%PDF-1.5
%
1 0 obj
<<
/Metadata 2 0 R
/Outlines 3 0 R
/Pages 4 0 R
/SaveStreams <<
/Q 5 0 R
/q 6 0 R
>>
/Type /Catalog
>>
endobj
7 0 obj
<<
/Appligent (AppendPDF Pro 5.5 Linux Kernel 2.6 64bit Oct 2 2014 Library 10.1.0)
/Author (Feibo Jiang; Li Dong; Kezhi Wang; Kun Yang; Cunhua Pan)
/CreationDate (D:20210917122504-04'00')
/Creator (Appligent AppendPDF Pro 5.5)
/IEEE#20Article#20ID (9540904)
/IEEE#20Issue#20ID (6702522)
/IEEE#20Publication#20ID (6488907)
/Keywords (Multi-agent reinforcement learning; Distributed deep reinforcement learning; Imitation learning; Resource scheduling; LC\)vy flight.)
/ModDate (D:20220209022800-05'00')
/Producer <7064665465582D312E34302E32333B206D6F646966696564207573696E67206954657874AE20372E312E313620A9323030302D323032312069546578742047726F7570204E562028494545453B206C6963656E7365642076657273696F6E29>
/Subject (IEEE Internet of Things Journal; ;PP;99;10.1109/JIOT.2021.3113872)
/Title (Distributed Resource Scheduling for Large-Scale MEC Systems: A Multi-Agent Ensemble Deep Reinforcement Learning with Imitation Acceleration)
>>
endobj
2 0 obj
<<
/Length 4761
/Subtype /XML
/Type /Metadata
>>
stream
IEEE
IEEE Internet of Things Journal; ;PP;99;10.1109/JIOT.2021.3113872
IEEE Internet of Things Journal; ;PP;99;10.1109/JIOT.2021.3113872
Distributed Resource Scheduling for Large-Scale MEC Systems: A Multi-Agent Ensemble Deep Reinforcement Learning with Imitation Acceleration
Distributed Resource Scheduling for Large-Scale MEC Systems: A Multi-Agent Ensemble Deep Reinforcement Learning with Imitation Acceleration
Multi-agent reinforcement learning
Distributed deep reinforcement learning
Imitation learning
Resource scheduling
LC)vy flight.
Feibo Jiang
Li Dong
Kezhi Wang
Kun Yang
Cunhua Pan
endstream
endobj
3 0 obj
<<
/Count 0
/Type /Outlines
>>
endobj
4 0 obj
<<
/Count 14
/ITXT (2.1.7)
/Kids [8 0 R 9 0 R]
/MediaBox [0.0 0.0 612.0 792.0]
/Type /Pages
>>
endobj
5 0 obj
<<
/Length 11
/Filter /FlateDecode
>>
stream
xST %
endstream
endobj
6 0 obj
<<
/Length 11
/Filter /FlateDecode
>>
stream
xS(T e
endstream
endobj
8 0 obj
<<
/Count 9
/Kids [10 0 R 11 0 R 12 0 R 13 0 R 14 0 R 15 0 R 16 0 R 17 0 R 18 0 R]
/MediaBox [0.0 0.0 612.0 792.0]
/Parent 4 0 R
/Type /Pages
>>
endobj
9 0 obj
<<
/Count 5
/Kids [19 0 R 20 0 R 21 0 R 22 0 R 23 0 R]
/MediaBox [0.0 0.0 612.0 792.0]
/Parent 4 0 R
/Type /Pages
>>
endobj
10 0 obj
<<
/Contents [24 0 R 25 0 R 26 0 R 27 0 R 28 0 R 29 0 R]
/MediaBox [0 0 612 792]
/Parent 8 0 R
/QInserted true
/Resources <<
/Font <<
/F1 30 0 R
/T1_0 31 0 R
/T1_1 32 0 R
/T1_2 33 0 R
/T1_3 34 0 R
/T1_4 35 0 R
>>
/ProcSet [/PDF /Text]
/XObject <<
/OL1 36 0 R
>>
>>
/Type /Page
>>
endobj
11 0 obj
<<
/Contents [37 0 R 38 0 R 39 0 R 40 0 R 41 0 R 42 0 R]
/MediaBox [0 0 612 792]
/Parent 8 0 R
/QInserted true
/Resources <<
/Font <<
/F1 30 0 R
/T1_0 31 0 R
/T1_1 32 0 R
/T1_2 35 0 R
/T1_3 43 0 R
>>
/ProcSet [/PDF /Text]
/XObject <<
/OL1 44 0 R
>>
>>
/Type /Page
>>
endobj
12 0 obj
<<
/Contents [45 0 R 46 0 R 47 0 R 48 0 R 49 0 R 50 0 R]
/Group 51 0 R
/MediaBox [0 0 612 792]
/Parent 8 0 R
/QInserted true
/Resources <<
/Font <<
/F1 30 0 R
/T1_0 31 0 R
/T1_1 32 0 R
/T1_10 52 0 R
/T1_2 35 0 R
/T1_3 53 0 R
/T1_4 54 0 R
/T1_5 55 0 R
/T1_6 56 0 R
/T1_7 57 0 R
/T1_8 58 0 R
/T1_9 43 0 R
>>
/ProcSet [/PDF /Text /ImageC]
/XObject <<
/Im0 59 0 R
/OL2 60 0 R
>>
>>
/Type /Page
>>
endobj
13 0 obj
<<
/Contents [61 0 R 62 0 R 63 0 R 64 0 R 65 0 R 66 0 R]
/MediaBox [0 0 612 792]
/Parent 8 0 R
/QInserted true
/Resources <<
/Font <<
/F1 30 0 R
/T1_0 31 0 R
/T1_1 32 0 R
/T1_10 67 0 R
/T1_11 68 0 R
/T1_12 52 0 R
/T1_2 53 0 R
/T1_3 56 0 R
/T1_4 54 0 R
/T1_5 55 0 R
/T1_6 43 0 R
/T1_7 57 0 R
/T1_8 35 0 R
/T1_9 58 0 R
>>
/ProcSet [/PDF /Text]
/XObject <<
/OL1 69 0 R
>>
>>
/Type /Page
>>
endobj
14 0 obj
<<
/Contents [70 0 R 71 0 R 72 0 R 73 0 R 74 0 R 75 0 R]
/MediaBox [0 0 612 792]
/Parent 8 0 R
/QInserted true
/Resources <<
/Font <<
/F1 30 0 R
/T1_0 31 0 R
/T1_1 32 0 R
/T1_10 54 0 R
/T1_11 68 0 R
/T1_12 76 0 R
/T1_13 67 0 R
/T1_14 77 0 R
/T1_2 35 0 R
/T1_3 34 0 R
/T1_4 53 0 R
/T1_5 78 0 R
/T1_6 57 0 R
/T1_7 55 0 R
/T1_8 58 0 R
/T1_9 56 0 R
>>
/ProcSet [/PDF /Text]
/XObject <<
/OL1 79 0 R
>>
>>
/Type /Page
>>
endobj
15 0 obj
<<
/Contents [80 0 R 81 0 R 82 0 R 83 0 R 84 0 R 85 0 R]
/MediaBox [0 0 612 792]
/Parent 8 0 R
/QInserted true
/Resources <<
/Font <<
/F1 30 0 R
/T1_0 31 0 R
/T1_1 32 0 R
/T1_2 53 0 R
/T1_3 54 0 R
/T1_4 57 0 R
/T1_5 55 0 R
/T1_6 56 0 R
/T1_7 58 0 R
/T1_8 43 0 R
>>
/ProcSet [/PDF /Text]
/XObject <<
/Fm0 86 0 R
/OL2 87 0 R
>>
>>
/Type /Page
>>
endobj
16 0 obj
<<
/Contents [88 0 R 89 0 R 90 0 R 91 0 R 92 0 R 93 0 R]
/MediaBox [0 0 612 792]
/Parent 8 0 R
/QInserted true
/Resources <<
/Font <<
/F1 30 0 R
/T1_0 31 0 R
/T1_1 32 0 R
/T1_10 57 0 R
/T1_11 67 0 R
/T1_12 58 0 R
/T1_13 43 0 R
/T1_2 34 0 R
/T1_3 53 0 R
/T1_4 78 0 R
/T1_5 56 0 R
/T1_6 54 0 R
/T1_7 35 0 R
/T1_8 68 0 R
/T1_9 55 0 R
>>
/ProcSet [/PDF /Text]
/XObject <<
/OL1 94 0 R
>>
>>
/Type /Page
>>
endobj
17 0 obj
<<
/Contents [95 0 R 96 0 R 97 0 R 98 0 R 99 0 R 100 0 R]
/MediaBox [0 0 612 792]
/Parent 8 0 R
/QInserted true
/Resources <<
/Font <<
/F1 30 0 R
/T1_0 31 0 R
/T1_1 32 0 R
/T1_10 68 0 R
/T1_11 58 0 R
/T1_12 52 0 R
/T1_2 53 0 R
/T1_3 35 0 R
/T1_4 56 0 R
/T1_5 55 0 R
/T1_6 54 0 R
/T1_7 43 0 R
/T1_8 34 0 R
/T1_9 57 0 R
>>
/ProcSet [/PDF /Text]
/XObject <<
/OL1 101 0 R
>>
>>
/Type /Page
>>
endobj
18 0 obj
<<
/Contents [102 0 R 103 0 R 104 0 R 105 0 R 106 0 R 107 0 R]
/MediaBox [0 0 612 792]
/Parent 8 0 R
/QInserted true
/Resources <<
/Font <<
/F1 30 0 R
/T1_0 31 0 R
/T1_1 32 0 R
/T1_10 108 0 R
/T1_11 109 0 R
/T1_12 110 0 R
/T1_13 111 0 R
/T1_14 112 0 R
/T1_15 57 0 R
/T1_2 34 0 R
/T1_3 53 0 R
/T1_4 56 0 R
/T1_5 43 0 R
/T1_6 55 0 R
/T1_7 54 0 R
/T1_8 35 0 R
/T1_9 113 0 R
>>
/ProcSet [/PDF /Text]
/XObject <<
/OL1 114 0 R
>>
>>
/Type /Page
>>
endobj
19 0 obj
<<
/Contents [115 0 R 116 0 R 117 0 R 118 0 R 119 0 R 120 0 R]
/MediaBox [0 0 612 792]
/Parent 9 0 R
/QInserted true
/Resources <<
/Font <<
/F1 30 0 R
/T1_0 31 0 R
/T1_1 32 0 R
/T1_2 108 0 R
/T1_3 111 0 R
/T1_4 110 0 R
/T1_5 109 0 R
/T1_6 53 0 R
/T1_7 57 0 R
/T1_8 55 0 R
/T1_9 56 0 R
>>
/ProcSet [/PDF /Text /ImageC]
/XObject <<
/Im0 121 0 R
/Im1 122 0 R
/Im2 123 0 R
/OL4 124 0 R
>>
>>
/Type /Page
>>
endobj
20 0 obj
<<
/Contents [125 0 R 126 0 R 127 0 R 128 0 R 129 0 R 130 0 R]
/MediaBox [0 0 612 792]
/Parent 9 0 R
/QInserted true
/Resources <<
/Font <<
/F1 30 0 R
/T1_0 31 0 R
/T1_1 32 0 R
/T1_10 131 0 R
/T1_11 110 0 R
/T1_12 111 0 R
/T1_2 35 0 R
/T1_3 54 0 R
/T1_4 53 0 R
/T1_5 56 0 R
/T1_6 55 0 R
/T1_7 57 0 R
/T1_8 108 0 R
/T1_9 109 0 R
>>
/ProcSet [/PDF /Text /ImageC]
/XObject <<
/Im0 132 0 R
/OL2 133 0 R
>>
>>
/Type /Page
>>
endobj
21 0 obj
<<
/Contents [134 0 R 135 0 R 136 0 R 137 0 R 138 0 R 139 0 R]
/MediaBox [0 0 612 792]
/Parent 9 0 R
/QInserted true
/Resources <<
/Font <<
/F1 30 0 R
/T1_0 31 0 R
/T1_1 32 0 R
/T1_2 43 0 R
>>
/ProcSet [/PDF /Text /ImageC]
/XObject <<
/Im0 140 0 R
/OL2 141 0 R
>>
>>
/Type /Page
>>
endobj
22 0 obj
<<
/Contents [142 0 R 143 0 R 144 0 R 145 0 R 146 0 R 147 0 R]
/MediaBox [0 0 612 792]
/Parent 9 0 R
/QInserted true
/Resources <<
/Font <<
/F1 30 0 R
/T1_0 31 0 R
/T1_1 32 0 R
/T1_2 35 0 R
>>
/ProcSet [/PDF /Text]
/XObject <<
/OL1 148 0 R
>>
>>
/Type /Page
>>
endobj
23 0 obj
<<
/Contents [149 0 R 150 0 R 151 0 R 152 0 R 153 0 R 154 0 R]
/MediaBox [0 0 612 792]
/Parent 9 0 R
/QInserted true
/Resources <<
/Font <<
/F1 30 0 R
/T1_0 31 0 R
/T1_1 32 0 R
/T1_2 35 0 R
/T1_3 34 0 R
>>
/ProcSet [/PDF /Text /ImageC]
/XObject <<
/Fm0 155 0 R
/Im0 156 0 R
/Im1 157 0 R
/Im2 158 0 R
/Im3 159 0 R
/OL6 160 0 R
>>
>>
/Type /Page
>>
endobj
24 0 obj
<<
/Length 2
>>
stream
q
endstream
endobj
25 0 obj
<<
/Length 10
/Filter /FlateDecode
>>
stream
x+ |
endstream
endobj
26 0 obj
<<
/Length 6754
/Filter /FlateDecode
>>
stream
HW[ۺ~_ vJ=o9
idq2mDW8EDs7[ܽ3soߊuXodeq"Xw7t%EY
@<><+:-Aq%BLg-A92!TU7U?E@@'6u^T"ZZFMyiwlGSG^Ok Ryz`u~bZdy~U%cs 3H<7+^\ 0Nl,~
8Iݧϰ}?X{&w,>YИ#C/N^b^V-4~ ΐde`EwASqԻs m![P2P5TWO*5y{2J^֙oK{6߰sٛ՛\:;]mK''pX5aՠ,E9HVm=ѦX<=V)9[@{[M[% Xi 0i]yͶ\OV -`qdY"_'C ?EXt_%bs~k<#A0[=dzb;՜) IB@
LbaJ~Ce0 b#e.G$DC%\c`GN
ElX$;hhP0Fn%.,,͐$!!QpC\;P*Q,$\5T^Lp0
0:YtZ#PDLujZh=EO1C{ X`Gq4uy>\`&YuWUYȆ;wTU֨Dp}wRW[p'Ni\8el%MYwǤagc[U|;hLNVWn^ʉD~"*K3P/D0?~~jq[Ug;7o> T/&s2C9kϸ"Iw.m}9S}ܗ#9g&.'+/G ,[-*+#0h#)T[͖hu00Ic[U== e{uSBWd+;]Sm5CS]NKDYh#nQwTTHnU ٱðiOb//_h7
i#l00Q\Y
sbl>tDv (yJ}^CҚ BH9j(vs
7
+(7;֞ϥD#IrBcn а2Fl
ݵPfݝ$%d(%C8)T4)vh(Î+leY
/{J4<]{%Ϟ_+5vuE`IJuj@ҟ?D398[[{iY
>`(r喆c_*ZP8xϭ-I,Bdj;iA AaFzܑBs$N
=c;t ;w'U#vk523*Nÿ02E1ISxR 9@s#w\<fY´