Holdings: Dataflow-based parallel signal processing and classification on reconfigurable hardware

Dataflow-based parallel signal processing and classification on reconfigurable hardware:

Saved in:

Bibliographic Details
Main Author:	Wöhrle, Hendrik (Author)
Format:	Thesis Book
Language:	English
Published:	Bremen 2017
Subjects:	Hochschulschrift
Online Access:	Inhaltsverzeichnis
Physical Description:	vi, 287 Seiten Illustrationen, Diagramme

Staff View

MARC


LEADER	00000nam a2200000 c 4500
001	BV044491428
003	DE-604
005	20180216
007	t
008	170918s2017 a\|\|\| m\|\|\| 00\|\|\| eng d
035			\|a (OCoLC)1003489909
035			\|a (DE-599)GBV897684540
040			\|a DE-604 \|b ger \|e rda
041	0		\|a eng
049			\|a DE-83
100	1		\|a Wöhrle, Hendrik \|e Verfasser \|0 (DE-588)1143543580 \|4 aut
245	1	0	\|a Dataflow-based parallel signal processing and classification on reconfigurable hardware \|c von Hendrik Wöhrle
264		1	\|a Bremen \|c 2017
300			\|a vi, 287 Seiten \|b Illustrationen, Diagramme
336			\|b txt \|2 rdacontent
337			\|b n \|2 rdamedia
338			\|b nc \|2 rdacarrier
502			\|b Dissertation \|c Universität Bremen \|d 2017
655		7	\|0 (DE-588)4113937-9 \|a Hochschulschrift \|2 gnd-content
710	2		\|a Universität Bremen \|0 (DE-588)2001386-3 \|4 dgg
856	4	2	\|m DNB Datenaustausch \|q application/pdf \|u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029891366&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA \|3 Inhaltsverzeichnis
999			\|a oai:aleph.bib-bvb.de:BVB01-029891366

Record in the Search Index

_version_	1804177836283527168
adam_text	CONTENTS PREFACE I ABSTRACT I DEUTSCHE ZUSAMMENFASSUNG II ACKNOWLEDGEMENTS III 1 THESIS MOTIVATION AND OVERVIEW 1 1.1 M OTIVATION..................................................................................................... 1 1.2 OBJECTIVES OF THE THESIS.................................................................................. 4 1.3 STRUCTURE OF THE T H E S IS .................................................................................. 4 1.4 CONTRIBUTIONS................................................................................................ 9 1 FOUNDATIONS AND BACKGROUND 11 2 CURRENT PROBLEMS IN DATA SCIENCE 13 2.1 CHALLENGES IN BIG DATA ANALYTICS ................................................................. 13 2.2 EXAMPLE APPLICATION: REAL-TIME ANALYTICS OF PHYSIOLOGICAL D A T A .............. 21 2.3 CHAPTER SUMMARY AND D ISCUSSION............................................................... 29 3 THEORETICAL AND TECHNICAL BACKGROUND 31 3.1 PARALLEL COM PUTING....................................................................................... 33 3.2 DATAFLOW MODELS AND ARCHITECTURES ............................................................ 43 3.3 RECONFIGURABLE COMPUTING AND FIELD PROGRAMMABLE GATE A RRAY S .............. 57 3.4 CHAPTER SUMMARY AND D ISCUSSION............................................................... 69 II SYSTEM ARCHITECTURE 71 4 DATAFLOW HARDWARE ACCELERATOR ARCHITECTURE 73 4.1 MAPPING DATAFLOW MODELS TO HARDWARE....................................................... 74 4.2 THE HETEROGENEOUS DATAFLOW ARCHITECTURE ................................................. 95 4.3 CAEMO: A SYSTOLIC ACCELERATOR FOR MATRIX OPERATIONS .............................. 105 4.4 CHAPTER SUMMARY AND D ISCUSSION..................................................................116 5 MACHINE LEARNING ALGORITHM DESIGN FOR DATAFLOW ARCHITECTURES 119 5.1 BASIC DEFINITIONS AND TERMINOLOGY..................................................................120 5.2 MACHINE LEARNING FOR DATA STREAMS ............................................................... 122 5.3 ONLINE DIMENSIONALITY REDUCTION .................................................................... 127 5.4 CHAPTER SUMMARY AND D ISCUSSION..................................................................132 CHAPTER CONTENTS 6 SOFTWARE ARCHITECTURE AND DEVELOPMENT TOOLS 133 6.1 DESIGN ENVIRONM ENT........................................................................................ 134 6.2 ACTOR DEFINITION BY THE RESPACE ACTOR L AN G U A G E ..........................................139 6.3 DESIGN SYNTHESIS AND IMPLEMENTATION.............................................................145 6.4 RUNTIME E NVIRONM ENT..................................................................................... 146 6.5 VERIFICATION OF DATAFLOW HARDWARE ACCELERATORS ............................................ 150 6.6 CHAPTER SUMMARY AND D ISCUSSION.................................................................. 152 III EVALUATION AND APPLICATIONS 153 7 ANALYSIS OF BASIC BUILDING BLOCKS AND ALGORITHMS 155 7.1 EVALUATION PLATFORM S........................................................................................ 155 7.2 EVALUATION CRITERIA AND M ETHODOLOGY.............................................................159 7.3 BASELINE POWER CONSUMPTION OF THE ZYNQBRAIN...............................................161 7.4 DATA TRANSFER PERFORMANCE................................................................................162 7.5 COMPUTING PERFORMANCE: DATA STREAM OPERATIONS ......................................... 166 7.6 COMPUTING PERFORMANCE: FINITE IMPULSE RESPONSE F ILTE R...............................168 7.7 COMPUTING PERFORMANCE: LARGE-SCALE MATRIX MULTIPLICATION ......................... 170 7.8 MACHINE LEARNING FOR DATA WITH CONCEPT DRIFT AND CHANGE.............................184 7.9 CHAPTER SUMMARY AND D ISCUSSION.................................................................. 191 8 CASE STUDIES - REAL-TIME PROCESSING OF PHYSIOLOGICAL DATA 193 8.1 HYBRID AND MULTIMODAL ONLINE MOVEMENT PREDICTION .................................... 194 8.2 ONLINE ADAPTATION FOR THE DETECTION OF EVENT RELATED POTENTIALS ................... 216 8.3 CHAPTER SUMMARY AND D ISCUSSION.................................................................. 230 IV CONCLUSIONS 231 9 THESIS SUMMARY AND FUTURE ASPECTS 233 9.1 SUMMARY........................................................................................................... 233 9.2 LIMITATIONS OF THE A PPROACH.............................................................................235 9.3 FUTURE W O RK ..................................................................................................... 236 APPENDIX 243 AUTHOR*S PUBLICATIONS 243 GLOSSARY 247 LIST OF SYMBOLS 251 LIST OF FIGURES 253 LIST OF TABLES 257 BIBLIOGRAPHY 259
any_adam_object	1
author	Wöhrle, Hendrik
author_GND	(DE-588)1143543580
author_facet	Wöhrle, Hendrik
author_role	aut
author_sort	Wöhrle, Hendrik
author_variant	h w hw
building	Verbundindex
bvnumber	BV044491428
ctrlnum	(OCoLC)1003489909 (DE-599)GBV897684540
format	Thesis Book
fullrecord	<?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>01162nam a2200289 c 4500</leader><controlfield tag="001">BV044491428</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20180216 </controlfield><controlfield tag="007">t</controlfield><controlfield tag="008">170918s2017 a\|\|\| m\|\|\| 00\|\|\| eng d</controlfield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)1003489909</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)GBV897684540</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">rda</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-83</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Wöhrle, Hendrik</subfield><subfield code="e">Verfasser</subfield><subfield code="0">(DE-588)1143543580</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Dataflow-based parallel signal processing and classification on reconfigurable hardware</subfield><subfield code="c">von Hendrik Wöhrle</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Bremen</subfield><subfield code="c">2017</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">vi, 287 Seiten</subfield><subfield code="b">Illustrationen, Diagramme</subfield></datafield><datafield tag="336" ind1=" " ind2=" "><subfield code="b">txt</subfield><subfield code="2">rdacontent</subfield></datafield><datafield tag="337" ind1=" " ind2=" "><subfield code="b">n</subfield><subfield code="2">rdamedia</subfield></datafield><datafield tag="338" ind1=" " ind2=" "><subfield code="b">nc</subfield><subfield code="2">rdacarrier</subfield></datafield><datafield tag="502" ind1=" " ind2=" "><subfield code="b">Dissertation</subfield><subfield code="c">Universität Bremen</subfield><subfield code="d">2017</subfield></datafield><datafield tag="655" ind1=" " ind2="7"><subfield code="0">(DE-588)4113937-9</subfield><subfield code="a">Hochschulschrift</subfield><subfield code="2">gnd-content</subfield></datafield><datafield tag="710" ind1="2" ind2=" "><subfield code="a">Universität Bremen</subfield><subfield code="0">(DE-588)2001386-3</subfield><subfield code="4">dgg</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">DNB Datenaustausch</subfield><subfield code="q">application/pdf</subfield><subfield code="u">http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029891366&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Inhaltsverzeichnis</subfield></datafield><datafield tag="999" ind1=" " ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-029891366</subfield></datafield></record></collection>
genre	(DE-588)4113937-9 Hochschulschrift gnd-content
genre_facet	Hochschulschrift
id	DE-604.BV044491428
illustrated	Illustrated
indexdate	2024-07-10T07:54:24Z
institution	BVB
institution_GND	(DE-588)2001386-3
language	English
oai_aleph_id	oai:aleph.bib-bvb.de:BVB01-029891366
oclc_num	1003489909
open_access_boolean
owner	DE-83
owner_facet	DE-83
physical	vi, 287 Seiten Illustrationen, Diagramme
publishDate	2017
publishDateSearch	2017
publishDateSort	2017
record_format	marc
spelling	Wöhrle, Hendrik Verfasser (DE-588)1143543580 aut Dataflow-based parallel signal processing and classification on reconfigurable hardware von Hendrik Wöhrle Bremen 2017 vi, 287 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Dissertation Universität Bremen 2017 (DE-588)4113937-9 Hochschulschrift gnd-content Universität Bremen (DE-588)2001386-3 dgg DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029891366&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis
spellingShingle	Wöhrle, Hendrik Dataflow-based parallel signal processing and classification on reconfigurable hardware
subject_GND	(DE-588)4113937-9
title	Dataflow-based parallel signal processing and classification on reconfigurable hardware
title_auth	Dataflow-based parallel signal processing and classification on reconfigurable hardware
title_exact_search	Dataflow-based parallel signal processing and classification on reconfigurable hardware
title_full	Dataflow-based parallel signal processing and classification on reconfigurable hardware von Hendrik Wöhrle
title_fullStr	Dataflow-based parallel signal processing and classification on reconfigurable hardware von Hendrik Wöhrle
title_full_unstemmed	Dataflow-based parallel signal processing and classification on reconfigurable hardware von Hendrik Wöhrle
title_short	Dataflow-based parallel signal processing and classification on reconfigurable hardware
title_sort	dataflow based parallel signal processing and classification on reconfigurable hardware
topic_facet	Hochschulschrift
url	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029891366&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
work_keys_str_mv	AT wohrlehendrik dataflowbasedparallelsignalprocessingandclassificationonreconfigurablehardware AT universitatbremen dataflowbasedparallelsignalprocessingandclassificationonreconfigurablehardware

Holdings

There is no print copy available.

Interlibrary loan Place Request Caution: Not in THWS collection! Indexes

MARC

Record in the Search Index

There is no print copy available.

Similar Items