w look bl l u Su po: l omp ou wok u o po vbl l wok u o po vbl l w look bl l u b pl mm lp w l p pu m w b wok u po uv wok u m ygr u wok vbl l y b pu uv p m w u GR u m m vlu ly o u omlly GRu mplm lv Gu Ru om ul m vlu ly ogr GR popo pu I p m u u pvou o uv wok u ly F l ul p pu m w u p bl uv wok u vbl m w GR p look l u wok pu m w Su m v p Su po: l omp u u pvou pu F ollow u ly mm o llu po: l omp ou pl mm lp wlo l wok o po l y o p - b p pu m I w u pvou u pu m u ly m vlu ly o u pvou u pu I ly objv pp F o mm pobbly p u pl G GR o pu m w G Ru GR om ul u o omlly GR mplm m p popo l mm pu lp l u GR pl u uv wok u Ru lv ul pvou u I ly l 9 w ou w mm lp pl mm lp w l Su po: l omp G GR o p - m p wok vbl wok w u o po v wok u v p F Ru ollow u o po l uul blok/- p pvou u pu I ly u IATIO R ES V S u o omlly GR mplm p p pu m F popo l lv u ul u o omlly GR mplm p F u G Ru GR om ul pl w lu l lv omlly popo ul m u u o GR lp p mm mplm uv F popo l lv ul u GR wok u wok Fu { u u GR uv wok u m wok o p - p m p F v o p m v p u pvou u pu I 9 ly ollow u - pl mm lp w l F ollow uo - wok u o po vbl l pu p k wok o u p - p m p v p u omlly GR mplm p p popo - F ollow u o w F m l lv u ul m u o m w p pu m m u l [ u o p lv 7 wok pl mm lp w l m u uv u m u omlly GR mplm p k wok - p GR v p F popo u ul F ollow u ly o m m p o 9 u pvou u u pvou u pu I ly Fu { - u p pu m w u o omlly GR mplm p 9 u F - m popo l u ul m ollow wok o p p lv v p mobl u y o u F u pl mm mm pl w l lp u u o - m w w pu vo 9 u u pvou pu I ly Fu p ool - o p m p v p { I wok lv m l o - u m u m p u omlly GR bl ollow p y o mplm Fo F popo lv u ul u omlly GR mplm F u popo l lv u ul m lp l l l om w m y pl mm lp w Fu wok { - u m u - o m p I o Fu { p - pp ou blok w o p u - p v p poblm F ollow mo 9 wok o po - m p v p F ollow u p m p m p u o omlly GR mobl u y ou u mplm 9 o F m popo lv u ul p u - m w m u lv u mobly m o - o m p w u l Fu { - u m-vy w pu vo pm b vo wok o p - m mvo p v p mobl u y ol u F ollow u p ompl omul p o m p o m p 9 w pu vo m u u - o m w lp l om l l u m l Flly m Fu { p - u Fu I p { - u pp ou y blok w lv o o u mom vo mm lp l om l mobl u y 9 mobl u y o u IV EE EARIG A p m l v u mo I pp ou y blok w o m p m lv u mobly - m o v l po vly l Fu w - u pu { u - om-vy m w o m p w p { Fu u - u b pu vo p vo w m p l v u lv u mobly u m o m-vy p vo omy pm b lo uou u o u l ompl omul - o m p w vm u pm m p u m u - o m p vo Fu mobl vo { p l lp om l llow y o o m p w I pl ou popo olu u lp l om l - o ompl -l u vo l ompl omul l u m l p Flly I pp ou y blok w w pu vo Flly l lu blok [ o I pp ou y w omul p lv o mom vo mm blok m pob l u p v u mm o m p - o u m p w o mobl u y o u m p m p lv o u mom vo mm Ou: A p mobl y o u l mo p m pu l ool mo plly u ul lm p - m l lv u mobly m o m-vy lp l om vo l w v l po vly l v u mo mobl u y u lv u mobly m o m-vy o m m p po mobl u y ou u I pp y blok w o p v l vly l w omp w l bou w pu vo ly b vo vo l pm v u l pu vo w Fomlly objv v ompl m-u omul mw omy u b pm mo p pu vo vo u lo l v uou vm p p m lp l om l m p wok ly p -/blok F mobl u y o u m p u lo uou vm omy vo l ompl omul u m ul m p I pp y blok w lv uou mobly m o m-vy llow ol p ompl -l u l u m l p Flly pp o mm pobbly uul lp om l lp p l l om w pu vo -l llow o p ompl u lp l om l mm lu blok [ o omul poblv o mom vo l u m l Flly I pp ou y blok w m p p m I pp ou y blok w lu blok [ o omul pob b vo pm o um o p mo o I vo pp ou y blok w l ky mobly ym op o lv lv o mom vo mm lv u m o m-vy blok/- p Ou: Al p p l ompl omul mo p m lp l om lv A m p u m l lm p - vly m l Ou: pm v lm l - m p p v po lv u mobly m o I pp ou y blok w m p Fo u u ully ly l m b vo m-vy m F popo l lv u ul lv u mobly m o m-vy u l m p Flly lv u mobly m o m-vy w omp w l bou vo l ompl omul v l po vly l w w l bou omp p m o m l S IV- b vo pm lv o mom vo mm l v u b vo pm Fomlly objv v m-u m objv v m m-u m Fomlly 7 w lv u mobly o m-vy ou ul um pobl l wok omy b [ vo ovo ompl omul pm p - m p v p u lo uou vm l vo l ompl omul u m l p Flly l v u l v u mo u m ul m p p u m ul m p p vo l ompl omul b vo pm lv o mom vo mm l u m l p u lo uou vm omy llow o p ompl u l u m l p Flly pp opo mm pobbly vly uul pp o mm mm pobbly uul v l l ollo m v oml ou -l vo lu l ompl omul lv o mom vo mm m u lv o mom vo blok [ o omul pob l v u mo l u m l p Flly o u o p mo o llow o p ompl -l u o u o p mo o l u m l p Flly I lv m l ool o l v u l v u mo v l po vo vly l blok/- p l v u lv o mom mm blok/- p o pobbl y um o p - lu blok [ o omul poblv o mom vo mm Ou: A m p u lo uou vm omy v l po vly l v po lm l p - l m l m Fop u mo ully ly p l v u m Fo u m ully ly vly poblm v u l v u mo Ou: A p l v l llow oou p ompl -l u l p u lo uou vm omy l v u l v l po blok vly l A I Sym Op omp w bou uou objv m w u lo uou vm omy v po lm p vly l w lu [ o omul pobo u lo omy w ou ul um um pobl - 7 [ vm v m-u m ou ul pobl 7 [ omy llow p ompl -l u l v u Fomlly llow o p ompl -l w omp w l b llow o p ompl -l u u lo uou vm v u lu blok [ o omul pobou: A m p l lu blok [ o omul pob u m ul m p p ollo m v oml ou lu blok [ o omul pob Fomlly objv v m-u m m m uou vm omy lm ly pp p - l uul Ou: A A- u m w m ly ollo ou m m v oml ou llow o p ompl -l o mm pobbly p IV EE pobearig m Ou: A m p I u lo u ky I lv m ool oool lu blok [ o omul Ou: A m p { lm p - m u m ul m p o pobbl y um o p - lm p - m w omp w l bou llow o p ompl -l u I lv m l o lm blok/- p - o m o u o p mo o pobbly - pp mm Ou: uul o pobbl y um o p - m p Fomlly A objv v m-u m blok [ omul pobp Sym w omp w bou poblm w omp w m b o vo lm p o m I l mp w l bou m A Op m-u l ou p w lu popo olu ll l/ommu Fomlly objv v m-u m Fomlly objv v m omp poblm o u o p mo Fomlly objv v m-u m u ul m p p w ully m p Fo u ully ly Ou: A m p w omp w l bou l ou p blok/- p pp mm pobbly uul u m Fomlly objv v m-u m o u m p p p ul m p lm p pp - m pp p u m ul m pm ly uul o mm pobbly ul uul poblm blok o mm pobbly u k vo m pp mm uul m p u ully u m ul ym op poblm pobbly p o u o p mo o w ou mo ul pobl 7 [ o m p m um Fo u m b l w omp bou pp omm Fomlly pobbly uul p o o p mo l IV EE EARIG A -p u blok/- p o u p o w o o p mo o m m o u ll poblm Gv blok/- objv v m-u m { l ou pobbly o blok/- p blok/- p ully o u - o p ollo mo o ul IV EEpoblm EARIG A w ou um pobl o 7 [ m v oml ou m p Fo u ly p /blokblok/- u ll I ummy m p m u ully o { m p Fo u ully ly u m ul m p p m p u ully u m p mo ofo A Sym Op m p ly Fo I lv m ool ofo l m p o ully ly pp o mm I pobbly Op uul w u ully ou o pobbl y um o p - w look bl l u ollo m v oml o w ul um pobl 7 [ w ou ul um pobl 7 [ A I Sym w ou ul um pobl w m p A m p ou 7 [ u ollow: v u pvou m v w ou ul um pobl 7 [ o u o p mo o w ullyw ou ul um pobl 7 [ poblm p blok u k vo ly m poblm I lv m l ool o o p blok/- p l ou ollo m oml o oy Su m u o pobbl y um oou v ollo oml m v ou ollo m v ou po: l omp poblm p blok ollo Fo m v oml ou oml o u ll poblm Gv u vo p ly m ollo m m v oml ou l ou pobbly k o p mo u p u p ully ly I lv m l ool o lv m l o um 3 m poblm I lv m l ool o p I p o pobbl y o p II lv m l ool o I m l ool oool o pobbl y um o - l ou p o pobbl y um o p - o lv u ll poblm Gv u m p mo o l ou pobbly o o pobbl y um o p - o m p m pobbl y um om p - ou o G Ru GR om ul poblm m poblm w m I p ou w ul um pobl omm u blok u EE m 7 p [ EARIG poblm poblm IV A - l ou p poblm w p Amo m p ou p o u l ou p o m p l l ou m p l ou ollow: p v { wok u o po vbl l o vbl l u T: objv ou l ollo m v oml ou o oy m u o m m om u pov w m p A m pou ollow: IV EE l EARIG A -u m m m A I Sym Op m mm o opy lo ou 3 m m m I lv m ool o IV EE EARIG A { p I p ogr wok uv u m w ullyiv EARIG EEA EARIG o A - o oy III m u pobbl u m m EE A m m y um o p - { - IVoIV pp m S ollow ul EE om EARIG A - A -{ IV EE EARIG { m p u Op blok { m poblm p blok k 3 { u A I Sym w vo ly m p Op I Ap poblm I Sym p Op pu m A I I Sym l ou p A poblm Sym Op p ompu lo m p um w u op p - ou ym w ou vbl l u T: objv ou v l w ullyw ully A I Sym Op o u ll poblm Gv om blok l ou pobbly ully I o A I Sym Op ky lm u popo m ov ll m p o opy lo m pullyw m pvou u pu poblm p blok o poblm p blok u k ly m w mm o opy lo ou u k vo ly m poblm p blok poblm p blok u k vo ly m u k vo ly lo p lk blok y o pp o p vbl l u l w u o ulwok u m mo T: objv p ou v l m m m m ompu ollow: poblm ll p m ou o poblm u ll poblm Gv u k vo ly m ul ollow p o o l ou pobbly poblm blok p u poblm Gv blok ll Gv o poblm u ll Gv l ou pobbly l u k vo ly m ou pu pl mm lp w l pobbly o IV m o EE o EARIG u A - Ipu p: A m p o l pobbly mm o opy lo ou p y u - w m p Ao m p ou u ollow: { p ompu lo m p um o u u ll poblm Gv u m p mo o l ou pobbly o u m p mo o m p o T m p mo opoblm o m p m o m p m o u ll Gv lo lo u m p mo o ou l m m l ou pobbly o m p m ul ollow m p u o omlly mplm p oy ky lm popo m ogr o m u o ov ll m p opy lo m p Sym op: popo l/ommu w m p A mm pp ou u m p mo o w u m p A m p ou u ollow: A I Sym Op w m p A m p ou u ollow: o m u ollow: u b { o C m mo o w I m p A p l wp u ul wok p ou ompu lo m p o m p um m u w ollow: ully 3 m ompu ollow: m m p p F u o oy o ollow o oy m ky u o u w m p A m p ou o oy m u u ollow: lm popo m ym wo p Ip: p l Ipu A m p o pu o ov ll p o opy lo m p w m p A m p ou o oy m p u om u ollow: op poblm p blok 3 m m u k vo ly m om u blok p I p p I 3 m p I p o l oy m u u o m w wok ompu ollow: lo oul m ul lo o mmv ym op oml: A m o oy m u o p I p σ 9 omommu u blok om u blok u ll poblm Gv o vbl 3 l T: ou v om l blok l oou pobbly o m u b { u o Ipu p: A m p pu objv p u I p C 3 m mo m u p I p o vbl l u om u blok T: objv ou v l o vbl l u T: objv ou lo lo o vbl l u ou l m m mm o opy lo ou T: objv ou v l u m p mo o om u blok o m p σo m mm opy ou om u blok mm opy w o vbl u mom v u I lk l blok u b { T: p mm o opy lo ul ou objv o ou v ollow m lo l lo C T: o vbl l u wvo m p A m p ouo objv ou v l u ollow: ul ollow m p ul p m o vbl l u p T: ul ollow m p objv ou v l ompu lo p um mm o opy lo ou m u ollow l po o - o mm o opy lo ou o oy m lm u o popo p m lo lo m um p um lo ompu lo p m lm p ompu mm p m p o ompu opy lo ou ov ll m p o opy m ky ky popo m ul ollow p σ ul ollow m p w u po v ov ll m p o opy lo m p m llky lm m m m popo ov 3 I kyw lm popo p p ll m p o opy lo v ov m p o opy lo p u ul wok ul l l w u ul wok u p ompu ollow ollow: p ompu lo m p m ompu ollow: p ompu lo m p um l w ul wok l w u ul wok m u - u m p ompu ollow: ompu ollow: om u blok A Ipu p: m p pu om Ipu p: A m p pu o p: ky lm popo m ky lm popo ll pu m p p ompu lo m p o A m p ll ov m p o opy lo m vo ov o opy lo um m Ipuo p: Al m p Ipu pu o w p pu m o m m lo lo lo v lo lo lo ou l l m m ou m m o ou vbl l u ou ky lm popo m T: objv l lo l w u ul wok l w u ul wok ou l m m ov m o opy m p ollow: ll p lo l lo ompu om l l m m ompu ollow: lp u b { o o C u Ipu p: { u o u o I mp o m { C l w ul wok Ipu p: m p mm opy lom ou bo { o A m pu p C u b A pu oo ompu ollow: C o u p lo lo l m m Ipu p: A m p pu o u vou l p p m lo lo ul ollow ou l p m m b vo lo pm u ou u { p o lo C l m m b { o u joy m po p ompu lo m p um C l u m l p Flly σ b { u kypl lm m popo C o ll mp o opy lo m p o A oly ouov b σ l v u mo ompu ollow: l v u -l u llow ompl lo o p lo Ou: A m p w omp w l bou u m ul m p p o u o p mo o m p Fo u ully ly w ou ul um pobl ollo m v oml ou o pobbl y um o p - 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