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Predicting foreign currency exchange rates using the numerical solution of the incompressible Navier–Stokes equations

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  • Kartono, Agus
  • Febriyanti, Marina
  • Wahyudi, Setyanto Tri
  • Irmansyah,

Abstract

The movement of exchange rates has similarities with physical phenomena, especially the movement of fluid in turbulence. The parameters change of the data information on the foreign exchange market will result in unstable exchange rates movement. These are according to changes in energy in the turbulence flow resulting in fluid particles moving randomly at fluctuating velocity. This study will predict the exchange rates of the United States Dollar (USD) to Indonesian Rupiah (IDR) using the incompressible Navier–Stokes equations which have been modified with economic parameters. The analogy of economic parameters to physical parameters such as Gross Domestic Product (GDP) as the distance between the two measured velocity points, the trade balance of two countries as fluid viscosity, and fluid flow velocity as exchange rate changes, while the inflation rates and interest rates are external forces. The numerical solution of the Navier–Stokes equations is solved using the Crank–Nicolson finite difference method. The results of the prediction of the exchange rate of USD to IDR are compared with actual exchange rate data. The exchange rate prediction results of the Navier–Stokes equations that calculated using the Crank–Nicolson scheme for one year produce an error percentage below 2.5 % of the actual exchange rate data.

Suggested Citation

  • Kartono, Agus & Febriyanti, Marina & Wahyudi, Setyanto Tri & Irmansyah,, 2020. "Predicting foreign currency exchange rates using the numerical solution of the incompressible Navier–Stokes equations," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 560(C).
  • Handle: RePEc:eee:phsmap:v:560:y:2020:i:c:s0378437120306221
    DOI: 10.1016/j.physa.2020.125191
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    References listed on IDEAS

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    1. Michael B. Devereux, 1997. "Real Exchange Rates and Macroeconomics: Evidence and Theory," Canadian Journal of Economics, Canadian Economics Association, vol. 30(4), pages 773-808, November.
    2. Muhammad Kamran Khan & Jian-Zhou Teng & Muhammad Imran Khan, 2019. "Cointegration between macroeconomic factors and the exchange rate USD/CNY," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 5(1), pages 1-15, December.
    3. Y. G. Liu & Z. S. You & J. L. Zhou, 2008. "Navier-Stokes-like equations applicable to adaptive cruise control traffic flows," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 61(3), pages 363-370, February.
    4. T. Lux, 2001. "Turbulence in financial markets: the surprising explanatory power of simple cascade models," Quantitative Finance, Taylor & Francis Journals, vol. 1(6), pages 632-640.
    5. King Fuei Lee, 2009. "An Empirical Study Of The Fisher Effect And The Dynamic Relation Between Nominal Interest Rate And Inflation In Singapore," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 54(01), pages 75-88.
    6. Bahmani-Oskooee, Mohsen & Harvey, Hanafiah, 2009. "The J-curve: Indonesia vs. Her Major Trading Partners," Journal of Economic Integration, Center for Economic Integration, Sejong University, vol. 24, pages 765-777.
    7. Kugler, Peter, 1982. "The Dynamic Relationship between Interest Rates and Inflation: A Empirical Investigation," Empirical Economics, Springer, vol. 7(3-4), pages 125-137.
    8. Hüseyin Şen & Ayşe Kaya & Savaş Kaptan & Metehan Cömert, 2020. "Interest rates, inflation, and exchange rates in fragile EMEs: A fresh look at the long-run interrelationships," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 29(3), pages 289-318, April.
    9. Garman, Mark B. & Kohlhagen, Steven W., 1980. "Inflation and Foreign Exchange Rates Under Production and Monetary Uncertainty," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 15(4), pages 949-967, November.
    10. Paresh Kumar Narayan & Russell Smyth, 2006. "The dynamic relationship between real exchange rates, real interest rates and foreign exchange reserves: empirical evidence from China," Applied Financial Economics, Taylor & Francis Journals, vol. 16(9), pages 639-651.
    11. Stanislaw Drozdz & Jaroslaw Kwapien & Pawel Oswiecimka & Rafal Rak, 2010. "The foreign exchange market: return distributions, multifractality, anomalous multifractality and Epps effect," Papers 1011.2385, arXiv.org.
    12. R. Baviera & M. Pasquini & M. Serva & D. Vergni & A. Vulpiani, 2001. "Forecast in foreign exchange markets," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 20(4), pages 473-479, April.
    13. M. Ausloos & K. Ivanova, 2001. "False Euro (FEUR) exchange rate correlated behaviors and investment strategy," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 20(4), pages 537-541, April.
    14. C. Windsor & A. Thyagaraja, 2001. "The prediction of periods of high volatility in exchange markets," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 20(4), pages 581-584, April.
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    1. Kartono, Agus & Solekha, Siti & Sumaryada, Tony & Irmansyah,, 2021. "Foreign currency exchange rate prediction using non-linear Schrödinger equations with economic fundamental parameters," Chaos, Solitons & Fractals, Elsevier, vol. 152(C).

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