Efficient implementation of financial risk management applications on heterogeneous energy-efficient high-performance computing systems: Effiziente Implementierung von Finanzrisikomanagement-Anwendungen auf heterogenen energieeffizienten Hochleistungsrechensysteme
Saved in:
| Main Author: | |
|---|---|
| Format: | Thesis Book |
| Language: | English |
| Published: |
Kaiserslautern
Universität Kaiserslautern
2018
|
| Series: | Forschungsberichte Mikroelektronik
30 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | viii, 149 Seiten Illustrationen, Diagramme |
| ISBN: | 9783959741002 3959741006 |
Staff View
MARC
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| 100 | 1 | |a Varela, Javier Alejandro |d 1981- |e Verfasser |0 (DE-588)1170711073 |4 aut | |
| 245 | 1 | 0 | |a Efficient implementation of financial risk management applications on heterogeneous energy-efficient high-performance computing systems |b Effiziente Implementierung von Finanzrisikomanagement-Anwendungen auf heterogenen energieeffizienten Hochleistungsrechensysteme |c Javier Alejandro Varela |
| 264 | 1 | |a Kaiserslautern |b Universität Kaiserslautern |c 2018 | |
| 300 | |a viii, 149 Seiten |b Illustrationen, Diagramme | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 1 | |a Forschungsberichte Mikroelektronik |v 30 | |
| 502 | |b Dissertation |c Technische Universität Kaiserslauter |d 2018 | ||
| 650 | 0 | 7 | |a OpenGL |0 (DE-588)4391716-1 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Field programmable gate array |0 (DE-588)4347749-5 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Risikomanagement |0 (DE-588)4121590-4 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Energieeffizienz |0 (DE-588)7660153-5 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Hochleistungsrechnen |0 (DE-588)4532701-4 |2 gnd |9 rswk-swf |
| 653 | |a Energy efficiency | ||
| 653 | |a Financial risk management | ||
| 653 | |a Heterogeneous high-performance computing systems | ||
| 653 | |a Interdisciplinary research | ||
| 655 | 7 | |0 (DE-588)4113937-9 |a Hochschulschrift |2 gnd-content | |
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| 999 | |a oai:aleph.bib-bvb.de:BVB01-030740676 | ||
Record in the Search Index
| _version_ | 1804179181759627264 |
|---|---|
| adam_text | CONTENTS
1 INTRODUCTION 1
1.1 OVERVIEW AND M
OTIVATION................................................................................
1
1.2 NOVEL CONTRIBUTIONS AND THEIR RESPECTIVE B
ACKGROUND.................................. 5
1.2.1 PORTFOLIO RISK MEASUREMENT UNDER COMPUTE-INTENSIVE NESTED
MC-BASED SIM ULATIONS
.......................................................................
6
1.2.2 MC-BASED MULTIDIMENSIONAL AMERICAN OPTION PRICING
(LONGSTAFF-SCHWARTZ ALGORITHM) ON FPGA-BASED S Y S TE M S .............
13
1.2.3 PARALLEL IMPLEMENTATION OF ALGORITHMS THAT CONTAIN
DATA-DEPENDENT BRANCHES
................................................................. 15
1.2.4 COMBINING PROGRAMMING PRODUCTIVITY WITH IMPLEMENTATION
EFFICIENCY.............................................................................................
16
1.3
ORGANIZATION......................................................................................................
17
2 BACKGROUND 19
2.1 FINANCIAL PRODUCTS: OVERVIEW
.......................................................................
19
2.2 MONTE CARLO SIMULATION M E TH O D
....................................................................
20
2.2.1 BLACK-SCHOLES (BS) M O D E
L................................................................. 20
2.2.2 HESTON M
ODEL.......................................................................................
21
2.2.3 NORMALLY DISTRIBUTED RANDOM N UM
BERS............................................ 22
2.2.4 LONGSTAFF-SCHWARTZ A LGORITHM
........................................................... 22
2.3 BINOMIAL TREE M E TH O D
....................................................................................
23
2.4 MARKET RISK QUANTIFICATION: O VERVIEW
........................................................... 24
2.4.1 PORTFOLIO RISK MEASURES: O V E RV IE W
.................................................. 24
2.4.2 STANDARD QUANTIFICATION METHODS O VERVIEW
.....................................
25
2.5 APPLICATION: NESTED MC-BASED RISK MEASURES -
VAR, ES, COMP VAR, COM PE S
...........................................................................
25
2.6 ADVANCED RISK AND PORTFOLIO MANAGEMENT TEST C A S E
..................................
28
2.7 O PENC L
.............................................................................................................
29
2.7.1 OPENCL ON F P G A
S..............................................................................
30
2.8 O PENM
P.............................................................................................................
31
2.9 HIGH-PERFORMANCE WORKSTATION: SPECIFICATIONS
............................................ 31
3 NESTED MC-BASED FINANCIAL RISK MEASUREMENT OF COMPLEX PORTFOLIOS 33
3.1 STATE-OF-THE-ART AND RELATED W O RK
.................................................................
34
3.2 NEAR REAL-TIME RISK MEASUREMENT OF STATIC COMPLEX P
ORTFOLIOS................ 35
3.2.1 THE STANDARD IMPLEMENTATION A P P RO A C H
............................................ 35
3.2.2 NEW CONTRIBUTION: RNS-REUSE A
PPROACH............................................ 35
3.2.3 NEW CONTRIBUTION: PATHS-REUSE A P P RO A C H
........................................
37
3.2.4 NEW CONTRIBUTION: INFORMATION-REUSE A PPROACH
...............................
38
3.2.5 NEW CONTRIBUTION: EXTENDED INTERPOLATION SCHEME FOR MULTIDIMEN
SIONAL AMERICAN O P TIO N S
....................................................................
39
3.2.6 NEW CONTRIBUTION: AUTO-AGGREGATION S CHEM E
..................................
40
3.2.7 SETUP 1
................................................................................................
41
3.2.8 RESULTS 1
.............................................................................................
44
3.2.9 SETUP 2
................................................................................................
46
3.3 CLOUD-BASED IMPLEMENTATION ON FPG A
........................................................... 52
3.3.1 CLOUD-FPGA: S E T U P
...........................................................................
54
3.3.2 CLOUD-FPGA: RESULTS
.......................................................................
55
3.4 REAL-TIME RISK MEASUREMENT OF DYNAMICALLY-CHANGING COMPLEX
PORTFOLIOS 58
3.4.1
IMPLEMENTATION....................................................................................
60
3.4.2 NEW CONTRIBUTION: EGO S C H E M E
........................................................ 61
3.4.3 S E TU P
...................................................................................................
62
3.4.4 RESULTS: DYNAMIC VARIATIONS OF RISK M E A S U RE S
...............................
63
3.4.5 RESULTS: SYSTEM-LEVEL PERFORMANCE
.................................................. 64
4 MC-BASED MULTIDIMENSIONAL AMERICAN OPTION PRICING ON FPGA-BASED SYS
TEMS 69
4.1 STATE-OF-THE-ART AND RELATED W O RK
................................................................. 70
4.2 THE LONGSTAFF-SCHWARTZ
ALGORITHM.................................................................
71
4.2.1 LS: ARCHITECTURAL LIMITATIONS ON FPGAS
........................................
72
4.3 REVERSE LONGSTAFF-SCHW ARTZ
..........................................................................
72
4.3.1 REVERSE LS: IMPLEMENTATION ON HYBRID CPU-FPGA DEVICES .... 73
4.3.2 REVERSE LS: S E T U P
..............................................................................
75
4.3.3 REVERSE LS: RESULTS AND C O M P ARISO N
............................................... 75
4.4 BROWNIAN BRIDGE LONGSTAFF-SCHWARTZ (BB-LS)
...........................................
77
4.4.1 BB-LS: IMPLEMENTATION ON F P G A
..................................................... 78
4.4.2 BB-LS: S ETU P
.......................................................................................
79
4.4.3 BB-LS: RESULTS AND
COMPARISON........................................................ 81
5 EFFICIENT DECOUPLING OF OPENCL WORK-ITEMS ON FPGAS 87
5.1 STATE-OF-THE-ART AND RELATED W O RK
................................................................. 88
5.2 NEW APPROACH: DECOUPLED OPENCL WORK-ITEMS ON F P G A S
......................
88
5.2.1 NEW APPROACH: IMPLEMENTATION ON F P G A S
.....................................
89
5.3 TEST CASE
APPLICATION.......................................................................................
90
5.3.1 TEST CASE APPLICATION: EFFICIENT FPGA-BASED IMPLEMENTATION . . .
92
5.4 SETUP
...............................................................................................................
92
5.4.1 HARDWARE
SETUP....................................................................................
92
5.4.2 SIMULATION S E TU P
.................................................................................
93
5.4.3 GAMMA-DISTRIBUTED RNS V A LID A TIO N
.................................................. 94
5.5 R
ESULTS...............................................................................................................
94
6 COMBINING PROGRAMMING PRODUCTIVITY AND IMPLEMENTATION EFFICIENCY 99
6.1 STATE-OF-THE-ART AND RELATED W O RK
....................................................................100
6.2 TEST CASE COMBINATION OF PROGRAMMING PRODUCTIVITY AND IMPLEMENTATION
E
FFICIENCY............................................................................................................102
7 CONCLUSIONS AND FUTURE WORK 105
8 ZUSAMMENFASSUNG
109
A ADVANCED RISK AND PORTFOLIO MANAGEMENT (ARPM) TEST CASE 115
B PORTFOLIO RISK SIMULATIONS: IMPORTANT ANALYSIS AND OBSERVATIONS 119
B.L PARALLELIZATION SCHEM
ES.....................................................................................
119
B.2 TIME-SPACE COMPLEXITY TRADE-OFF A N A LY
SIS...................................................120
B.3 RUNTIME PERFORMANCE SCALING: 3D -P LOTS
.........................................................
120
B.4 SYSTEM-LEVEL ENERGY EFFICIENCY COM PARISON
...................................................
123
B.5 OPENCL-RELATED OBSERVATIONS
.........................................................................124
C ILP-BASED OPTIMAL WORKLOAD ALLOCATION ON HETEROGENEOUS HPC SYSTEMS.
125
D CODE FOR REAL-TIME RISK MEAS. OF DYNAMICALLY-CHANGING COMPLEX
PORTFOLIOS 127
E IMPLEMENTATION CODE FOR EFFICIENT DECOUPLING OF OPENCL WORK-ITEMS ON
FP
GAS 129
E.L DECOUPLED OPENCL WORK-ITEMS ON F P G A S
...................................................
129
E.2 TEST CASE
APPLICATION........................................................................................
131
BIBLIOGRAPHY 135
LIST OF FIGURES 145
LIST OF TABLES
151
|
| any_adam_object | 1 |
| author | Varela, Javier Alejandro 1981- |
| author_GND | (DE-588)1170711073 |
| author_facet | Varela, Javier Alejandro 1981- |
| author_role | aut |
| author_sort | Varela, Javier Alejandro 1981- |
| author_variant | j a v ja jav |
| building | Verbundindex |
| bvnumber | BV045354054 |
| ctrlnum | (OCoLC)1078918648 (DE-599)DNB1173001506 |
| discipline | Elektrotechnik / Elektronik / Nachrichtentechnik |
| format | Thesis Book |
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| genre_facet | Hochschulschrift |
| id | DE-604.BV045354054 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T08:15:47Z |
| institution | BVB |
| isbn | 9783959741002 3959741006 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-030740676 |
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| publishDate | 2018 |
| publishDateSearch | 2018 |
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| publisher | Universität Kaiserslautern |
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| series | Forschungsberichte Mikroelektronik |
| series2 | Forschungsberichte Mikroelektronik |
| spelling | Varela, Javier Alejandro 1981- Verfasser (DE-588)1170711073 aut Efficient implementation of financial risk management applications on heterogeneous energy-efficient high-performance computing systems Effiziente Implementierung von Finanzrisikomanagement-Anwendungen auf heterogenen energieeffizienten Hochleistungsrechensysteme Javier Alejandro Varela Kaiserslautern Universität Kaiserslautern 2018 viii, 149 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Forschungsberichte Mikroelektronik 30 Dissertation Technische Universität Kaiserslauter 2018 OpenGL (DE-588)4391716-1 gnd rswk-swf Field programmable gate array (DE-588)4347749-5 gnd rswk-swf Risikomanagement (DE-588)4121590-4 gnd rswk-swf Energieeffizienz (DE-588)7660153-5 gnd rswk-swf Hochleistungsrechnen (DE-588)4532701-4 gnd rswk-swf Energy efficiency Financial risk management Heterogeneous high-performance computing systems Interdisciplinary research (DE-588)4113937-9 Hochschulschrift gnd-content Hochleistungsrechnen (DE-588)4532701-4 s Energieeffizienz (DE-588)7660153-5 s OpenGL (DE-588)4391716-1 s Field programmable gate array (DE-588)4347749-5 s Risikomanagement (DE-588)4121590-4 s DE-604 Forschungsberichte Mikroelektronik 30 (DE-604)BV012925671 30 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030740676&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Varela, Javier Alejandro 1981- Efficient implementation of financial risk management applications on heterogeneous energy-efficient high-performance computing systems Effiziente Implementierung von Finanzrisikomanagement-Anwendungen auf heterogenen energieeffizienten Hochleistungsrechensysteme Forschungsberichte Mikroelektronik OpenGL (DE-588)4391716-1 gnd Field programmable gate array (DE-588)4347749-5 gnd Risikomanagement (DE-588)4121590-4 gnd Energieeffizienz (DE-588)7660153-5 gnd Hochleistungsrechnen (DE-588)4532701-4 gnd |
| subject_GND | (DE-588)4391716-1 (DE-588)4347749-5 (DE-588)4121590-4 (DE-588)7660153-5 (DE-588)4532701-4 (DE-588)4113937-9 |
| title | Efficient implementation of financial risk management applications on heterogeneous energy-efficient high-performance computing systems Effiziente Implementierung von Finanzrisikomanagement-Anwendungen auf heterogenen energieeffizienten Hochleistungsrechensysteme |
| title_auth | Efficient implementation of financial risk management applications on heterogeneous energy-efficient high-performance computing systems Effiziente Implementierung von Finanzrisikomanagement-Anwendungen auf heterogenen energieeffizienten Hochleistungsrechensysteme |
| title_exact_search | Efficient implementation of financial risk management applications on heterogeneous energy-efficient high-performance computing systems Effiziente Implementierung von Finanzrisikomanagement-Anwendungen auf heterogenen energieeffizienten Hochleistungsrechensysteme |
| title_full | Efficient implementation of financial risk management applications on heterogeneous energy-efficient high-performance computing systems Effiziente Implementierung von Finanzrisikomanagement-Anwendungen auf heterogenen energieeffizienten Hochleistungsrechensysteme Javier Alejandro Varela |
| title_fullStr | Efficient implementation of financial risk management applications on heterogeneous energy-efficient high-performance computing systems Effiziente Implementierung von Finanzrisikomanagement-Anwendungen auf heterogenen energieeffizienten Hochleistungsrechensysteme Javier Alejandro Varela |
| title_full_unstemmed | Efficient implementation of financial risk management applications on heterogeneous energy-efficient high-performance computing systems Effiziente Implementierung von Finanzrisikomanagement-Anwendungen auf heterogenen energieeffizienten Hochleistungsrechensysteme Javier Alejandro Varela |
| title_short | Efficient implementation of financial risk management applications on heterogeneous energy-efficient high-performance computing systems |
| title_sort | efficient implementation of financial risk management applications on heterogeneous energy efficient high performance computing systems effiziente implementierung von finanzrisikomanagement anwendungen auf heterogenen energieeffizienten hochleistungsrechensysteme |
| title_sub | Effiziente Implementierung von Finanzrisikomanagement-Anwendungen auf heterogenen energieeffizienten Hochleistungsrechensysteme |
| topic | OpenGL (DE-588)4391716-1 gnd Field programmable gate array (DE-588)4347749-5 gnd Risikomanagement (DE-588)4121590-4 gnd Energieeffizienz (DE-588)7660153-5 gnd Hochleistungsrechnen (DE-588)4532701-4 gnd |
| topic_facet | OpenGL Field programmable gate array Risikomanagement Energieeffizienz Hochleistungsrechnen Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030740676&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV012925671 |
| work_keys_str_mv | AT varelajavieralejandro efficientimplementationoffinancialriskmanagementapplicationsonheterogeneousenergyefficienthighperformancecomputingsystemseffizienteimplementierungvonfinanzrisikomanagementanwendungenaufheterogenenenergieeffizientenhochleistungsrechensysteme |