A mechanism to elastically utilize compute resources in mobile communication basestations:
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| Format: | Thesis Book |
| Language: | English |
| Published: |
Stuttgart
Universität Stuttgart, Institut für Kommunikationsnetze und Rechnersysteme
[2020]
|
| Series: | Communication networks and computer engineering
no. 121 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis Inhaltsverzeichnis |
| Physical Description: | xxviii, 207 Seiten Diagramme 21 cm |
| ISBN: | 9783938965320 3938965320 |
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MARC
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| 100 | 1 | |a Werthmann, Thomas |e Verfasser |0 (DE-588)1239338007 |4 aut | |
| 245 | 1 | 0 | |a A mechanism to elastically utilize compute resources in mobile communication basestations |c Thomas Werthmann |
| 264 | 1 | |a Stuttgart |b Universität Stuttgart, Institut für Kommunikationsnetze und Rechnersysteme |c [2020] | |
| 264 | 4 | |c © 2020 | |
| 300 | |a xxviii, 207 Seiten |b Diagramme |c 21 cm | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 1 | |a Communication networks and computer engineering |v no. 121 | |
| 502 | |b Dissertation |c Universität Stuttgart |d 2020 | ||
| 546 | |a Zusammenfassung englisch und deutsch | ||
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| 650 | 0 | 7 | |a Basisstation |g Mobilfunk |0 (DE-588)4538215-3 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Rechenkapazität |0 (DE-588)4177165-5 |2 gnd |9 rswk-swf |
| 655 | 7 | |0 (DE-588)4113937-9 |a Hochschulschrift |2 gnd-content | |
| 689 | 0 | 0 | |a Basisstation |g Mobilfunk |0 (DE-588)4538215-3 |D s |
| 689 | 0 | 1 | |a MIMO |0 (DE-588)7540075-3 |D s |
| 689 | 0 | 2 | |a Rechenkapazität |0 (DE-588)4177165-5 |D s |
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| 830 | 0 | |a Communication networks and computer engineering |v no. 121 |w (DE-604)BV021539246 |9 no. 121 | |
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| 883 | 2 | |8 1\p |a dnb |d 20210923 |q DE-101 |u https://d-nb.info/provenance/plan#dnb | |
Record in the Search Index
| _version_ | 1804182939260420096 |
|---|---|
| adam_text | CONTENTS
ABSTRACT
I
KURZFASSUNG
V
CONTENTS
IX
LIST
OF
FIGURES
XII
LIST
OF
TABLES
XV
ABBREVIATIONS
XVII
MATHEMATICAL
NOTATION
AND
SYMBOLS
XXIII
1
INTRODUCTION
1
1.1
CELLULAR
WIRELESS
COMMUNICATION
.......................................................................
1
1.2
COMPUTE
REQUIREMENTS
OF
WIRELESS
COMMUNICATION
SYSTEMS
............................
2
1.3
ELASTIC
UTILIZATION
OF
COMPUTE
RESOURCES
...........................................................
3
1.4
RESEARCH
QUESTIONS
AND
CONTRIBUTIONS
.................................................................
3
1.5
OUTLINE
OF
THE
THESIS
.............................................................................................
4
2
LTE
NETWORK
ARCHITECTURE
AND
MECHANISMS
7
2.1
INTRODUCTION
TO
LTE
.................................................................................................
7
2.1.1
CELLULAR
NETWORKS
....................................................................................
8
2.1.2
LTE
RELEASES
AND
FEATURES
.......................................................................
9
2.2
LTE
ARCHITECTURE
...................................................................................................
10
2.2.1
ARCHITECTURE
OF
THE
EVOLVED
PACKET
SYSTEM
...........................................
11
2.2.2
PROTOCOL
STACK
OF
THE
RADIO
INTERFACE
.....................................................
12
2.2.3
CLASSES
OF
BASE
STATIONS
AND
CELL
LAYOUTS
..............................................
13
2.2.4
CLOUD
RADIO
ACCESS
NETWORK
.................................................................
13
2.3
EFFICIENT
OPERATION
OF
THE
RADIO
CHANNEL
..............................................................
17
2.3.1
CHARACTERISTICS
OF
THE
WIRELESS
CHANNEL
..................................................
18
2.3.2
MODULATION
AND
DEMODULATION
.................................................................
19
2.3.3
ERROR
CORRECTION
.......................................................................................
22
2.3.4
MULTI-ANTENNA
TRANSMISSION
AND
RECEPTION
...........................................
24
2.3.5
OPPORTUNISTIC
RESOURCE
ALLOCATION
...........................................................
33
2.3.6
MEASUREMENT
AND
REPORTING
OF
CHANNEL
STATE
INFORMATION
...................
33
2.3.7
SUMMARY
AND
OVERALL
PICTURE
.................................................................
37
IX
CONTENTS
2.4
FRAMEWORK
FOR
THE
MANAGEMENT
OF
RADIO
RESOURCES
...........................................
39
2.4.1
STRUCTURING
OF
CHANNEL
RESOURCES
...........................................................
39
2.4.2
MAPPING
OF
PHYSICAL
CHANNELS
AND
SIGNALS
TO
RESOURCES
......................
42
2.4.3
SIGNALING
OF
ALLOCATED
RESOURCES
...........................................................
44
2.4.4
SUMMARY
AND
DISCUSSION
OF
IMPACTS
ON
RESOURCE
ALLOCATION
................
47
3
MANAGEMENT
OF
RADIO
RESOURCES
49
3.1
INTEGRATION
OF
RESOURCE
ALLOCATION
INTO
THE
LTE
SYSTEM
.....................................
49
3.2
OBJECTIVES
...............................................................................................................
50
3.2.1
OBJECTIVES
FROM
A
SINGLE
USER
PERSPECTIVE
...............................................
51
3.2.2
OBJECTIVES
FROM
NETWORK
PERSPECTIVE
.....................................................
53
3.2.3
DISCUSSION
................................................................................................
56
3.3
RESOURCE
ALLOCATION
AS
OPTIMIZATION
PROBLEM
.....................................................
56
3.3.1
FIXED
NETWORKS
..........................................................................................
56
3.3.2
WIRELESS
NETWORKS
....................................................................................
57
3.4
HEURISTICS
USED
FOR
RESOURCE
ALLOCATION
..............................................................
59
3.4.1
FIXED
NETWORKS
..........................................................................................
59
3.4.2
MAXIMIZING
CELL
METRICS
IN
WIRELESS
NETWORKS
.....................................
60
3.4.3
MAXIMIZING
INDIVIDUAL
QOS
METRICS
IN
WIRELESS
NETWORKS
...................
61
3.5
DISCUSSION
...............................................................................................................
63
4
EFFICIENT
OPERATION
IN
MULTI-CELL
ENVIRONMENTS
65
4.1
COPING
WITH
INTERFERENCE
AT
THE
RECEIVER
..............................................................
66
4.2
REDUCING
THE
IMPACT
OF
INTERFERENCE
BY
COORDINATING
TRANSMITTERS
...................
67
4.2.1
SPATIAL
REUSE
OF
RESOURCES
.......................................................................
67
4.2.2
COORDINATION
OF
RESOURCE
USAGE
..............................................................
68
4.2.3
INTERFERENCE
COORDINATION
AS
OPTIMIZATION
PROBLEM
...............................
69
4.2.4
STANDARDIZATION
IN
LTE
..............................................................................
73
4.3
COORDINATED
MULTIPOINT
TRANSMISSION
AND
RECEPTION
........................................
76
4.3.1
COMP
CELL
CONFIGURATIONS
.......................................................................
76
4.3.2
COMP
APPROACHES
FOR
DATA
TRANSMISSION
AND
RECEPTION
......................
76
4.3.3
STANDARDIZATION
IN
LTE
.............................................................................
77
4.4
SUMMARY
AND
DISCUSSION
.......................................................................................
78
5
ELASTIC
UTILIZATION
OF
COMPUTE
RESOURCES
79
5.1
PROBLEM
STATEMENT
................................................................................................
79
5.1.1
MOTIVATION
................................................................................................
79
5.1.2
RESEARCH
QUESTION
AND
CONTRIBUTIONS
.....................................................
81
5.2
CLASSIFICATION
OF
RELATED
WORK
.............................................................................
83
5.2.1
EFFICIENT
SIGNAL
PROCESSING
IN
COMMUNICATION
SYSTEMS
.........................
83
5.2.2
REAL-TIME
SCHEDULING
.............................................................................
86
5.2.3
DIMENSIONING
AND
MANAGEMENT
OF
COMPUTE
RESOURCES
IN
C-RANS
.
.
89
5.2.4
SUMMARY
...................................................................................................
90
5.3
SYSTEM
MODEL
.........................................................................................................
91
5.3.1
GEOMETRY
MODEL
.......................................................................................
91
5.3.2
CELL
LAYOUT
AND
BASE
STATION
MODEL
........................................................
92
5.3.3
USER
MODEL
................................................................................................
94
5.3.4
CHANNEL
MODEL
..........................................................................................
94
5.3.5
MODEL
FOR
INTERFERENCE
AND
PHYSICAL
LAYER
PROCESSING
............................
95
CONTENTS
XI
5.3.6
DATA
TRAFFIC
MODELS
....................................................................................
98
5.3.7
PROCESSING
EFFORT
MODEL
..............................................................................
101
5.3.8
RESOURCE
ALLOCATION
MODEL
........................................................................
103
5.4
OPTIMIZATION
PROBLEM
................................................................................................
104
5.4.1
APPROACH
AND
CLASSIFICATION
........................................................................
104
5.4.2
MODELING
OF
LINK
ADAPTATION
PARAMETERS
..................................................
105
5.4.3
MATHEMATICAL
SPECIFICATION
OF
THE
BASIC
PROBLEM
......................................
106
5.4.4
FORMULATION
OF
FAIRNESS
REQUIREMENTS
........................................................
112
5.4.5
RESTRICTION
OF
VARIABLES
ADAPTED
TO
AVAILABLE
COMPUTE
RESOURCES
...
115
5.4.6
SUMMARY
.......................................................................................................
119
5.5
INFERENCE
FROM
SOLUTIONS
OF
THE
OPTIMIZATION
PROBLEM
............................................
119
5.5.1
EVALUATION
METHODOLOGY
..............................................................................
120
5.5.2
SYSTEM
BEHAVIOR
WITH
UNRESTRICTED
PROCESSING
EFFORT
.................................
121
5.5.3
UTILITY
UNDER
RESTRICTED
COMPUTE
RESOURCES
...............................................
124
5.5.4
SEPARATION
OF
CONTROL
VARIABLES
.................................................................
128
5.5.5
BENEFIT
OF
INDIVIDUAL
ADAPTATION
..................................................................
130
5.5.6
SUMMARY
AND
DERIVATION
OF
DESIGN
GUIDELINES
.........................................
131
5.6
PROPOSED
SYSTEM
.......................................................................................................
132
5.6.1
REQUIREMENTS
AND
CONSTRAINTS
.....................................................................
132
5.6.2
INSPIRING
OPTIMIZATION
PROBLEM
..................................................................
133
5.6.3
MECHANISM
TO
ACHIEVE
ELASTIC
UTILIZATION
OF
COMPUTE
RESOURCES
.
...
136
5.6.4
INTEGRATION
INTO
THE
RAN
..............................................................................
142
5.6.5
DISCUSSION
AND
EVALUATION
...........................................................................
144
6
PERFORMANCE
EVALUATION
149
6.1
EVALUATION
COMPARED
TO
OPTIMAL
ALLOCATION
...........................................................
149
6.1.1
EVALUATION
METHODOLOGY
..............................................................................
150
6.1.2
REFERENCE
CONFIGURATIONS
..............................................................................
151
6.1.3
STUDIES
..........................................................................................................
157
6.1.4
SUMMARY
AND
CONCLUSION
...........................................................................
161
6.2
EVALUATION
WITH
DYNAMIC
LOAD
.................................................................................
161
6.2.1
EFFECTS
CAUSING
VARIATIONS
OF
THE
COMPUTE
LOAD
......................................
162
6.2.2
EVALUATION
METHODOLOGY
..............................................................................
163
6.2.3
CONFIGURATION
AND
CALIBRATION
OF
THE
SYSTEM
...............................................
169
6.2.4
STUDIES
.........................................................................................................
171
6.2.5
SUMMARY
AND
CONCLUSION
...........................................................................
175
7
SUMMARY
AND
CONCLUSION
177
7.1
SUMMARY
...................................................................................................................
177
7.2
CONCLUSIONS
................................................................................................................
180
7.3
OUTLOOK
......................................................................................................................
181
A
DEFINITION
OF
THE
WRAP-AROUND
GEOMETRY
183
B
MEASUREMENT
OF
PROCESSING
EFFORT
185
C
TIMING
OF
THE
PROPOSED
SYSTEM
187
BIBLIOGRAPHY
191
|
| adam_txt |
CONTENTS
ABSTRACT
I
KURZFASSUNG
V
CONTENTS
IX
LIST
OF
FIGURES
XII
LIST
OF
TABLES
XV
ABBREVIATIONS
XVII
MATHEMATICAL
NOTATION
AND
SYMBOLS
XXIII
1
INTRODUCTION
1
1.1
CELLULAR
WIRELESS
COMMUNICATION
.
1
1.2
COMPUTE
REQUIREMENTS
OF
WIRELESS
COMMUNICATION
SYSTEMS
.
2
1.3
ELASTIC
UTILIZATION
OF
COMPUTE
RESOURCES
.
3
1.4
RESEARCH
QUESTIONS
AND
CONTRIBUTIONS
.
3
1.5
OUTLINE
OF
THE
THESIS
.
4
2
LTE
NETWORK
ARCHITECTURE
AND
MECHANISMS
7
2.1
INTRODUCTION
TO
LTE
.
7
2.1.1
CELLULAR
NETWORKS
.
8
2.1.2
LTE
RELEASES
AND
FEATURES
.
9
2.2
LTE
ARCHITECTURE
.
10
2.2.1
ARCHITECTURE
OF
THE
EVOLVED
PACKET
SYSTEM
.
11
2.2.2
PROTOCOL
STACK
OF
THE
RADIO
INTERFACE
.
12
2.2.3
CLASSES
OF
BASE
STATIONS
AND
CELL
LAYOUTS
.
13
2.2.4
CLOUD
RADIO
ACCESS
NETWORK
.
13
2.3
EFFICIENT
OPERATION
OF
THE
RADIO
CHANNEL
.
17
2.3.1
CHARACTERISTICS
OF
THE
WIRELESS
CHANNEL
.
18
2.3.2
MODULATION
AND
DEMODULATION
.
19
2.3.3
ERROR
CORRECTION
.
22
2.3.4
MULTI-ANTENNA
TRANSMISSION
AND
RECEPTION
.
24
2.3.5
OPPORTUNISTIC
RESOURCE
ALLOCATION
.
33
2.3.6
MEASUREMENT
AND
REPORTING
OF
CHANNEL
STATE
INFORMATION
.
33
2.3.7
SUMMARY
AND
OVERALL
PICTURE
.
37
IX
CONTENTS
2.4
FRAMEWORK
FOR
THE
MANAGEMENT
OF
RADIO
RESOURCES
.
39
2.4.1
STRUCTURING
OF
CHANNEL
RESOURCES
.
39
2.4.2
MAPPING
OF
PHYSICAL
CHANNELS
AND
SIGNALS
TO
RESOURCES
.
42
2.4.3
SIGNALING
OF
ALLOCATED
RESOURCES
.
44
2.4.4
SUMMARY
AND
DISCUSSION
OF
IMPACTS
ON
RESOURCE
ALLOCATION
.
47
3
MANAGEMENT
OF
RADIO
RESOURCES
49
3.1
INTEGRATION
OF
RESOURCE
ALLOCATION
INTO
THE
LTE
SYSTEM
.
49
3.2
OBJECTIVES
.
50
3.2.1
OBJECTIVES
FROM
A
SINGLE
USER
PERSPECTIVE
.
51
3.2.2
OBJECTIVES
FROM
NETWORK
PERSPECTIVE
.
53
3.2.3
DISCUSSION
.
56
3.3
RESOURCE
ALLOCATION
AS
OPTIMIZATION
PROBLEM
.
56
3.3.1
FIXED
NETWORKS
.
56
3.3.2
WIRELESS
NETWORKS
.
57
3.4
HEURISTICS
USED
FOR
RESOURCE
ALLOCATION
.
59
3.4.1
FIXED
NETWORKS
.
59
3.4.2
MAXIMIZING
CELL
METRICS
IN
WIRELESS
NETWORKS
.
60
3.4.3
MAXIMIZING
INDIVIDUAL
QOS
METRICS
IN
WIRELESS
NETWORKS
.
61
3.5
DISCUSSION
.
63
4
EFFICIENT
OPERATION
IN
MULTI-CELL
ENVIRONMENTS
65
4.1
COPING
WITH
INTERFERENCE
AT
THE
RECEIVER
.
66
4.2
REDUCING
THE
IMPACT
OF
INTERFERENCE
BY
COORDINATING
TRANSMITTERS
.
67
4.2.1
SPATIAL
REUSE
OF
RESOURCES
.
67
4.2.2
COORDINATION
OF
RESOURCE
USAGE
.
68
4.2.3
INTERFERENCE
COORDINATION
AS
OPTIMIZATION
PROBLEM
.
69
4.2.4
STANDARDIZATION
IN
LTE
.
73
4.3
COORDINATED
MULTIPOINT
TRANSMISSION
AND
RECEPTION
.
76
4.3.1
COMP
CELL
CONFIGURATIONS
.
76
4.3.2
COMP
APPROACHES
FOR
DATA
TRANSMISSION
AND
RECEPTION
.
76
4.3.3
STANDARDIZATION
IN
LTE
.
77
4.4
SUMMARY
AND
DISCUSSION
.
78
5
ELASTIC
UTILIZATION
OF
COMPUTE
RESOURCES
79
5.1
PROBLEM
STATEMENT
.
79
5.1.1
MOTIVATION
.
79
5.1.2
RESEARCH
QUESTION
AND
CONTRIBUTIONS
.
81
5.2
CLASSIFICATION
OF
RELATED
WORK
.
83
5.2.1
EFFICIENT
SIGNAL
PROCESSING
IN
COMMUNICATION
SYSTEMS
.
83
5.2.2
REAL-TIME
SCHEDULING
.
86
5.2.3
DIMENSIONING
AND
MANAGEMENT
OF
COMPUTE
RESOURCES
IN
C-RANS
.
.
89
5.2.4
SUMMARY
.
90
5.3
SYSTEM
MODEL
.
91
5.3.1
GEOMETRY
MODEL
.
91
5.3.2
CELL
LAYOUT
AND
BASE
STATION
MODEL
.
92
5.3.3
USER
MODEL
.
94
5.3.4
CHANNEL
MODEL
.
94
5.3.5
MODEL
FOR
INTERFERENCE
AND
PHYSICAL
LAYER
PROCESSING
.
95
CONTENTS
XI
5.3.6
DATA
TRAFFIC
MODELS
.
98
5.3.7
PROCESSING
EFFORT
MODEL
.
101
5.3.8
RESOURCE
ALLOCATION
MODEL
.
103
5.4
OPTIMIZATION
PROBLEM
.
104
5.4.1
APPROACH
AND
CLASSIFICATION
.
104
5.4.2
MODELING
OF
LINK
ADAPTATION
PARAMETERS
.
105
5.4.3
MATHEMATICAL
SPECIFICATION
OF
THE
BASIC
PROBLEM
.
106
5.4.4
FORMULATION
OF
FAIRNESS
REQUIREMENTS
.
112
5.4.5
RESTRICTION
OF
VARIABLES
ADAPTED
TO
AVAILABLE
COMPUTE
RESOURCES
.
115
5.4.6
SUMMARY
.
119
5.5
INFERENCE
FROM
SOLUTIONS
OF
THE
OPTIMIZATION
PROBLEM
.
119
5.5.1
EVALUATION
METHODOLOGY
.
120
5.5.2
SYSTEM
BEHAVIOR
WITH
UNRESTRICTED
PROCESSING
EFFORT
.
121
5.5.3
UTILITY
UNDER
RESTRICTED
COMPUTE
RESOURCES
.
124
5.5.4
SEPARATION
OF
CONTROL
VARIABLES
.
128
5.5.5
BENEFIT
OF
INDIVIDUAL
ADAPTATION
.
130
5.5.6
SUMMARY
AND
DERIVATION
OF
DESIGN
GUIDELINES
.
131
5.6
PROPOSED
SYSTEM
.
132
5.6.1
REQUIREMENTS
AND
CONSTRAINTS
.
132
5.6.2
INSPIRING
OPTIMIZATION
PROBLEM
.
133
5.6.3
MECHANISM
TO
ACHIEVE
ELASTIC
UTILIZATION
OF
COMPUTE
RESOURCES
.
.
136
5.6.4
INTEGRATION
INTO
THE
RAN
.
142
5.6.5
DISCUSSION
AND
EVALUATION
.
144
6
PERFORMANCE
EVALUATION
149
6.1
EVALUATION
COMPARED
TO
OPTIMAL
ALLOCATION
.
149
6.1.1
EVALUATION
METHODOLOGY
.
150
6.1.2
REFERENCE
CONFIGURATIONS
.
151
6.1.3
STUDIES
.
157
6.1.4
SUMMARY
AND
CONCLUSION
.
161
6.2
EVALUATION
WITH
DYNAMIC
LOAD
.
161
6.2.1
EFFECTS
CAUSING
VARIATIONS
OF
THE
COMPUTE
LOAD
.
162
6.2.2
EVALUATION
METHODOLOGY
.
163
6.2.3
CONFIGURATION
AND
CALIBRATION
OF
THE
SYSTEM
.
169
6.2.4
STUDIES
.
171
6.2.5
SUMMARY
AND
CONCLUSION
.
175
7
SUMMARY
AND
CONCLUSION
177
7.1
SUMMARY
.
177
7.2
CONCLUSIONS
.
180
7.3
OUTLOOK
.
181
A
DEFINITION
OF
THE
WRAP-AROUND
GEOMETRY
183
B
MEASUREMENT
OF
PROCESSING
EFFORT
185
C
TIMING
OF
THE
PROPOSED
SYSTEM
187
BIBLIOGRAPHY
191 |
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| any_adam_object_boolean | 1 |
| author | Werthmann, Thomas |
| author_GND | (DE-588)1239338007 |
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| bvnumber | BV047583886 |
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| ctrlnum | (OCoLC)1264288322 (DE-599)KXP1764350456 |
| discipline | Elektrotechnik / Elektronik / Nachrichtentechnik |
| discipline_str_mv | Elektrotechnik / Elektronik / Nachrichtentechnik |
| format | Thesis Book |
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| genre_facet | Hochschulschrift |
| id | DE-604.BV047583886 |
| illustrated | Not Illustrated |
| index_date | 2024-07-03T18:34:06Z |
| indexdate | 2024-07-10T09:15:31Z |
| institution | BVB |
| isbn | 9783938965320 3938965320 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-032969221 |
| oclc_num | 1264288322 |
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| owner | DE-83 DE-706 |
| owner_facet | DE-83 DE-706 |
| physical | xxviii, 207 Seiten Diagramme 21 cm |
| publishDate | 2020 |
| publishDateSearch | 2020 |
| publishDateSort | 2020 |
| publisher | Universität Stuttgart, Institut für Kommunikationsnetze und Rechnersysteme |
| record_format | marc |
| series | Communication networks and computer engineering |
| series2 | Communication networks and computer engineering |
| spelling | Werthmann, Thomas Verfasser (DE-588)1239338007 aut A mechanism to elastically utilize compute resources in mobile communication basestations Thomas Werthmann Stuttgart Universität Stuttgart, Institut für Kommunikationsnetze und Rechnersysteme [2020] © 2020 xxviii, 207 Seiten Diagramme 21 cm txt rdacontent n rdamedia nc rdacarrier Communication networks and computer engineering no. 121 Dissertation Universität Stuttgart 2020 Zusammenfassung englisch und deutsch MIMO (DE-588)7540075-3 gnd rswk-swf Basisstation Mobilfunk (DE-588)4538215-3 gnd rswk-swf Rechenkapazität (DE-588)4177165-5 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Basisstation Mobilfunk (DE-588)4538215-3 s MIMO (DE-588)7540075-3 s Rechenkapazität (DE-588)4177165-5 s DE-604 Communication networks and computer engineering no. 121 (DE-604)BV021539246 no. 121 B:DE-101 application/pdf https://d-nb.info/1240726422/04 Inhaltsverzeichnis DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032969221&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p dnb 20210923 DE-101 https://d-nb.info/provenance/plan#dnb |
| spellingShingle | Werthmann, Thomas A mechanism to elastically utilize compute resources in mobile communication basestations Communication networks and computer engineering MIMO (DE-588)7540075-3 gnd Basisstation Mobilfunk (DE-588)4538215-3 gnd Rechenkapazität (DE-588)4177165-5 gnd |
| subject_GND | (DE-588)7540075-3 (DE-588)4538215-3 (DE-588)4177165-5 (DE-588)4113937-9 |
| title | A mechanism to elastically utilize compute resources in mobile communication basestations |
| title_auth | A mechanism to elastically utilize compute resources in mobile communication basestations |
| title_exact_search | A mechanism to elastically utilize compute resources in mobile communication basestations |
| title_exact_search_txtP | A mechanism to elastically utilize compute resources in mobile communication basestations |
| title_full | A mechanism to elastically utilize compute resources in mobile communication basestations Thomas Werthmann |
| title_fullStr | A mechanism to elastically utilize compute resources in mobile communication basestations Thomas Werthmann |
| title_full_unstemmed | A mechanism to elastically utilize compute resources in mobile communication basestations Thomas Werthmann |
| title_short | A mechanism to elastically utilize compute resources in mobile communication basestations |
| title_sort | a mechanism to elastically utilize compute resources in mobile communication basestations |
| topic | MIMO (DE-588)7540075-3 gnd Basisstation Mobilfunk (DE-588)4538215-3 gnd Rechenkapazität (DE-588)4177165-5 gnd |
| topic_facet | MIMO Basisstation Mobilfunk Rechenkapazität Hochschulschrift |
| url | https://d-nb.info/1240726422/04 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032969221&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV021539246 |
| work_keys_str_mv | AT werthmannthomas amechanismtoelasticallyutilizecomputeresourcesinmobilecommunicationbasestations |
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