Digitala Vetenskapliga Arkivet

Ändra sökning
RefereraExporteraLänk till posten
Permanent länk

Direktlänk
Referera
Referensformat
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Annat format
Fler format
Språk
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Annat språk
Fler språk
Utmatningsformat
  • html
  • text
  • asciidoc
  • rtf
Energy Analysis of a Mixed Precision Hybrid Method for Option Pricing: Evaluating Computational Efficiency and Energy Consumption in a Mixed Precision Numerical Method
Uppsala universitet, Teknisk-naturvetenskapliga vetenskapsområdet, Matematisk-datavetenskapliga sektionen, Institutionen för informationsteknologi, Avdelningen för beräkningsvetenskap.
2025 (Engelska)Självständigt arbete på avancerad nivå (yrkesexamen), 20 poäng / 30 hpStudentuppsats (Examensarbete)
Abstract [en]

This master’s thesis explores the energy consumption involved in numerical pricing of financialderivatives using a hybrid numerical method that combines Radial Basis Function GeneratedFinite Difference (RBF-FD) and the Finite Difference Method (FDM). The proposed model discretizes the computational domain predominantly with FDM, while regions requiring higheraccuracy are handled using RBF-FD. The model problem considered is a two-dimensional European option, which features a discontinuity in its first derivative at maturity.

To evaluate the energy efficiency of the approach, energy consumption is measured usingIntel’s Model-Specific Registers (MSR) through the Running Average Power Limit (RAPL) interface. This enables a detailed analysis of the trade-offs between computational performanceand energy efficiency. The main objectives of this thesis include:

• Integration of mixed precision into the finite difference scheme within the hybrid solver.

• Measuring energy consumption on the Rackham cluster at UPPMAX.

• Evaluation of performance and energy consumption of the mixed-precision hybrid solver.

Numerical results demonstrate that the mixed precision implementation achieves sufficientaccuracy for solving the problem. However, there remains room for further optimization of itscomputational performance and energy efficiency within the MATLAB framework. Thesefindings suggest that while mixed precision hybrid methods are viable for addressing complex numerical problems, alternative computational platforms or implementations may be necessaryto fully exploit their potential.

The energy measurement process is demonstrated to be both stable and reliable, reinforcingthe robustness of the measurement technique and ensuring the validity of the results. Furthermore, the analysis highlights a strong correlation between energy efficiency andcomputational time. This shows that direct methods exhibit energy consumption advantages forsmaller-scale applications, whereas iterative methods prove to be more efficient in large-scale settings. 

Ort, förlag, år, upplaga, sidor
2025. , s. 35
Serie
UPTEC F, ISSN 1401-5757 ; 25004
Nyckelord [en]
Financial derivatives, mixed-precision, RAPL, RBF-FD, FDM
Nationell ämneskategori
Beräkningsmatematik
Identifikatorer
URN: urn:nbn:se:uu:diva-551773OAI: oai:DiVA.org:uu-551773DiVA, id: diva2:1941614
Utbildningsprogram
Civilingenjörsprogrammet i teknisk fysik
Handledare
Examinatorer
Tillgänglig från: 2025-03-03 Skapad: 2025-03-01 Senast uppdaterad: 2025-03-06Bibliografiskt granskad

Open Access i DiVA

fulltext(1191 kB)61 nedladdningar
Filinformation
Filnamn FULLTEXT01.pdfFilstorlek 1191 kBChecksumma SHA-512
85c3f249724947793b3cd076b3287fdda470dc98439c48b63f285900d69a0e940234cbe1d84701a2a938b8e2453a85f8e0591f38d2595ee4f98214a919d7e09a
Typ fulltextMimetyp application/pdf

Av organisationen
Avdelningen för beräkningsvetenskap
Beräkningsmatematik

Sök vidare utanför DiVA

GoogleGoogle Scholar
Totalt: 61 nedladdningar
Antalet nedladdningar är summan av nedladdningar för alla fulltexter. Det kan inkludera t.ex tidigare versioner som nu inte längre är tillgängliga.

urn-nbn

Altmetricpoäng

urn-nbn
Totalt: 235 träffar
RefereraExporteraLänk till posten
Permanent länk

Direktlänk
Referera
Referensformat
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Annat format
Fler format
Språk
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Annat språk
Fler språk
Utmatningsformat
  • html
  • text
  • asciidoc
  • rtf