Instrumented gait analysis in osteoarthritis: From lab towards ambulatory systems:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
Erlangen
FAU University Press
2019
|
| Schriftenreihe: | FAU Studien aus der Informatik
Band 7 |
| Schlagworte: | |
| Online-Zugang: | kostenfrei kostenfrei kostenfrei kostenfrei Inhaltsverzeichnis |
| Beschreibung: | xii, 241 Seiten Illustrationen, Diagramme 21 cm x 14.8 cm, 474 g |
| ISBN: | 9783961471782 3961471789 |
| DOI: | 10.25593/978-3-96147-179-9 |
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| 245 | 1 | 0 | |a Instrumented gait analysis in osteoarthritis: From lab towards ambulatory systems |c Felix Kluge |
| 246 | 1 | 3 | |a Instrumentierte Ganganalyse bei Osteoarthrose: Von laborbasierten zu mobilen Messsystemen |
| 264 | 1 | |a Erlangen |b FAU University Press |c 2019 | |
| 300 | |a xii, 241 Seiten |b Illustrationen, Diagramme |c 21 cm x 14.8 cm, 474 g | ||
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Datensatz im Suchindex
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|---|---|
| adam_text | CONTENTS
1
INTRODUCTION
1
1.1
OVERVIEW
AND
MOTIVATION
...................................................
1
1.1.1
DEFINITION
OF
THE
FIELD
...............................................
2
1.1.2
CLINICAL
RELEVANCE
......................................................
4
1.1.3
SCOPE
OF
THIS
THESIS
...................................................
5
1.2
OPEN
RESEARCH
QUESTIONS
AND
AIMS
....................................
7
1.2.1
BIOMECHANICAL
GAIT
PHASE
ANALYSIS
.........................
7
1.2.2
BIOMECHANICAL
INTERVENTION
ANALYSIS
......................
8
1.2.3
GAIT
ANALYSIS
SYSTEM
ACCURACY
EVALUATION
................
9
1.2.4
CLINICAL
APPLICATION
OF
INSTRUMENTED
GAIT
ANALYSIS
.
10
1.3
SCIENTIFIC
CONTRIBUTIONS
........................................................
11
1.4
THESIS
OUTLINE
.......................................................................
13
2
FUNDAMENTALS
15
2.1
SYSTEMS
FOR
MEASURING
HUMAN
MOTION
...............................
15
2.1.1
MARKER-BASED
MOTION
CAPTURE
...............................
16
2.1.2
GROUND
REACTION
FORCES
.............................................
20
2.1.3
INVERSE
KINEMATICS
AND
KINETICS
.............................
23
2.1.4
ANATOMICAL
DIRECTIONS
.............................................
27
2.1.5
MARKERLESS
SILHOUETTE-BASED
MOTION
CAPTURE
.........
27
2.1.6
INERTIAL
SENSOR
SYSTEMS
.............................................
29
2.2
GAIT
FUNDAMENTALS
..............................................................
32
2.2.1
THE
GAIT
CYCLE
............................................................
32
2.2.2
SPATIO-TEMPORAL
GAIT
PARAMETERS
.............................
35
2.3
STATISTICAL
HYPOTHESIS
TESTING
IN
BIOMECHANICS
..................
37
2.4
SYSTEM
AGREEMENT
MEASURES
...............................................
41
2.4.1
CONCURRENT
VALIDITY
.................................................
41
2.4.2
TEST-RETEST
RELIABILITY
.................................................
43
2.5
MACHINE
LEARNING
FUNDAMENTALS
........................................
45
2.5.1
BAYES
*
THEOREM
.......................................................
45
IX
2.5.2
MACHINE
LEARNING
ALGORITHMS
..................................
47
2.5.3
FEATURE
SELECTION
......................................................
54
2.5.4
MODEL
ASSESSMENT
...................................................
54
3
LITERATURE
OVERVIEW
59
3.1
INSTRUMENTED
GAIT
PHASE
EVALUATION
....................................
59
3.1.1
GAIT
SUB
PHASES
AND
SPEED
DEPENDENCY
................
59
3.1.2
GAIT
EVENT
DETECTION
.................................................
61
3.2
SYSTEM
ACCURACY
OF
SENSOR-BASED
SYSTEMS
.........................
64
3.2.1
CONCURRENT
VALIDITY
.................................................
64
3.2.2
TEST-RETEST
RELIABILITY
.................................................
65
3.3
INSTRUMENTED
GAIT
ANALYSIS
IN
OSTEOARTHRITIS
(OA)
.............
66
3.3.1
KNEE
OSTEOARTHRITIS
...................................................
66
3.3.2
BIOMECHANICS
OF
LATERALLY
WEDGED
INSOLES
.............
68
3.3.3
BIOMECHANICS
OF
TOTAL
KNEE
ARTHROPLASTY
(TKA)
...
70
3.3.4
SENSOR
SYSTEMS
FOR
OA
AND
TKA
ASSESSMENT
...........
72
3.3.5
OA
GAIT
CLASSIFICATION
AND
TREATMENT
RECOVERY
DETECTION
...................................................................
74
4
MOTION
CAPTURE
METHODS
79
4.1
LABORATORY
SETUP
.................................................................
79
4.2
MARKER
SETUP
........................................................................
80
4.3
BIOMECHANICAL
PIPELINE
......................................................
82
5
GAIT
SUB
PHASE
EVALUATION
USING
MOTION
CAPTURE
89
5.1
INTRODUCTION
..........................................................................
89
5.2
METHODS
................................................................................
90
5.2.1
STUDY
POPULATION
......................................................
91
5.2.2
INSTRUMENTATION
........................................................
91
5.2.3
STUDY
PROTOCOL
..........................................................
92
5.2.4
DATA
ANALYSIS
............................................................
93
5.3
RESULTS
...................................................................................
94
5.4
DISCUSSION
............................................................................
97
6
EVALUATION
OF
NON-INVASIVE
INTERVENTIONS
USING
MOTION
CAPTURE
103
6.1
INTRODUCTION
..........................................................................
103
6.2
METHODS
................................................................................
105
6.2.1
STUDY
POPULATION
......................................................
105
6.2.2
STUDY
PROTOCOL
..........................................................
105
6.2.3
DATA
ANALYSIS
............................................................
106
X
6.3
RESULTS
...................................................................................
108
6.3.1
SPEED
DEPENDENT
BIOMECHANICAL
EFFECTS
.................
108
6.3.2
ONE-DIMENSIONAL
TEMPORAL
ANALYSIS
......................
110
6.3.3
EFFECT
OF
KNEE
ALIGNMENT
..........................................
ILL
6.4
DISCUSSION
............................................................................
113
7
SYSTEM
ACCURACY
EVALUATION
OF
A
SENSOR-BASED
GAIT
ANALYSIS
SYSTEM
119
7.1
INTRODUCTION
.........................................................................
119
7.2
METHODS
................................................................................
121
7.2.1
STUDY
POPULATION
......................................................
121
7.2.2
INSTRUMENTATION
........................................................
121
7.2.3
STUDY
PROTOCOL
..........................................................
127
7.2.4
DATA
ANALYSIS
............................................................
128
7.3
RESULTS
...................................................................................
129
7.3.1
CONCURRENT
VALIDITY
.................................................
130
7.3.2
TEST-RETEST
RELIABILITY
...............................................
134
7.4
DISCUSSION
............................................................................
136
8
INSTRUMENTED
GAIT
ANALYSIS
OF
OA
AND
TKA
143
8.1
INTRODUCTION
..........................................................................
144
8.2
METHODS
................................................................................
146
8.2.1
STUDY
POPULATION
......................................................
146
8.2.2
INSTRUMENTATION
........................................................
147
8.2.3
STUDY
PROTOCOL
..........................................................
148
8.2.4
DATA
ANALYSIS
............................................................
151
8.3
RESULTS
...................................................................................
156
8.3.1
DISCRIMINATION
OF
OA
PATIENTS
AND
HEALTHY
SUBJECTS
........................................................
156
8.3.2
DISCRIMINATION
OF
PRE-
AND
POST-OPERATIVE
PATIENTS
.............................................
159
8.3.3
OUTCOME
PREDICTION
.................................................
163
8.3.4
GAIT
SUB
PHASE
ANALYSIS
.............................................
170
8.4
DISCUSSION
............................................................................
173
9
SUMMARY,
DISCUSSION
AND
CONCLUSION
181
9.1
SUMMARY
AND
DISCUSSION
OF
RESULTS
...................................
181
9.1.1
GAIT
SUB
PHASE
EVALUATION
........................................
181
9.1.2
EVALUATION
OF
LATERALLY
WEDGED
INSOLES
....................
182
9.1.3
SYSTEM
ACCURACY
EVALUATION
....................................
183
9.1.4
INSTRUMENTED
GAIT
ANALYSIS
OF
OA
AND
TKA
.............
184
XI
9.2
DISCUSSION
OF
CONTRIBUTIONS
.................................................
185
9.2.1
FROM
LABORATORY
SYSTEMS
..........................................
185
9.2.2
...
TOWARDS
AMBULATORY
SYSTEMS
...............................
187
9.3
OUTLOOK
................................................................................
188
9.3.1
SENSORS
FOR
BIOMECHANICAL
ANALYSIS
.........................
189
9.3.2
GAIT
PHASE
EVALUATION
...............................................
189
9.3.3
HOME
ENVIRONMENT
APPLICATIONS
.............................
190
9.3.4
CLINICAL
EVALUATION
...................................................
191
9.3.5
USABILITY
AND
ACCEPTABILITY
EVALUATION
....................
191
9.3.6
ETHICAL
CONSIDERATIONS
.............................................
192
9.4
CONCLUSION
............................................................................
192
APPENDIX
194
ACRONYMS 203
LIST
OF
FIGURES
206
LIST
OF
TABLES
209
BIBLIOGRAPHY
211
XII
|
| any_adam_object | 1 |
| author | Kluge, Felix |
| author_GND | (DE-588)1184820295 |
| author_facet | Kluge, Felix |
| author_role | aut |
| author_sort | Kluge, Felix |
| author_variant | f k fk |
| building | Verbundindex |
| bvnumber | BV045677816 |
| classification_tum | DAT 766d DAT 708d MED 556d |
| collection | ebook |
| ctrlnum | (OCoLC)1097675503 (DE-599)DNB1183020953 |
| discipline | Informatik Medizin |
| doi_str_mv | 10.25593/978-3-96147-179-9 |
| format | Thesis Book |
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| genre | (DE-588)4113937-9 Hochschulschrift gnd-content |
| genre_facet | Hochschulschrift |
| id | DE-604.BV045677816 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T08:24:43Z |
| institution | BVB |
| institution_GND | (DE-588)1068111240 |
| isbn | 9783961471782 3961471789 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-031061349 |
| oclc_num | 1097675503 |
| open_access_boolean | 1 |
| owner | DE-29 DE-384 DE-473 DE-BY-UBG DE-703 DE-1051 DE-824 DE-12 DE-91 DE-BY-TUM DE-19 DE-BY-UBM DE-1049 DE-92 DE-739 DE-898 DE-BY-UBR DE-355 DE-BY-UBR DE-706 DE-20 DE-1102 DE-860 DE-2174 DE-29T |
| owner_facet | DE-29 DE-384 DE-473 DE-BY-UBG DE-703 DE-1051 DE-824 DE-12 DE-91 DE-BY-TUM DE-19 DE-BY-UBM DE-1049 DE-92 DE-739 DE-898 DE-BY-UBR DE-355 DE-BY-UBR DE-706 DE-20 DE-1102 DE-860 DE-2174 DE-29T |
| physical | xii, 241 Seiten Illustrationen, Diagramme 21 cm x 14.8 cm, 474 g |
| psigel | ebook |
| publishDate | 2019 |
| publishDateSearch | 2019 |
| publishDateSort | 2019 |
| publisher | FAU University Press |
| record_format | marc |
| series | FAU Studien aus der Informatik |
| series2 | FAU Studien aus der Informatik |
| spelling | Kluge, Felix Verfasser (DE-588)1184820295 aut Instrumented gait analysis in osteoarthritis: From lab towards ambulatory systems Felix Kluge Instrumentierte Ganganalyse bei Osteoarthrose: Von laborbasierten zu mobilen Messsystemen Erlangen FAU University Press 2019 xii, 241 Seiten Illustrationen, Diagramme 21 cm x 14.8 cm, 474 g txt rdacontent n rdamedia nc rdacarrier FAU Studien aus der Informatik Band 7 Dissertation Friedrich-Alexander-Universität Erlangen-Nürnberg 2018 Motion Capturing (DE-588)4546181-8 gnd rswk-swf Gangstörung (DE-588)4195898-6 gnd rswk-swf Kniegelenkarthrose (DE-588)4208464-7 gnd rswk-swf Totalendoprothese (DE-588)4484712-9 gnd rswk-swf Ganganalyse (DE-588)1107448530 gnd rswk-swf Biomechanik (DE-588)4006880-8 gnd rswk-swf Beschleunigungssensor Bewegungsstörung Ganganalyse Gelenkkrankheit Maschinelles Lernen Motion Capturing (DE-588)4113937-9 Hochschulschrift gnd-content Kniegelenkarthrose (DE-588)4208464-7 s Totalendoprothese (DE-588)4484712-9 s Gangstörung (DE-588)4195898-6 s Ganganalyse (DE-588)1107448530 s Biomechanik (DE-588)4006880-8 s Motion Capturing (DE-588)4546181-8 s DE-604 FAU University Press ein Imprint der Universität Erlangen-Nürnberg Universitätsbibliothek (DE-588)1068111240 pbl Erscheint auch als Online-Ausgabe 978-3-96147-179-9 urn:nbn:de:bvb:29-opus4-107863 FAU Studien aus der Informatik Band 7 (DE-604)BV043902000 7 https://open.fau.de/handle/openfau/10786 Verlag kostenfrei Volltext https://nbn-resolving.org/urn:nbn:de:bvb:29-opus4-107863 Resolving-System kostenfrei Volltext http://d-nb.info/1183379870/34 Langzeitarchivierung Nationalbibliothek kostenfrei Volltext https://doi.org/10.25593/978-3-96147-179-9 Resolving-System kostenfrei Volltext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031061349&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Kluge, Felix Instrumented gait analysis in osteoarthritis: From lab towards ambulatory systems FAU Studien aus der Informatik Motion Capturing (DE-588)4546181-8 gnd Gangstörung (DE-588)4195898-6 gnd Kniegelenkarthrose (DE-588)4208464-7 gnd Totalendoprothese (DE-588)4484712-9 gnd Ganganalyse (DE-588)1107448530 gnd Biomechanik (DE-588)4006880-8 gnd |
| subject_GND | (DE-588)4546181-8 (DE-588)4195898-6 (DE-588)4208464-7 (DE-588)4484712-9 (DE-588)1107448530 (DE-588)4006880-8 (DE-588)4113937-9 |
| title | Instrumented gait analysis in osteoarthritis: From lab towards ambulatory systems |
| title_alt | Instrumentierte Ganganalyse bei Osteoarthrose: Von laborbasierten zu mobilen Messsystemen |
| title_auth | Instrumented gait analysis in osteoarthritis: From lab towards ambulatory systems |
| title_exact_search | Instrumented gait analysis in osteoarthritis: From lab towards ambulatory systems |
| title_full | Instrumented gait analysis in osteoarthritis: From lab towards ambulatory systems Felix Kluge |
| title_fullStr | Instrumented gait analysis in osteoarthritis: From lab towards ambulatory systems Felix Kluge |
| title_full_unstemmed | Instrumented gait analysis in osteoarthritis: From lab towards ambulatory systems Felix Kluge |
| title_short | Instrumented gait analysis in osteoarthritis: From lab towards ambulatory systems |
| title_sort | instrumented gait analysis in osteoarthritis from lab towards ambulatory systems |
| topic | Motion Capturing (DE-588)4546181-8 gnd Gangstörung (DE-588)4195898-6 gnd Kniegelenkarthrose (DE-588)4208464-7 gnd Totalendoprothese (DE-588)4484712-9 gnd Ganganalyse (DE-588)1107448530 gnd Biomechanik (DE-588)4006880-8 gnd |
| topic_facet | Motion Capturing Gangstörung Kniegelenkarthrose Totalendoprothese Ganganalyse Biomechanik Hochschulschrift |
| url | https://open.fau.de/handle/openfau/10786 https://nbn-resolving.org/urn:nbn:de:bvb:29-opus4-107863 http://d-nb.info/1183379870/34 https://doi.org/10.25593/978-3-96147-179-9 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031061349&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV043902000 |
| work_keys_str_mv | AT klugefelix instrumentedgaitanalysisinosteoarthritisfromlabtowardsambulatorysystems AT fauuniversitypresseinimprintderuniversitaterlangennurnberguniversitatsbibliothek instrumentedgaitanalysisinosteoarthritisfromlabtowardsambulatorysystems AT klugefelix instrumentierteganganalysebeiosteoarthrosevonlaborbasiertenzumobilenmesssystemen AT fauuniversitypresseinimprintderuniversitaterlangennurnberguniversitatsbibliothek instrumentierteganganalysebeiosteoarthrosevonlaborbasiertenzumobilenmesssystemen |